diff --git a/iris/tvae/3/0/synth.csv b/iris/tvae/3/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c810e10f085564c31bf354562e87b43a1dd70836
--- /dev/null
+++ b/iris/tvae/3/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.830301308008218,2.59298433682275,5.073067195711441,1.750022646557308,Iris-virginica
+1,6.534624806374971,2.7551210645591606,4.417308595418575,1.4124955373768762,Iris-versicolor
+2,6.515203547773355,2.861495201957836,4.710829386720804,1.6588350700736931,Iris-versicolor
+3,7.153835548423485,3.418312827632184,4.5343559382931,1.6125727156197718,Iris-versicolor
+4,6.732751523107687,2.6652081349251695,5.073875553538653,1.6630333703621099,Iris-virginica
+5,6.525945354792014,2.6479030562746133,5.194437460377395,1.740836004050251,Iris-virginica
+6,6.6898869341608105,3.0521509045881303,4.935192278733696,1.5934393117881374,Iris-versicolor
+7,6.293629308857,3.0153524632891395,5.234307351768003,1.564308381627105,Iris-virginica
+8,6.901353376768069,3.0123565693497505,5.478409854246913,1.8169788295932205,Iris-virginica
+9,5.372090614171367,3.6635179445050414,1.1699068829159223,0.22076114855042184,Iris-setosa
+10,6.29278863653838,2.8429405802924657,5.045076710654493,1.8070531830499137,Iris-virginica
+11,5.161115756690569,3.299751261868205,1.3428509332520946,0.14357792781080805,Iris-setosa
+12,6.609544335695614,2.685890857388837,4.835741541260381,1.6845731499078374,Iris-versicolor
+13,6.356458155983743,3.116344849021948,4.97858585550057,1.958750948122352,Iris-virginica
+14,6.7263095246938995,3.064925893975435,5.298750567083377,1.9873560113493995,Iris-virginica
+15,5.0993896408533725,3.434624530076248,1.5525259704244234,0.27132200969460757,Iris-setosa
+16,5.293743385921667,3.498556820621446,1.388592037933951,0.28264940838575847,Iris-setosa
+17,6.3467815369193685,2.8349523032022708,4.389198761340417,1.2842822082045489,Iris-versicolor
+18,6.428532813742433,2.987095027652865,4.75962515981074,1.7799644406230666,Iris-virginica
+19,4.759560467299995,2.82355442604308,1.3155857308523942,1.5186415967450035,Iris-versicolor
+20,4.794389542211668,3.0566792393241973,1.2846392381645395,0.09896601905188637,Iris-setosa
+21,6.7871450890741745,3.114669672382456,4.481104959053047,1.5586325857655443,Iris-versicolor
+22,6.729097953597896,3.2088594504241295,5.28107530278295,1.8057639475472518,Iris-virginica
+23,4.789318079510295,3.516734270114502,1.4591840021429772,0.19065392435170941,Iris-setosa
+24,6.938321720822494,3.2960937056482806,4.639896551427011,1.8725747953255547,Iris-virginica
+25,6.477037070814071,2.9479883433219567,5.670319782150809,1.528176445011207,Iris-virginica
+26,5.451790255655158,3.7294909838160093,1.5451377427624928,0.18594602699511167,Iris-setosa
+27,6.340095232449477,3.365265205057712,4.574692179469825,1.3064849604728312,Iris-versicolor
+28,6.878768210693175,2.8776673446940535,5.023137887458047,2.143803884066531,Iris-virginica
+29,5.1607015891121994,3.173779886232356,1.4453177822244778,0.2321781038215362,Iris-setosa
+30,5.171344236502418,3.364057396173065,1.4511385316123797,0.24957942116069762,Iris-setosa
+31,5.497013648579145,3.9147796992178536,0.8542292129469343,0.4676283655559892,Iris-setosa
+32,4.7667159701494315,3.0936776783871927,1.6125953206862678,0.19672253772618312,Iris-setosa
+33,5.27281522146915,2.5295934806935763,4.099331644447149,0.9882338574185827,Iris-versicolor
+34,6.419491656478235,2.9077302143068726,5.040788358993422,1.743484011096551,Iris-virginica
+35,6.4985369890009785,2.8271626885941306,5.02208776325046,1.7113741624302528,Iris-virginica
+36,6.512939537348336,3.084894726851022,4.813284172737523,1.683383275777822,Iris-versicolor
+37,5.562634609262272,3.5433697227342416,1.399982133790848,0.4384366477584646,Iris-setosa
+38,6.31957431758261,2.5651508162750103,3.833300654329184,1.5084182460708107,Iris-versicolor
+39,5.3590396490005645,3.3983145469561906,4.963739432119554,0.3410049746394492,Iris-versicolor
+40,6.854449337008679,2.5709040527647575,6.1163220888398,1.7481886122684696,Iris-virginica
+41,5.68373891496233,3.0205710967818797,4.57655680488236,1.1795397057644519,Iris-versicolor
+42,6.106843356793173,3.033437122138175,4.9651378272487845,1.8706619485927516,Iris-virginica
+43,6.862619202463874,3.229548458647214,5.109587961074247,1.8146256066895081,Iris-versicolor
+44,5.9499312885652325,2.7088342625559365,4.399690482542732,1.0702735603939777,Iris-versicolor
+45,5.119914712808593,2.9095900415093183,4.094147486250087,1.2995905969550023,Iris-versicolor
+46,6.201759531415143,2.9379135908827054,4.353282502724219,1.6131410943131461,Iris-versicolor
+47,4.878700184419897,2.9141413626121437,1.5837036880552862,0.22817492894134395,Iris-setosa
+48,4.649968164282761,3.4400611067553153,1.5260028336724387,0.2053033629819453,Iris-setosa
+49,5.210304813580192,3.310018255602465,1.5433496603355203,0.12412418971462924,Iris-versicolor
+50,5.110501629738766,3.431662184911557,4.51141552520576,0.10435677801142404,Iris-versicolor
+51,5.053193699695813,3.3446596387365184,1.3995119086930252,0.2850915068873082,Iris-setosa
+52,5.55173949842735,4.006587156131724,1.8088370078374345,0.24480205780206993,Iris-setosa
+53,5.667894371659208,2.5446511953465847,3.713119670166371,1.148786873850897,Iris-versicolor
+54,6.383044242124573,2.7720161573470827,5.074460241583805,2.035282394960118,Iris-virginica
+55,5.765709380962477,2.8337409494523054,4.400781729563623,1.4264311360076352,Iris-versicolor
+56,5.140494783440655,3.1459000374106747,1.3996967591799236,0.20355060264795763,Iris-setosa
+57,5.100002700747516,2.985299696020351,1.3578494959373941,0.1698961609044239,Iris-setosa
+58,6.423544133164691,2.8956035420461292,5.280412102301164,2.090502057981716,Iris-virginica
+59,5.361515685388269,2.8203398056642914,3.9339693930158055,1.486732823034771,Iris-versicolor
+60,6.448851763190918,3.291899338348872,4.111979732105584,1.8625424120998095,Iris-versicolor
+61,6.098992218715851,2.3546812699090287,4.904681003717283,1.4424077326752534,Iris-versicolor
+62,6.197887396737727,2.96402686513813,5.245264189507259,1.7107267698814885,Iris-virginica
+63,4.958734132484382,3.0715404549706546,1.382940393589713,0.23193921606314585,Iris-setosa
+64,5.539830960834479,3.318976625472332,4.271404425641367,0.4905520570540727,Iris-versicolor
+65,6.2103989228465375,2.871967264499825,4.4887699816261195,1.5016271916996151,Iris-versicolor
+66,5.968533002260891,2.8484919077678503,4.401220383398171,1.693733772651605,Iris-versicolor
+67,6.988269916864383,2.9915874525322845,5.423525535178306,1.6106975802530081,Iris-virginica
+68,6.283342086503587,2.8254895310978094,4.844287154851626,1.401976981193853,Iris-versicolor
+69,6.104008179127757,2.847094507620969,4.5217954648455345,1.4236861277264454,Iris-versicolor
+70,4.4090552057555445,2.808439933715818,1.3487427888201649,0.17400484095311103,Iris-setosa
+71,5.073213123244624,3.102855467419344,4.796836057173333,1.2189098264558633,Iris-versicolor
+72,7.11173758575844,3.2165093225586308,5.359198636414698,2.3745826093724998,Iris-virginica
+73,4.8139230476248525,3.1455107858968057,1.3724192221920897,0.2507944171382632,Iris-setosa
+74,4.589842919937809,2.756963566779236,1.2266145870471163,0.12490322772947623,Iris-setosa
+75,6.815510210355733,3.104023019233333,5.747973791402847,2.130044151790187,Iris-virginica
+76,5.172618302676801,3.998297768589064,1.5367706555956224,0.28936556156104,Iris-setosa
+77,6.381167008199309,3.2318863581410358,4.504087709850715,1.4860860218647551,Iris-versicolor
+78,6.484942879616777,3.4017489016467115,4.60749027473705,1.6231273911626936,Iris-versicolor
+79,6.24061397969155,3.1382214373134,4.803056442618236,1.640907903333145,Iris-virginica
+80,6.119140230252633,3.008378607229592,4.409986840302182,1.413239189628027,Iris-versicolor
+81,6.335651437462722,2.228358763814326,4.372135168242725,1.1560534249103178,Iris-versicolor
+82,7.291050895153882,3.392109999585183,6.131901034885328,2.20627938851631,Iris-virginica
+83,5.850572434690909,3.1174812005954537,4.240369248325423,1.3924985035944548,Iris-versicolor
+84,6.840486263559733,3.3006826499742883,5.094743073362664,2.3376489672834877,Iris-virginica
+85,7.7214138274481945,2.9924439840663664,6.052461339583928,2.231004122783132,Iris-virginica
+86,7.06316273005223,2.7459258330686978,5.794014496995447,1.973912008638186,Iris-virginica
+87,6.625743997223743,2.7551102144961135,5.884555734154602,1.6213556264556024,Iris-virginica
+88,6.30779740046594,3.2211055461250977,4.402339263059426,1.3486545913597525,Iris-versicolor
+89,6.623510340248709,2.871847966266953,5.125773511020448,1.6578637105684506,Iris-virginica
+90,4.908374164090432,3.0446062325261503,1.3318313506746378,0.07309794760895139,Iris-setosa
+91,6.726188110732503,3.2509243231402807,4.695437832069795,2.0719469179302847,Iris-virginica
+92,5.585268502585412,2.777346323564729,4.982208776744237,1.5366995853466299,Iris-versicolor
+93,4.996720159647146,3.187123444563195,1.2559060240568285,0.2195992246465075,Iris-setosa
+94,6.524813658324554,2.981161778842657,3.873656222109883,1.4403322895136883,Iris-versicolor
+95,5.633190648421047,2.5587342984753874,4.826908190357798,1.7874503713093473,Iris-versicolor
+96,5.216970910119247,3.7303670615072977,1.3121074805546755,0.26909326456240035,Iris-setosa
+97,6.5069469426046185,2.619264875716267,5.107372507317969,1.3333187010162235,Iris-virginica
+98,5.7654464790232325,3.063591327366587,5.08410749556692,1.7218431580217792,Iris-virginica
+99,4.508031639750544,2.952491147621188,1.5814469061506533,0.2003821236825565,Iris-setosa
+100,4.6215941626864225,2.8009458570423087,1.5024233345092848,0.1754783596782159,Iris-setosa
+101,6.108623133930374,3.202712649700993,4.586015649289914,1.813820282458289,Iris-virginica
+102,4.9114909745081,3.7525732417311675,1.3057069284625062,0.2670724587514972,Iris-setosa
+103,6.3119081579616,2.4064960832875975,4.541997435757222,1.5563754206226559,Iris-virginica
+104,7.7717890163689,3.029429082581987,6.596182163349385,2.2146285950214164,Iris-virginica
+105,5.044876709563533,2.9070304371688076,1.2507495478514747,0.31022451702408027,Iris-setosa
+106,6.520991886220077,2.9499691465546527,4.879101221832428,1.4855698583397956,Iris-versicolor
+107,5.996717632931575,2.9663780431138895,5.045743006381773,1.7274262140031993,Iris-virginica
+108,7.035449377799462,3.0532511895097536,4.748384469774021,1.148726927144879,Iris-versicolor
+109,7.190596233883917,3.003927246990303,5.77333980159429,2.1727831470783032,Iris-virginica
+110,5.304937491204102,3.108769277418726,1.3122684107899252,0.08492014293454228,Iris-setosa
+111,7.618713058271151,2.8835416555634503,5.808358739469503,1.8322212772626214,Iris-virginica
+112,6.331542882764976,2.7824310459662955,5.697910230055338,1.7667229662780075,Iris-virginica
+113,5.941173300176323,2.435548603118117,3.518001346519897,0.9990855718895703,Iris-versicolor
+114,6.579362889315779,2.873857820857767,5.229439740658703,2.218962093911388,Iris-virginica
+115,6.284913980200289,3.143706674657606,4.323001094016837,1.5278968857669908,Iris-versicolor
+116,7.176705789806309,3.29782951159762,5.423579853940119,2.3503890804541534,Iris-virginica
+117,6.24045479500569,2.678078602569289,4.396821467111605,1.28702525721388,Iris-versicolor
+118,5.2845086301130095,3.3738369730142637,1.395621809405612,0.2979126922842849,Iris-setosa
+119,6.3586039760107536,2.5170819788746086,4.268686661519613,1.3296001348184516,Iris-versicolor
diff --git a/iris/tvae/3/0/test.csv b/iris/tvae/3/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/0/train.csv b/iris/tvae/3/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/0/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/0/val.csv b/iris/tvae/3/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/1/synth.csv b/iris/tvae/3/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..addd6db2232b541a732aac8b1b86b5dc39851354
--- /dev/null
+++ b/iris/tvae/3/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.536819328594687,2.802860887637952,1.2017290506719007,0.12931908801641348,Iris-setosa
+1,5.161123977355926,3.3505574132574636,1.422029493073866,0.2888793598428644,Iris-setosa
+2,4.378656761302917,3.2791163803898957,1.3976087319024566,0.07510481013865333,Iris-setosa
+3,4.451837697263031,3.345545410925233,1.3225845506206182,0.2514069844001898,Iris-setosa
+4,6.346253604382741,2.01170963243358,4.5475765769030945,1.3804410584842126,Iris-versicolor
+5,5.183289610322158,3.905956745275653,1.6002199907436798,0.30752818477932725,Iris-setosa
+6,6.795294365057745,3.3790895682471334,4.690543274927388,1.5067931775049108,Iris-versicolor
+7,6.416543853757081,2.9967314243006897,5.377111304115813,1.523218886546301,Iris-virginica
+8,7.4259400618890865,2.593906363121644,6.274365724683973,1.9225365627857256,Iris-virginica
+9,8.218996524997824,3.887501025566037,6.467127970968396,2.0104829246927816,Iris-virginica
+10,5.235449634037888,2.8301093200403984,4.128287786763337,1.327227366318596,Iris-versicolor
+11,5.690164578913082,2.322715194711935,4.823416892786029,1.4343182830699357,Iris-virginica
+12,6.705823789810002,3.051605215695162,5.0731588296032015,2.371673244567362,Iris-virginica
+13,6.777578822066486,3.1043898178490292,6.1617712525710555,1.8124921738235533,Iris-virginica
+14,5.878291411180378,2.962934711669881,4.934822506753004,1.8291664209252314,Iris-versicolor
+15,4.7388548686347125,2.7263170905964653,3.8841149826210417,1.4285496427827633,Iris-versicolor
+16,5.042121124873182,2.4078913473429733,3.8092027090904566,1.3822754803790773,Iris-versicolor
+17,4.203291436245385,2.8001790790897108,1.4156576886235859,0.1675929378216644,Iris-setosa
+18,5.059417797526492,3.3581374165090883,1.4702727127601536,0.0848144461821578,Iris-setosa
+19,4.6171515631082904,3.1901039853539914,1.327286318782128,0.25797218333313676,Iris-setosa
+20,5.984129593966205,2.629923167069049,5.261222808522491,1.8098513237075056,Iris-virginica
+21,6.407756757330372,2.504246872061685,4.758404851547596,1.6236788393889148,Iris-virginica
+22,6.541601056282612,2.8749702643930077,4.398932904942992,1.0893580383671295,Iris-versicolor
+23,4.448742043004621,3.135877183981216,1.289730620143963,0.14926718546245887,Iris-setosa
+24,6.82606403685973,3.047439493926588,5.178571019436278,1.8793182080351754,Iris-virginica
+25,7.215949173000264,2.7291707451790597,6.586023629435416,1.9148884245804318,Iris-virginica
+26,4.990966887932299,3.2680180018365954,1.438608153718723,0.1808545266434365,Iris-setosa
+27,6.036512384740111,3.2336667204067675,4.58413662313825,1.4139588503487017,Iris-versicolor
+28,6.91079353830179,2.9392996332709016,5.806198905704048,1.7211743899784073,Iris-virginica
+29,6.129936051189649,3.0107453443764247,4.248438072773802,1.2916640762403468,Iris-versicolor
+30,6.304629010539274,3.015322548408743,5.371473031445824,1.80835199539436,Iris-virginica
+31,6.224390838281206,2.689440347824049,5.4151842542990485,2.19411734360122,Iris-virginica
+32,6.591725531785782,3.0389090675109824,5.535154087657884,1.7007624195467905,Iris-virginica
+33,6.235755497197895,3.395532451741272,4.823566244268278,1.6048114309969497,Iris-versicolor
+34,5.970957445538962,2.4863068253877003,3.735259816419112,1.0540485202982546,Iris-versicolor
+35,6.548128182107229,3.0058351459960386,4.4570994194981886,1.5546351993807959,Iris-versicolor
+36,6.600989202079231,3.1170710907554806,5.467535161244901,1.9546626975931334,Iris-virginica
+37,5.32213297502169,3.911477040071171,1.4330194945250423,0.4783508034335828,Iris-setosa
+38,5.309682033133149,3.6177443476160676,1.4700049987020312,0.25637569900820745,Iris-setosa
+39,5.314804236222627,3.211739312232747,1.5932719767806423,0.33599405371013913,Iris-setosa
+40,6.003781043464503,2.5166562971656132,4.244647038939735,1.1918369520182137,Iris-versicolor
+41,4.934527042927757,3.1905645971160697,1.3770793499041218,0.20473896279978054,Iris-setosa
+42,6.002408070559748,2.998152331721154,4.48404928924071,1.428596660495052,Iris-versicolor
+43,5.416906665178522,3.3562028335055314,1.6043602912914785,0.3182156355263621,Iris-setosa
+44,6.1763697224367275,2.827757353026694,4.924925660565584,1.602299121726091,Iris-virginica
+45,4.347575345127337,2.870470269558311,1.3734695086105748,0.22483115965938488,Iris-setosa
+46,6.688105793600591,3.152090839610404,4.630038956266616,1.1348646065931425,Iris-versicolor
+47,7.495423962892505,3.171604151708967,5.714807693666952,1.8881875914576371,Iris-virginica
+48,6.8326054816448485,3.0693707198729068,4.6723481996057785,1.627401150580846,Iris-versicolor
+49,5.0565603129851455,3.1872938364471244,1.4793781765505787,0.3119847659213767,Iris-setosa
+50,6.587532774674443,3.001374940635611,5.309013333780982,1.9513670339485003,Iris-virginica
+51,7.191481903369494,3.1670804244136765,6.038882101181698,2.2705463422642698,Iris-virginica
+52,7.333714708405821,3.781722811952015,6.34907130667909,2.442156650178008,Iris-virginica
+53,5.554342517053458,3.614994458575945,1.359746660053038,0.23125861776271575,Iris-setosa
+54,5.420285283227383,4.025770965196287,1.5448479855978863,0.09736152094783115,Iris-setosa
+55,7.730405807200112,3.2093045988941578,6.194627031137504,2.1530945840240623,Iris-virginica
+56,6.778803487688116,3.056678163270073,4.742659302079929,1.3472747271437375,Iris-versicolor
+57,5.500319255650478,3.3412629711750177,1.5370045115511977,0.28844401076123877,Iris-setosa
+58,5.216434048913542,3.808063076149365,1.2762487184266202,0.353977760601474,Iris-setosa
+59,6.335765517910798,3.078737869190117,4.691019246732547,1.112170775774699,Iris-versicolor
+60,6.190815010249874,2.8900480937890274,5.251201425092809,1.6267648512521964,Iris-versicolor
+61,6.839744955991601,3.280376697027946,5.1751171413676245,2.3597530577770325,Iris-virginica
+62,5.34962911921281,3.6091844463204534,1.3260791616162708,0.25315539100510676,Iris-setosa
+63,5.003827845632544,3.708941201233925,1.373104199294295,0.2071977952446884,Iris-setosa
+64,6.606426927011513,2.991378195468859,5.09724569271347,2.2207409533946483,Iris-virginica
+65,4.392892337480875,2.9719450026856933,1.5719801218846652,0.18655227926832674,Iris-setosa
+66,7.084861742987363,3.0350493366258826,5.585935455083195,1.8013762199104417,Iris-virginica
+67,4.565066122762093,2.991288940868466,1.2696280549924712,0.20038245675888988,Iris-setosa
+68,6.740064266138085,2.820605693792571,4.844114976099335,1.5255129932071811,Iris-versicolor
+69,5.703401478014778,2.86409927310313,4.684078828613563,1.6216724924755308,Iris-virginica
+70,5.893136963675346,3.1789819520392832,4.721955884337368,1.5455893270015615,Iris-versicolor
+71,5.056715028847209,3.210711866925591,4.683215338030856,1.616913933242477,Iris-versicolor
+72,6.819757549674519,3.2261447945379382,5.50526171272784,1.9540703313651409,Iris-virginica
+73,6.317157577565628,2.8587279796676106,4.348347772880853,1.4212024714740288,Iris-versicolor
+74,4.708260933201412,3.0813762817088315,1.714114368898381,0.2542478666834677,Iris-setosa
+75,4.370859828243159,2.94677082350479,1.5341822031038372,0.20049715993190853,Iris-setosa
+76,6.48471334510632,3.3701354676979633,4.745270403970303,1.572740222696202,Iris-versicolor
+77,5.34686877008666,3.513966745686694,1.508423212348093,0.30013191519336085,Iris-setosa
+78,6.739731108642798,3.3277994338339227,4.631680288491593,2.0334727525883944,Iris-versicolor
+79,6.083845492663722,2.7035471340753423,3.6015743843481234,1.436639561508711,Iris-versicolor
+80,4.86641575321272,3.873895715511101,1.4703108845615824,0.3091114871378383,Iris-setosa
+81,7.256527610478574,2.9448577322502802,5.810940045864256,1.6208923232845749,Iris-virginica
+82,6.513078455294368,2.671752006061032,5.397539557245816,1.5682202642341005,Iris-virginica
+83,5.061147198805782,3.919643627483009,1.4438716291995504,0.3221492751661688,Iris-setosa
+84,6.248786457970995,2.5361353223440246,5.106734910190994,1.5960560558807342,Iris-virginica
+85,5.932857121918889,2.6651261728767484,4.542224610674187,1.359522788557899,Iris-versicolor
+86,5.993200896064002,2.7379635191543756,4.538388954202442,1.4270286168518294,Iris-versicolor
+87,4.712364385978016,2.859166067526846,1.5143224296998659,0.25732887691242406,Iris-setosa
+88,6.515723048114265,3.009324779614184,5.021511985015136,1.968791325187035,Iris-virginica
+89,6.794421436530443,3.1077849763823124,5.174994358647968,1.802304207646114,Iris-virginica
+90,5.2041713309433035,3.2826502744074673,1.466590822360441,0.16823024242508441,Iris-setosa
+91,6.039737919265911,2.515037802740564,4.77908091823353,1.584092277863254,Iris-versicolor
+92,6.54104761212743,3.218406494385069,4.244469361568272,1.4578846422632938,Iris-versicolor
+93,6.5744557888561665,2.995020817302219,5.453433567137112,1.9843767412387765,Iris-virginica
+94,4.847130298173038,3.2032380202180635,1.6021240345216063,0.30414474215454784,Iris-setosa
+95,4.403626459311335,3.2243363113029617,1.3126025385519404,0.1271739302175343,Iris-setosa
+96,6.729646595021352,3.2952107332219964,5.0717694564307045,2.1973447891117837,Iris-virginica
+97,7.277452029347004,3.423872475959053,5.545191501486956,2.351462941578899,Iris-virginica
+98,7.834438180134995,3.4801499448850852,6.064996054766412,1.9134776452770739,Iris-virginica
+99,5.553925072277926,3.0240600887434783,3.77023789509626,1.2715716779735584,Iris-versicolor
+100,5.000938896331882,3.5912348799713865,1.4236753561867366,0.19269709265694113,Iris-setosa
+101,5.285345658483498,2.656621185443782,3.853415279509669,1.032363518086612,Iris-versicolor
+102,6.077766591849571,2.8081748491564893,4.220538590452957,1.4965395639604442,Iris-versicolor
+103,6.994669567858138,3.259026315135777,5.6978778933050105,2.4083942215536336,Iris-virginica
+104,5.421100126531178,3.6489677332642914,1.4913301983329537,0.2502838765807263,Iris-setosa
+105,5.204096574367097,3.668006768365182,1.4475381148907498,0.20986248429023488,Iris-setosa
+106,6.626764474492297,2.8300579631674636,5.050484201274579,1.8274847034599535,Iris-virginica
+107,6.0789460950862315,2.9037054067120165,4.8818759664653015,2.0233506700904567,Iris-virginica
+108,4.92551500274099,3.087015633468952,1.4363601198851546,0.2457625017571727,Iris-setosa
+109,6.792268608717365,3.1868575828671033,4.230720130315635,1.6103672481565212,Iris-versicolor
+110,4.899690090560498,3.4096542839453052,1.6096795147870642,0.28894509048999006,Iris-setosa
+111,4.783880924299762,3.4273327711388175,1.4955076857305425,0.16774444657600118,Iris-setosa
+112,6.695346157224397,3.063917024538873,4.838147394855182,1.575436436551298,Iris-versicolor
+113,4.552922765769705,3.400241821541981,1.5323659956864226,0.3299073218433866,Iris-setosa
+114,5.258590356677434,2.6089196702279382,3.843102133301538,1.1661525431414377,Iris-versicolor
+115,5.04562864975736,3.3163615811460523,1.4559852926875654,0.2028116351912563,Iris-setosa
+116,6.4736212409953575,2.7489164951884186,5.16145161892954,1.5005272464899808,Iris-virginica
+117,4.379216114256139,2.5548805061391273,1.0932072014466299,0.03719977040314937,Iris-setosa
+118,6.523496059023469,2.1226366072788565,5.304367142052237,1.7254007852695912,Iris-virginica
+119,6.448691311125161,2.941448511029556,4.786490052276656,1.5473700614085562,Iris-virginica
diff --git a/iris/tvae/3/1/test.csv b/iris/tvae/3/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/1/train.csv b/iris/tvae/3/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/1/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/1/val.csv b/iris/tvae/3/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/10/synth.csv b/iris/tvae/3/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7f2c882e119ce7e857f37c7f0408981d71062955
--- /dev/null
+++ b/iris/tvae/3/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.937613557699752,2.7198547197972873,4.954713730272574,1.7951842163974556,Iris-virginica
+1,6.884514204127037,3.08884449837522,4.737214178934451,1.5575795625058555,Iris-versicolor
+2,5.943866566585089,2.674422519037087,4.544541645972565,1.6130157548979371,Iris-virginica
+3,6.372391516411127,3.4611403887902203,4.163744114022428,1.3555245252109323,Iris-versicolor
+4,6.7576972952004075,3.306967832202613,4.377634612976729,1.2725998807750696,Iris-versicolor
+5,4.431864262271862,2.9426153193923397,1.3091215548705206,0.16840554553275558,Iris-setosa
+6,4.873927201757143,3.083790494708261,1.3016840160031833,0.16532029496468448,Iris-setosa
+7,6.322822674044891,2.974615220935881,4.560892847344516,1.7183014855484968,Iris-virginica
+8,6.079048521379543,2.839055649037186,5.197263181398704,1.5364690287336153,Iris-virginica
+9,6.111561232053248,2.283560219862219,5.365946158075296,1.90450265892124,Iris-virginica
+10,5.179668884303915,3.4894727777511956,1.3758801574925004,0.2570907644464561,Iris-setosa
+11,6.784435194481034,2.731485277709237,5.046853384647114,1.5355593094001676,Iris-virginica
+12,5.133744374112055,3.0921036794189956,4.354699612954109,1.5111179171621372,Iris-versicolor
+13,6.384645205451156,2.4911701450207744,5.184905024374011,1.26658135970676,Iris-virginica
+14,5.6634843351798505,2.0772170253909845,3.3345231160607307,1.1236762370966675,Iris-versicolor
+15,4.877799349330403,3.5260425643315156,1.6167263876544924,0.27361108562481634,Iris-setosa
+16,6.549835010511224,3.2094036008601843,5.493770091661932,1.9537344847071347,Iris-virginica
+17,6.634460146694167,3.222155201025334,5.415016839617696,2.0896668349328045,Iris-virginica
+18,5.570381199895843,3.637339522002202,1.4096606057106613,0.1591605975969101,Iris-setosa
+19,5.9085231593141145,3.154135187972357,4.1650092435974315,1.380726112760294,Iris-versicolor
+20,4.750413300051043,3.470477610022646,1.6555214807482426,0.1838797886232163,Iris-setosa
+21,6.048418568370489,3.155626611034184,4.732809086996667,1.6513116765284932,Iris-versicolor
+22,6.525331730877255,2.9868075545803907,4.976987876300799,1.497378257398632,Iris-versicolor
+23,4.748555553180496,3.033013103308296,1.3030438945951752,0.18623304728169043,Iris-setosa
+24,5.211592838146754,3.289282196166457,1.300828250232183,0.24379435091242851,Iris-setosa
+25,6.850892093514533,3.0737611848352513,4.940225533777649,1.6361296239733265,Iris-virginica
+26,6.66533310686395,2.8903919364939576,4.659112130574735,1.5568979123524656,Iris-versicolor
+27,6.865371647281922,2.982228359101363,5.236153534887538,1.9207867056355292,Iris-virginica
+28,6.154506442049471,2.2845566435389775,5.071374805991882,1.5338019206542337,Iris-virginica
+29,6.724536462664517,3.3056061070800693,4.709557052990226,1.8103687532124837,Iris-versicolor
+30,4.86291402825414,3.1092270010548964,1.345678527425711,0.17257124745589597,Iris-setosa
+31,5.224175772856934,3.5740303016553767,1.462363590278017,0.27875120263211095,Iris-setosa
+32,4.685213464529371,3.4174951885668503,1.4026352569532587,0.23832356614090766,Iris-setosa
+33,5.151743921700035,4.247232123325921,1.4608676749346607,0.3191126812127945,Iris-setosa
+34,6.304088206283742,2.9339150609493387,4.2042589363539555,1.4328916951746962,Iris-versicolor
+35,7.951769885226123,2.9441514860466427,6.829968220128766,2.218732705985023,Iris-virginica
+36,6.345948820404894,2.6380324559451194,4.919850326976603,1.3479062775665174,Iris-versicolor
+37,5.0250707338419875,2.369764559033257,3.6802557078177998,1.0361918951271731,Iris-versicolor
+38,4.776724659675357,3.2025302448620057,1.5593612415856577,0.18421343704971782,Iris-setosa
+39,5.2514991930812736,3.125941891356349,1.5056777161735413,0.23106540768892692,Iris-setosa
+40,4.984216775103462,3.1297489083650487,1.098332569553309,0.1740676991685188,Iris-setosa
+41,6.818349299848748,2.87645851860065,5.764499268483792,1.6446551511874246,Iris-virginica
+42,5.825403821065331,2.7889498874212757,4.2315166573436525,1.2859446755029351,Iris-versicolor
+43,6.361132376437631,3.2887609787961702,5.05702139390259,2.000951623411758,Iris-virginica
+44,6.2419659876417075,2.1412049296817663,5.462153044354457,1.199840720907397,Iris-versicolor
+45,5.1186916966635385,3.062229312360333,4.68167877861968,1.556184125640691,Iris-versicolor
+46,5.978518714339444,2.8743146536595128,4.565234651843861,1.539692183694017,Iris-versicolor
+47,6.3764920454746,2.675065613630163,5.344552536092039,1.8676318845370479,Iris-virginica
+48,6.755012734277017,3.4882067484562262,4.621990604756336,1.5889989125652322,Iris-versicolor
+49,6.063021799609051,2.9796034795738016,4.4624818574852645,1.938280109470209,Iris-virginica
+50,6.724877336235181,2.5475937195853695,5.1038948689983625,1.7126610960849482,Iris-virginica
+51,5.190149847833028,3.662609566151057,1.3621887846867298,0.17556629634185772,Iris-setosa
+52,5.797665767596658,2.7612659637202577,4.847227766470441,1.0590224389427467,Iris-virginica
+53,6.7682943297970795,3.1401754743674672,4.640414642590127,1.6617388047720165,Iris-versicolor
+54,5.959442916981933,2.255593007096784,3.8935403557957864,1.057274005279465,Iris-versicolor
+55,6.217337023543903,2.9104726749122576,4.989481387269542,1.7268122262974377,Iris-virginica
+56,6.7247610517268805,3.109441934250534,4.490159558169511,1.5090540628143465,Iris-versicolor
+57,6.750128186137578,2.6062766233347507,5.5817112810393334,1.7429426116820965,Iris-virginica
+58,7.491361893274874,3.2164593836368223,6.300642677931495,1.9584723352079614,Iris-virginica
+59,5.052864638687961,3.3760069246943156,1.599610270469444,0.23350711520677028,Iris-setosa
+60,4.472949035910909,2.877140010133225,1.5070617911698512,0.2342309711460975,Iris-setosa
+61,7.823491690649007,3.7056460726139906,6.548125578695521,2.105539687031831,Iris-virginica
+62,5.549105041770102,3.5574135691591326,1.4365594836540918,0.22774700606446208,Iris-setosa
+63,6.729047082040843,3.5327332314411724,5.894982573319617,2.4464548489293363,Iris-virginica
+64,5.839129268422785,2.9730533232045593,4.0282477511150505,1.3928215937521324,Iris-versicolor
+65,4.5074684683176836,2.933261006817393,1.4395913838995427,0.17679417792171476,Iris-setosa
+66,5.742818199259702,2.4024603014726535,4.104617370802624,0.9953863781597339,Iris-versicolor
+67,5.604027944948644,2.2141496914405168,3.7839721815628673,1.183579909042037,Iris-versicolor
+68,6.19292373363142,2.8415589359206797,4.464370097710793,1.3915926473901663,Iris-versicolor
+69,4.4384617291884485,3.1145865272281212,1.1603682382134295,0.16723148541383148,Iris-setosa
+70,6.952618993263602,3.195326989920806,4.879262790652087,1.946098478876339,Iris-versicolor
+71,6.5538655753383965,3.079158860637554,4.255136992791315,1.5020869578919547,Iris-versicolor
+72,4.6125006758285325,2.728187767328913,1.5729332302524466,0.21112501425445163,Iris-setosa
+73,6.59245315409441,2.9860824442525855,4.346534090872108,1.5656807024739428,Iris-versicolor
+74,6.589372904543002,2.9545693285683416,5.463321710611403,1.9842333401522125,Iris-virginica
+75,5.541941606194454,3.5155300528850812,4.876687838906475,1.895620003506566,Iris-versicolor
+76,6.270516419543503,2.9152325179711167,4.844662950732293,1.5726873309059133,Iris-versicolor
+77,5.295380594280636,3.311827026754801,1.4793467804025064,0.17626309617437153,Iris-setosa
+78,4.660630466580747,2.9358257668646304,1.0595582359956612,0.1354962190016715,Iris-setosa
+79,5.177055068929376,3.2682402751720354,1.4100044546930404,0.20945531335868867,Iris-setosa
+80,6.553977632630837,3.0286060628452454,4.6636974824639115,1.1555054775397435,Iris-versicolor
+81,7.489136987966154,3.456559766121047,5.937073298630045,2.186531675843635,Iris-virginica
+82,4.817234677662861,3.7474931396924296,1.3551377380091765,0.32622355531927566,Iris-setosa
+83,6.571048766883018,3.303292432716409,4.799774801877417,1.5798813779687706,Iris-versicolor
+84,5.130455930374793,3.131218045928183,1.2566700208427126,0.15716052668203567,Iris-setosa
+85,6.022957692971672,2.7716332673638844,5.384652394229747,1.7418798012264962,Iris-virginica
+86,6.576516818492163,3.4658794459226336,4.206154924868338,1.600485444539084,Iris-versicolor
+87,5.306976721819618,3.9972168155899204,1.2317398497166954,0.35817623218823746,Iris-setosa
+88,6.612301492799053,2.9475547943288234,5.3893953090221505,1.9332131293555606,Iris-virginica
+89,4.842026744248069,3.2091757617705903,1.4071164802326621,0.1727283136721086,Iris-setosa
+90,4.977996934320403,3.2830249751847265,1.2582028344923635,0.12932142462763965,Iris-setosa
+91,7.0188779834637325,3.1618626029856713,5.5432354663386265,1.9293049498989343,Iris-virginica
+92,5.562038719223315,3.847879762420283,1.6243292817157218,0.2789483470558283,Iris-setosa
+93,5.411953561140667,2.574085070709377,3.878828021034149,1.3339198380272492,Iris-versicolor
+94,6.432908804661997,2.937296129669392,5.3895566604482275,1.9287850105599906,Iris-virginica
+95,5.305570778716877,3.4842394777927326,1.6276034802019124,0.34726801938190244,Iris-setosa
+96,6.146513471711113,2.6066922302059354,4.451858052801488,1.2584898342021162,Iris-versicolor
+97,4.967872198136185,3.5869419921142236,1.5921369390549152,0.30147464299726456,Iris-setosa
+98,7.065756089791893,3.1036168628836647,5.857006322326773,1.9489976139576592,Iris-virginica
+99,6.572599217312891,3.3856320822134855,5.44506174896642,2.1547124210306676,Iris-virginica
+100,6.381735806671398,2.665267298858257,5.525627028622254,1.7041563172236085,Iris-virginica
+101,5.825915284357649,3.0753086084718047,5.269054558089905,1.9503504170174426,Iris-virginica
+102,4.300123952545306,3.159146262124163,1.3704132768325707,0.29677568873646676,Iris-setosa
+103,6.353040387148769,2.4557955276438728,5.334933269039773,1.5998815304906064,Iris-virginica
+104,6.403032323914226,3.331353231605269,4.594426476248275,1.4190423017921379,Iris-versicolor
+105,5.202335166547449,2.3763966866887385,3.623840396265516,1.3237180260714367,Iris-versicolor
+106,5.195749484959714,3.454360716594221,1.7223989095586552,0.26797137386046177,Iris-setosa
+107,6.5173616271087855,2.587447625792795,4.496836182020979,1.1427679264062152,Iris-versicolor
+108,4.38795263529063,2.9458414658731735,1.4677804361778115,0.21349581446317878,Iris-setosa
+109,6.396184760413949,2.957868204627127,5.365207058140422,2.073271495593556,Iris-virginica
+110,4.289901949618541,2.684347638134194,1.092516528187398,0.17674897807277878,Iris-setosa
+111,5.551315352097249,2.6472170572141662,3.9037497044089142,1.3886296115132086,Iris-versicolor
+112,6.97392035152075,2.9758980059320037,4.990227144007969,1.9908285108832162,Iris-virginica
+113,5.193208593323242,3.4569985064197484,1.2417032430014685,0.22864495591792863,Iris-setosa
+114,5.978668459774706,2.9514563226243133,3.885910393073054,1.4132240816827786,Iris-versicolor
+115,4.957363280348667,3.714728646247874,1.5586382872456164,0.12418627645511743,Iris-setosa
+116,6.533613929911949,3.079030817651068,5.675550189873081,2.083074314723182,Iris-virginica
+117,6.314768017107399,2.249558911875407,5.622128875593672,1.5294750115095248,Iris-virginica
+118,4.714998524243513,2.917111430623808,1.4804093618353042,0.27591370858729913,Iris-setosa
+119,5.150969979725587,2.879026493892233,3.9770695792144632,1.1204985100968123,Iris-versicolor
diff --git a/iris/tvae/3/10/test.csv b/iris/tvae/3/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/10/train.csv b/iris/tvae/3/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/10/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/10/val.csv b/iris/tvae/3/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/11/synth.csv b/iris/tvae/3/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..98916cc76a2c15b21a8980553bfe1778b5dc77c6
--- /dev/null
+++ b/iris/tvae/3/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2640298393176375,2.6266596640720112,4.5533999839303,1.4449700911593717,Iris-versicolor
+1,4.992152965010314,3.5689286707190258,1.632049636918961,0.29096312014910874,Iris-setosa
+2,5.8903144552635265,2.80904547289909,4.462247019862949,1.1826934180919229,Iris-versicolor
+3,4.271647128442034,3.3851830578041033,1.4034521748907882,0.33173879977139487,Iris-setosa
+4,5.136081801709063,3.530318176916657,1.3099082897259096,0.2203646680369115,Iris-setosa
+5,6.181259045129883,2.4662818463169724,4.629410953702567,1.4781882458416549,Iris-versicolor
+6,4.905174963460214,3.1870205457746477,1.3266714310089316,0.20550849919860506,Iris-setosa
+7,6.736849435379552,2.9291744883388793,5.4041781332989,1.9327808405237283,Iris-virginica
+8,4.956866770484226,3.3979815420995867,1.25264788644143,0.13100053345981985,Iris-setosa
+9,6.202474647050047,2.9798494276465313,4.725111813841821,1.4454236402943095,Iris-versicolor
+10,6.531745188608427,2.511277694289568,5.5333157799982775,1.9231186099652047,Iris-virginica
+11,6.433440181878749,3.06462250223674,5.26351125520222,1.9350124126572221,Iris-virginica
+12,6.378906215241889,2.81522060883199,4.5100624645417895,1.0348648254615695,Iris-versicolor
+13,5.621804222125357,2.720341005509332,4.820414499645709,1.48457693176878,Iris-versicolor
+14,6.167608884417935,3.1800173877172364,5.125333534998162,1.7261841805884608,Iris-versicolor
+15,4.965569003868658,3.543093736829829,1.3427115522724475,0.2547352258390799,Iris-setosa
+16,6.674208704827753,2.968679583214735,4.397672096104323,1.6218156017856376,Iris-versicolor
+17,4.7004985862036595,2.871752941275025,1.333587883313886,0.1370396979265429,Iris-setosa
+18,6.078825687984453,2.8884954575259196,4.300601585576132,1.362894966164493,Iris-versicolor
+19,6.040285573882578,3.178227917584974,4.964517605662573,1.5486237400412777,Iris-versicolor
+20,8.185323138256487,3.3715667201633437,6.726352132197297,2.51253136921385,Iris-virginica
+21,6.721763010692722,3.097740174476505,5.942850242235382,2.190907231361977,Iris-virginica
+22,7.173292679401084,3.1861753803138564,6.30244639723814,2.112015753803597,Iris-virginica
+23,5.251623114829962,3.0404752254725813,4.397293422177524,1.2326000269938557,Iris-versicolor
+24,6.302191446000391,2.522492425019558,4.654040747820372,1.4573033237589597,Iris-versicolor
+25,6.7449503767202215,2.848549373616498,5.615777216511323,1.6818285934493986,Iris-virginica
+26,6.428229127867504,3.230635960266242,4.796105543628933,1.6208550551743843,Iris-versicolor
+27,6.182263051156754,3.1033713840030455,4.558362462343515,1.4275089113353825,Iris-versicolor
+28,6.483970503818485,3.0708726398857333,4.83153545604893,1.5916447232321382,Iris-versicolor
+29,6.523297154133639,3.0766429550531225,5.870442168939645,1.8539836642576561,Iris-virginica
+30,6.584956278596909,3.219491399003336,5.814662060527593,2.3681783305222766,Iris-virginica
+31,5.24316127974576,3.539821759499309,1.530666159762563,0.24654512936211628,Iris-setosa
+32,6.4748345181238,3.112442762590495,4.397011190150462,1.3841507021882025,Iris-versicolor
+33,6.123687425640387,2.579695631777173,4.6858325020687674,1.7769404342937378,Iris-virginica
+34,5.3232119806800275,3.1151021424837655,4.878573962581646,1.457790406965575,Iris-versicolor
+35,6.648215670512501,3.199705756126597,5.513311535566112,2.1415776248181793,Iris-virginica
+36,4.297321082431906,2.723861003020738,1.1868246622762688,0.2629815819280696,Iris-setosa
+37,6.881315111428995,3.1029724456418073,4.503046690142494,1.4777516430774633,Iris-versicolor
+38,6.5912002477700335,2.7474323302434778,4.655557076314971,1.5869075012125782,Iris-versicolor
+39,5.130025619947165,3.0814034513022652,1.1725930388595576,0.21798028533033736,Iris-setosa
+40,6.221103786959012,2.9045570846261737,4.766805845198821,1.6803869949913863,Iris-versicolor
+41,5.5466259428141464,2.85376150165916,4.127696395349417,1.4060121432499237,Iris-versicolor
+42,4.983989248475109,3.068592753816412,1.245647059575151,0.20288031296262657,Iris-setosa
+43,4.925112380126037,3.315441639263066,1.478355064264711,0.15468751800680863,Iris-setosa
+44,4.814444630611229,3.1006336708990574,1.402751680755276,0.21405089317555806,Iris-setosa
+45,6.311683210347839,3.278209527691873,4.9618014508951305,1.4645899964734843,Iris-versicolor
+46,6.419821684588273,3.1945269451498857,4.8798934949239205,1.7011138969514177,Iris-versicolor
+47,6.574654974894871,3.4147757177320868,5.27453895968643,2.1621337551829245,Iris-virginica
+48,5.333652719467201,2.795146603520552,4.188076057287648,1.4110976998448566,Iris-versicolor
+49,5.815475413775752,3.057097477937582,5.174638930604767,1.5129561177044082,Iris-versicolor
+50,4.750401427710907,3.1117744508919385,1.3545035427785344,0.1355565129704463,Iris-setosa
+51,6.2982015035502865,3.08173161452876,5.1949735558157615,1.524441421752631,Iris-virginica
+52,7.605242295588173,2.9738965328613576,5.797549420910321,2.1181345887042196,Iris-virginica
+53,4.866193019565715,3.309547499731222,1.5337784196974253,0.21242063991877713,Iris-setosa
+54,6.482458897836925,2.937650449456465,5.366260293444129,1.9872308362587447,Iris-virginica
+55,4.266098103059475,3.7755214632303398,1.332974075015103,0.08740370272900716,Iris-setosa
+56,8.244570229127653,3.3931025186858284,5.999281388498789,2.118214784437411,Iris-virginica
+57,5.0655604503251626,3.2880092966515835,1.6050043389988429,-0.03745591302880058,Iris-setosa
+58,6.3617569155357145,3.032527637392238,4.391538837972068,1.7549641119774455,Iris-versicolor
+59,5.21256870319495,3.349549790393943,1.2867578619398257,0.19045998704782516,Iris-setosa
+60,5.055261016926622,3.7772688529489487,1.6873581795355221,0.2827175013548158,Iris-setosa
+61,6.929865421529542,3.2799579090268067,5.57401575715452,1.9275051301450086,Iris-virginica
+62,6.209243328920947,3.1557774028515957,4.656873203774676,1.3760019415407738,Iris-versicolor
+63,6.190693099521682,2.8249435620737797,4.968170378837171,1.8090375853104672,Iris-virginica
+64,7.300511303574741,3.279814789107383,5.350805526956486,2.268456546795847,Iris-virginica
+65,6.258825943448958,2.981841680627539,4.7045849206173225,1.4922883571863754,Iris-versicolor
+66,4.539714551570897,2.9932261456543396,1.3096429950298454,0.2855154882030179,Iris-setosa
+67,5.70659777842722,2.5049890862321034,4.925485038925911,1.5715956903428991,Iris-versicolor
+68,5.169481029305229,3.860680537750643,1.4768307027776169,0.2365480179358101,Iris-setosa
+69,5.121564803268705,2.5002382232204425,3.969815293407052,1.0809626937130863,Iris-versicolor
+70,4.8483268732621125,3.1294051144212256,1.3383775839970589,0.12053966518272399,Iris-setosa
+71,6.697303578756307,2.7023293268357147,5.2549146443976715,1.5562914136801986,Iris-virginica
+72,6.611499022803147,2.809219756902068,5.190456224475356,1.6724175544044917,Iris-virginica
+73,4.74924922703509,3.069163296680264,1.2121983061507038,0.0905989487913191,Iris-setosa
+74,6.6565701210474755,2.6420638156189598,4.776643341169192,1.5302077206871765,Iris-virginica
+75,6.522393806970447,3.0689388917551454,4.517469178209603,1.6152723998472713,Iris-virginica
+76,6.846256215538044,2.8992459868846483,5.307889778280204,1.964899018744455,Iris-virginica
+77,5.530778117213962,4.295717691253468,1.4744871392008545,0.3068829315421388,Iris-setosa
+78,6.094550222223716,2.6174007749871175,5.179084487143658,1.92080822159793,Iris-virginica
+79,5.4512111339710225,2.7052610490899123,5.747587210571121,1.4186703011277197,Iris-virginica
+80,6.483902556429519,3.420622795709791,4.927953431027776,1.2417170505063504,Iris-versicolor
+81,4.7285984796945355,3.6588282200695827,1.2597477250433509,0.26140827152691604,Iris-setosa
+82,6.237621177700682,2.729672602964558,4.881772758401172,1.7000095867693228,Iris-virginica
+83,5.4882460883306505,3.2974597444773543,1.2807650421485668,0.15746065591683228,Iris-setosa
+84,5.12602254437833,3.5174591406402427,1.4628559429852617,0.30834165101081557,Iris-setosa
+85,5.961552732027819,2.8010012942148177,4.439014855214845,1.4987831053743106,Iris-versicolor
+86,6.174346511862931,2.708964833363074,5.218448831289527,1.9017922464454253,Iris-virginica
+87,4.977399998644546,3.4424479825436993,1.4789761433351223,0.21716747172098433,Iris-setosa
+88,5.929068741180366,2.1001067762624244,4.591934720183118,1.3369000435639191,Iris-versicolor
+89,6.247400489943161,2.42078913770706,4.354663701841675,1.3641070022423003,Iris-versicolor
+90,4.787791615422509,3.3325807935302683,1.145545243807614,0.2285356713516763,Iris-setosa
+91,4.769267974746814,3.2680167232538437,1.2437052708913696,0.26867668217861906,Iris-setosa
+92,5.286522974928772,3.4998361241684783,1.3453617155512996,0.1874283497514205,Iris-setosa
+93,7.6276533101014445,3.2453362837057904,6.57382058441525,2.4060543588251937,Iris-virginica
+94,4.3104457402425185,2.6927039067509217,1.2617823853267058,0.04592194290679,Iris-setosa
+95,7.127461075935332,3.0805798577114034,6.2630522534581825,2.1666940881676866,Iris-virginica
+96,6.575161182666939,2.7958547160239724,4.84871141658462,1.840612760028149,Iris-virginica
+97,6.553957124151577,2.786477475372206,5.995086701033758,1.744940596141673,Iris-virginica
+98,6.900520811922564,2.799154998657401,5.413805990349569,1.971999172530099,Iris-virginica
+99,5.139018962529167,2.4648835453966993,4.403478684291676,1.0086790634101308,Iris-versicolor
+100,6.828848159661263,2.7401704841125794,5.154521458764057,1.6272211108259882,Iris-virginica
+101,5.263959312950487,2.9343099761923903,4.7945243620672615,1.238518901990664,Iris-versicolor
+102,5.152409193698658,3.3974702861698995,1.2604294411027401,0.3090581927499766,Iris-setosa
+103,4.371019003760546,2.8099458874869856,1.3497836343258143,0.23758193528605584,Iris-setosa
+104,5.04915522624952,3.2699340933349648,1.6017419597097127,0.10102162797970088,Iris-setosa
+105,5.235045057779997,3.662874629392098,1.2928877053509655,0.18171762410417502,Iris-setosa
+106,6.627200826739493,2.98732864451693,4.402842029639838,1.5597949499453954,Iris-versicolor
+107,5.27213427008,3.882580233778952,1.4814751321775415,0.44036091067845984,Iris-setosa
+108,6.979186838789669,2.971718642371049,4.964706553439675,1.6934213106491716,Iris-virginica
+109,6.04710068036432,2.3559550442045545,3.998981290637388,1.28366459241295,Iris-versicolor
+110,5.625978381001294,2.41520817691083,5.201062844263468,1.5238421283120471,Iris-versicolor
+111,6.267667199970685,3.0877527320988403,5.723734918887638,2.250918275216875,Iris-virginica
+112,5.083221404175996,3.646197089041416,1.6252057931289459,0.2261740605633552,Iris-setosa
+113,5.166839588755002,3.2304320492081313,4.611377801805747,1.2164568965805393,Iris-versicolor
+114,5.817450936328706,2.283899582786476,3.3528298250447133,1.0780609233252867,Iris-versicolor
+115,5.103254487977063,3.4786253440103887,1.4663759557795046,0.37935462160020145,Iris-setosa
+116,7.61520755905513,3.025739368239218,6.458930683406134,1.9989251096841207,Iris-virginica
+117,4.768098252496574,2.944200138253829,1.210535409481975,0.16719209628743698,Iris-setosa
+118,7.436296206109912,3.0444119622770107,5.917967860930931,1.7063768240810533,Iris-virginica
+119,6.334903615158518,2.5910242898659672,4.46372804441772,1.346128350689828,Iris-versicolor
diff --git a/iris/tvae/3/11/test.csv b/iris/tvae/3/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/11/train.csv b/iris/tvae/3/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/11/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/11/val.csv b/iris/tvae/3/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/12/synth.csv b/iris/tvae/3/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..99da677a44acadc769496a5ac4aaacf4d00a0e5c
--- /dev/null
+++ b/iris/tvae/3/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.204436450459041,3.150653957972154,4.634235879823019,1.382056323667165,Iris-versicolor
+1,5.97131381086097,3.194416269557607,4.241412254989486,1.6477457569156129,Iris-versicolor
+2,6.251022698725529,2.446270241716259,4.296526813380805,1.57726859276511,Iris-virginica
+3,5.5275796018686245,2.8548093568087993,4.492959988760532,1.1864761894361264,Iris-versicolor
+4,4.836747849907823,3.235992554422918,1.4673519322658752,0.17398579873990305,Iris-setosa
+5,4.720559175920805,3.9578634667319292,1.3349826567474892,0.3946454886606242,Iris-setosa
+6,6.3362185356256,2.907497440532592,4.92490024670073,1.5709050577285883,Iris-versicolor
+7,5.703157354688603,2.3380179608618565,3.914734858560106,1.0742487123208615,Iris-versicolor
+8,6.357421491226354,2.850124404177663,4.193484442639601,1.1843898806361846,Iris-versicolor
+9,7.2454507018337875,3.098032885806762,4.733408104023921,1.6916704784224095,Iris-virginica
+10,6.5131730723764365,2.817981353464408,5.765546872856109,2.0253747876416353,Iris-virginica
+11,4.772053798376889,3.13418555571846,1.307963262881466,0.15184953866590484,Iris-setosa
+12,6.954604301226031,3.347388329140669,4.3893532122161565,1.5699324898634566,Iris-versicolor
+13,5.873914515469886,3.133293102666435,4.308301270720703,1.3593267031481553,Iris-versicolor
+14,7.0008259437946885,3.2305599986555196,4.422164530952118,1.7100774347419403,Iris-versicolor
+15,6.200421361513296,2.656275352675351,4.398299545093901,1.3972186322199975,Iris-virginica
+16,6.599465354816308,3.360152003482432,4.356280650073024,1.207545199788518,Iris-versicolor
+17,4.958913105242131,2.9953406779680365,1.2291389983318224,0.10218726600713507,Iris-setosa
+18,6.311764483924685,2.851780639651022,5.102181885036534,1.5704122865893249,Iris-virginica
+19,7.045047715171307,3.0916591731327996,5.070848593206558,1.9885372672155812,Iris-virginica
+20,6.507171023112972,2.979817589447788,5.290663379222322,1.7048671242990927,Iris-virginica
+21,4.362017625798777,2.570628002332104,1.1725510801665155,0.0966781698384575,Iris-setosa
+22,7.089920547129938,2.714715557745955,5.460420562211395,2.0655298489379055,Iris-virginica
+23,5.271327924314984,3.3993140305175515,1.3576612141660562,0.09988449248368486,Iris-setosa
+24,5.621646707818291,2.7373594420959972,3.9366131109215265,1.3658992814017459,Iris-versicolor
+25,6.278553395592264,3.1200577377190126,4.071942694785604,0.44956631918608225,Iris-versicolor
+26,4.551109235939468,3.1870253685938144,1.501245684602517,0.19790171590736802,Iris-setosa
+27,6.050538751344334,3.158263626258617,4.418767511239651,1.477773351398504,Iris-versicolor
+28,5.492730206707363,2.668510631750324,3.728206242051753,1.3764149962986776,Iris-versicolor
+29,4.803598948446363,3.2720815145192828,1.3042615024996431,0.15901042173698574,Iris-setosa
+30,5.219245421153525,3.2840875809615,1.582823304735682,0.20824363154552386,Iris-setosa
+31,6.606786759350272,2.8773870451174033,5.312525497068264,1.6284438391804454,Iris-virginica
+32,6.045128662493336,2.4164353615356893,4.391865840610302,1.573631346424582,Iris-virginica
+33,4.423681774588189,3.0913610292603266,1.4681034913804583,0.22414730064325045,Iris-setosa
+34,6.295203577115195,2.7988999758916964,5.573129248619424,1.7844508445698755,Iris-virginica
+35,4.751122586387989,3.0470807368837023,1.519406381801032,0.2977084293343746,Iris-setosa
+36,5.833850239886961,2.7150833184361858,4.256011809126454,1.3839753657687586,Iris-versicolor
+37,6.406004588753772,2.7748215790594073,5.617133368652454,1.8591521224551775,Iris-virginica
+38,6.600032979141124,3.0209707618726434,4.822137887565746,1.6083935366125541,Iris-versicolor
+39,4.770507216370404,3.248667453735095,1.3950091097678265,0.1948951502476574,Iris-setosa
+40,5.054605424103542,3.395699084677319,1.4100361911973713,0.24883196085576617,Iris-setosa
+41,4.903963645310164,2.7491171619541537,1.5261384989687021,0.21982062252991466,Iris-setosa
+42,5.421160099209606,3.457213572916297,1.4128631188460232,0.2742187777974734,Iris-setosa
+43,6.876966722833788,2.6560126711898118,5.690124468816635,1.8004929290219376,Iris-virginica
+44,6.138521117813223,2.6181853106362105,4.553242540425569,1.5116939102451603,Iris-virginica
+45,6.187065736988795,3.005880928253509,4.847445178120512,1.6104047564738388,Iris-virginica
+46,4.956657280487137,3.1882894705839964,1.1845413435119088,0.3144664274046291,Iris-setosa
+47,7.8222426949277395,2.949712102876879,6.213520783437829,2.183901954974373,Iris-virginica
+48,5.430938063552516,2.7703015050085074,4.137297735358491,1.4791853008556777,Iris-versicolor
+49,6.667344300897275,2.8991786139944464,4.873961229278052,1.6959461089901915,Iris-virginica
+50,5.320185228734406,3.1042723358134214,4.445420580470552,1.820230440126274,Iris-versicolor
+51,6.18141470089513,3.114979588098815,4.7743855530165655,1.8131356660762323,Iris-virginica
+52,6.056856137621127,2.9784024110690512,4.976466092687903,1.6510618635351384,Iris-versicolor
+53,5.315752171246482,3.9183873667166367,1.3944156570067174,0.2702187502587549,Iris-setosa
+54,7.311961016799589,2.9905199232669997,6.195440047724032,1.92815249540365,Iris-virginica
+55,6.061426431304973,2.84888324655643,4.413661560039673,1.474691181621893,Iris-versicolor
+56,6.673577812731678,3.204477799503592,5.421219610065913,2.2453231747865683,Iris-virginica
+57,4.522687759843717,2.3925103358148387,0.9782004455598083,0.10875789578456044,Iris-setosa
+58,4.98715190091283,1.895721714372452,3.9400662754816906,0.9093631567763615,Iris-versicolor
+59,7.540574367463693,2.573495933278807,5.888755060455673,1.631564114061123,Iris-virginica
+60,5.529719526037751,3.516142441609868,1.542903592263406,0.16327809746993766,Iris-setosa
+61,7.723001407818597,2.9939523426506653,6.760232083961018,2.1137695209671423,Iris-virginica
+62,6.890675322714271,3.0739225454675374,5.537613178272503,2.1528278708150705,Iris-virginica
+63,6.756941772326307,2.901683266270272,5.576847847985272,1.751188883355965,Iris-virginica
+64,4.923106929698609,3.2740611535542112,1.6401591415435255,0.23562150516160854,Iris-setosa
+65,6.359968694493426,2.64162552540061,4.90846539599028,1.3060150695159143,Iris-versicolor
+66,6.122206460871176,2.886602367248943,4.519218552793248,1.2073112743065821,Iris-versicolor
+67,6.666100312948777,2.789288588564199,4.627089406012888,1.3309994623482626,Iris-versicolor
+68,6.795418012938615,3.278365734225809,6.0946503896375415,2.014550632726378,Iris-virginica
+69,3.9996117795792316,2.6391716958621894,1.3029003090008078,0.2084950802119258,Iris-setosa
+70,6.129469386571008,2.9494747553015754,4.627699100043541,1.563376758067609,Iris-versicolor
+71,6.438104983559746,2.888690041421797,4.992164873196473,2.0734724966944995,Iris-virginica
+72,5.174952011586731,3.307807769096532,1.3714300805642214,0.10846177990953246,Iris-setosa
+73,4.980482459994366,3.608142125657049,1.4992163073064662,0.40831983687396944,Iris-setosa
+74,5.4441340476518,3.5837286270201756,1.5494643078153796,0.3489210231501685,Iris-setosa
+75,6.730161161489502,2.573425381373486,4.064432999601334,1.3234735424929973,Iris-versicolor
+76,4.7704631128243715,3.151712587581648,1.5915962809008866,0.245197072056679,Iris-setosa
+77,6.0722019732412855,2.9900635098831643,4.554415810892874,1.3758764092482485,Iris-versicolor
+78,3.893774794808831,3.0171099934614953,1.3783591888663824,0.20868410569989854,Iris-setosa
+79,7.111547305103521,2.6857516015140863,5.559263128244122,1.6081469810366498,Iris-virginica
+80,5.112237232841289,3.435411316252303,4.55705084981781,1.5642996936873808,Iris-versicolor
+81,6.181524925601726,2.5095856196718405,5.379153343953585,1.542393920802329,Iris-virginica
+82,6.041111274792748,2.681045028651884,4.5143151761713405,1.443269083850329,Iris-versicolor
+83,5.236426292151117,3.4169387464985244,1.6226355751502135,0.24716760794335307,Iris-setosa
+84,4.879229033438416,3.117517158723682,1.7102388390312662,0.18767283944515,Iris-setosa
+85,5.724816488370154,2.5078119769182963,4.113837646596294,1.5100401606877847,Iris-versicolor
+86,4.646369614734916,3.0450880687673423,1.4218984593135833,0.17748757765562742,Iris-setosa
+87,6.106572488888528,2.943144025948155,4.267529506442936,1.2042485185319838,Iris-versicolor
+88,4.762375781581601,3.3279530182159656,1.3050329632912143,0.2063223771346722,Iris-setosa
+89,7.082982004273525,2.9481421036351865,6.148251713403167,2.1765812542163046,Iris-virginica
+90,5.270638783944007,2.964570008905375,3.840474778212287,1.29138437536181,Iris-versicolor
+91,7.083345878495101,3.1022495522379283,5.714223677849717,1.8831295891601307,Iris-virginica
+92,6.210357450688321,3.1644452442704774,5.174651435944571,1.913758675432361,Iris-virginica
+93,4.654247024275592,2.9996232040948487,1.316778173109634,0.25945829361825534,Iris-setosa
+94,6.88717061735821,2.6319683144485277,5.775836842519767,1.827271661299945,Iris-virginica
+95,4.637882908961713,3.3731067554817935,1.5139841728161152,0.26950744904067303,Iris-setosa
+96,5.144825259193133,3.4245871686930673,1.5491332749751507,0.1786414793300334,Iris-setosa
+97,6.177366379811264,3.251727362445615,4.744274928911094,1.5434585390470714,Iris-versicolor
+98,5.918247619670283,2.503633663581331,4.82276498145111,1.2689916451179037,Iris-versicolor
+99,8.038056673024768,3.039417582171401,6.732278000807333,2.3579704586562618,Iris-virginica
+100,6.148414633637211,2.8591434555726964,4.4460182662993715,1.087458463246242,Iris-versicolor
+101,4.434772741511767,3.3274127448094526,1.444458553170393,0.11179034668306992,Iris-setosa
+102,6.759753822199557,2.8801760448719183,4.604367312847217,1.3702974792793459,Iris-versicolor
+103,4.761884952352814,3.278246503481906,1.4466789293758915,0.24566130834425093,Iris-setosa
+104,6.067717486267955,2.937789157080734,4.816589287018706,1.3616966000128403,Iris-virginica
+105,6.204635591380515,2.9930892685544053,5.526448696627907,1.9050507765206368,Iris-virginica
+106,6.6856035000029195,3.0590080734244665,5.7938913383524415,2.371816211605889,Iris-virginica
+107,5.788271678010117,2.852864001472019,4.496423792471201,1.2219627663967807,Iris-versicolor
+108,4.928614861287384,2.5225075363233875,1.3780264572660452,0.04281847143955145,Iris-setosa
+109,5.109240586374877,3.7863021220835433,1.6333375412037265,0.37858234802227336,Iris-setosa
+110,7.3860942840279895,2.4890000432625197,5.79542251151382,1.8245276630206482,Iris-virginica
+111,6.108058352463157,2.774304366235297,4.869781758188719,1.8010336991225855,Iris-virginica
+112,7.0331530136623055,3.1639286393444137,5.707604728624961,2.0752117588345818,Iris-virginica
+113,6.712047008411006,3.193743472552388,4.72085710710089,1.5205058904166595,Iris-versicolor
+114,6.537777472187964,2.9389339515550645,5.088755944381189,1.6581500815396009,Iris-virginica
+115,5.314346595395551,3.34351438393693,3.992816836061876,1.36705132234734,Iris-versicolor
+116,5.382474658609899,2.5205529594545846,4.059260847078269,1.0398501936131463,Iris-versicolor
+117,8.471053336356773,3.865069704149686,6.93382382088053,2.042145099483588,Iris-virginica
+118,4.458676163601402,3.292426243546207,1.3291571319214222,0.1963218434533677,Iris-setosa
+119,5.796186607655224,2.8489373288660147,4.2992117536311145,1.4109862823628534,Iris-versicolor
diff --git a/iris/tvae/3/12/test.csv b/iris/tvae/3/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/12/train.csv b/iris/tvae/3/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/12/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/12/val.csv b/iris/tvae/3/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/13/synth.csv b/iris/tvae/3/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d691253db183bea4e303b6ee6ee686a5dc1eeb9b
--- /dev/null
+++ b/iris/tvae/3/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.142818555447942,2.6046447550515097,4.104096231504805,1.0347191351724627,Iris-versicolor
+1,4.9030918936147865,3.4350991919830043,1.2400297452151605,0.19661677746379036,Iris-setosa
+2,7.067675624112814,2.7654833236436502,5.827605304878213,2.0087931102075323,Iris-virginica
+3,5.025687851916096,3.3943836376927745,1.4708181489380472,0.2895721808874733,Iris-setosa
+4,6.707899357483164,3.0054490254761554,4.743131942475039,1.504145431331405,Iris-versicolor
+5,4.978403215105605,2.838163195195007,4.064237899037122,1.408729787092114,Iris-versicolor
+6,7.502297657939184,2.878209279064645,6.224410642247532,2.014155749305241,Iris-virginica
+7,5.413490634696595,3.4306512790247194,1.4963459386818108,0.19152737041466555,Iris-setosa
+8,5.225959496399692,3.8655035391265233,1.396139071573879,0.2676579565114061,Iris-setosa
+9,5.197048111476099,2.2794953810632226,4.475449790576432,1.3267350084907474,Iris-versicolor
+10,6.560050337511269,2.952682088550674,4.535205957326128,1.38385517594582,Iris-versicolor
+11,6.505291480843015,3.132613752757197,4.461342833312211,1.7955085730917133,Iris-versicolor
+12,6.770015048152969,3.187704209845978,5.338917758387715,2.135207760436674,Iris-virginica
+13,4.442238263756837,3.2949670857979907,1.3823229300656028,0.20602202959148636,Iris-setosa
+14,7.910405938036872,2.773736182462848,6.576698880660796,1.9322060026713603,Iris-virginica
+15,4.4442930247689265,3.2670432128660956,1.4274266690871742,0.20055914674868772,Iris-setosa
+16,4.795184186277655,2.244300551542186,3.355823422068797,0.7022614500252987,Iris-versicolor
+17,5.403056263543891,2.6650411105865253,4.484222680024381,1.3227737227768144,Iris-versicolor
+18,6.25279345770421,2.5570326716768226,5.084282525021112,1.8220758680292202,Iris-virginica
+19,6.543960486926133,3.06161972491555,5.394625012626955,1.9855828548874144,Iris-virginica
+20,4.903488818084141,3.9302290056455913,1.4393196801676402,0.30862496309058673,Iris-setosa
+21,5.249524450654225,3.5873555554718535,1.7433294461440834,0.28275706243176435,Iris-setosa
+22,6.551872197671411,3.1281038964368792,5.2549676019679445,2.0761689502804517,Iris-virginica
+23,5.760344822372734,2.7497368147786148,4.063445857240215,1.2997419272224175,Iris-versicolor
+24,6.436955036364302,2.2940586862342314,5.749868408126454,1.6967132729999768,Iris-virginica
+25,6.031970481135343,2.679402585974807,4.0455478455208125,1.3695797136990953,Iris-versicolor
+26,4.655991353338898,3.3988957321650615,1.2988628277611487,0.11240936414308594,Iris-setosa
+27,5.472730575007231,3.630365986534481,1.4554158116575624,0.25805907074770557,Iris-setosa
+28,6.807577213479334,3.0474995341664295,4.893315413915485,1.9944064598739106,Iris-virginica
+29,6.638529548811436,3.1244174673596747,5.930141597623887,1.767418698933264,Iris-virginica
+30,6.746445845813607,2.919864838054633,5.51259349361837,1.8448886532579243,Iris-virginica
+31,7.120137780411261,2.971411007726372,4.827201368251807,2.144924967666457,Iris-virginica
+32,6.947403933527541,3.1323139738040453,6.132274377009351,2.042290880614891,Iris-virginica
+33,7.124448253328411,2.643979247005278,6.384003717589945,1.8211407184670356,Iris-virginica
+34,4.798316540237348,3.0049356781365857,1.067714918505594,0.2994969877096775,Iris-setosa
+35,5.010751555416939,3.526368685573578,1.6022603345188482,0.19704091691535414,Iris-setosa
+36,4.841916263425895,3.542143118002124,1.5149883988182993,0.22092455353723353,Iris-setosa
+37,4.339008509101715,2.679230656587163,1.3892576057653596,0.26046202954969866,Iris-setosa
+38,7.146457077369282,2.973544693145227,6.325483833457709,2.11704029088088,Iris-virginica
+39,7.143977262518255,3.10271706804486,5.71863605672009,1.8451787630833418,Iris-virginica
+40,6.935790196695348,3.377074299798431,5.754282595983192,2.1892691551257792,Iris-virginica
+41,5.606898812134633,2.719117073303565,4.4590439669159325,1.4558397668559875,Iris-versicolor
+42,6.226983923581388,2.982208014628053,4.507974465191614,1.6204193343016662,Iris-versicolor
+43,4.892226693231077,2.673584883107556,4.25040053108374,1.4040750576413852,Iris-versicolor
+44,6.61232783460119,2.919662418989657,3.7357648823635516,1.198801588119075,Iris-versicolor
+45,5.862684973653039,2.961590128110979,4.158650509492674,1.4373107575283153,Iris-versicolor
+46,6.3584622927983165,3.0293758160421342,5.275620458922857,1.2658708299020491,Iris-versicolor
+47,6.4159313840375605,3.0274802411008177,4.598983564158375,1.4340512283756353,Iris-versicolor
+48,5.3649404483185,3.521603366374218,1.3664707487720538,0.410443001416262,Iris-setosa
+49,5.402028764833398,3.4485712270961764,1.4664154819119253,0.39307852482433037,Iris-setosa
+50,6.926656778833294,2.9115845221354197,5.489907479050364,1.9530643772549663,Iris-virginica
+51,7.068337966424996,2.9316686409628323,6.2830790704607935,1.6867313784122677,Iris-virginica
+52,6.023938462456685,2.5581792552263645,4.461539171354389,1.4494504040618508,Iris-versicolor
+53,6.997604176315197,3.1440951024080377,5.692966822772362,1.9216201182268524,Iris-virginica
+54,6.973450734720782,3.3465152421266424,4.508512176824165,1.4696943788967745,Iris-versicolor
+55,5.060737653687273,2.827734691747017,1.4524540841680953,0.2756597769189399,Iris-setosa
+56,4.183968056477565,3.1962536428392414,1.1963902249891176,0.033625187902085546,Iris-setosa
+57,5.145529864141294,3.2687510034604226,1.2869052122464109,0.3371909121363983,Iris-setosa
+58,5.365075060652225,3.5600394836039886,1.558581008984657,0.41681380898628095,Iris-setosa
+59,4.859591007589141,3.1774499674146615,1.430975649246591,1.5396785000055515,Iris-versicolor
+60,5.330615671943113,3.39554209415021,4.541412577420231,1.5782106801168165,Iris-versicolor
+61,4.621639998121443,3.3575645295851064,1.668155270204587,0.28404334252707114,Iris-setosa
+62,5.7527491785689,2.401874012534225,5.320479396826659,1.7351246874568371,Iris-virginica
+63,5.016370187692714,2.960001891133979,4.6362190381262165,1.4499150939078076,Iris-versicolor
+64,5.225559602536184,3.4627902766376413,1.4357758771685118,0.13604278728704514,Iris-setosa
+65,4.9306098204637365,3.2037033628768796,1.5314716773994188,0.2554327690390171,Iris-setosa
+66,5.113787789020873,3.579247859477777,1.352396359697209,0.22815300070148475,Iris-setosa
+67,4.545325860633224,2.6449735477200367,1.1757024279412953,0.19066599079065943,Iris-setosa
+68,6.7729861906369075,2.6274845514746197,5.485573748402491,1.7835451135627491,Iris-virginica
+69,4.639598639472543,2.526751463449592,1.4394540539082417,0.19440177470651326,Iris-setosa
+70,6.527065011986053,3.233332959946573,4.660522697823903,1.565799837553227,Iris-versicolor
+71,6.471310257874042,3.199447789857877,4.838597299294067,1.9611245776798785,Iris-versicolor
+72,5.120019953768049,3.5531901391500043,1.5506278610573314,0.11271140537144983,Iris-setosa
+73,6.452160094578295,2.725736666093166,5.593619382784245,1.6138154521932488,Iris-virginica
+74,5.593809205285668,2.386011793656404,4.239341431529709,1.0901264046779027,Iris-versicolor
+75,4.730320975820835,2.9556196993616437,1.196520891590788,0.22710243598050825,Iris-setosa
+76,6.077252131197802,2.774738825604181,4.825538451691399,1.4187248491702318,Iris-virginica
+77,4.8929872318103005,3.2963820604271605,1.4190426758816133,0.1708366459438599,Iris-setosa
+78,6.115882316353317,2.717070064507453,4.450218949793286,1.5320922296442732,Iris-versicolor
+79,4.2544354963807764,3.1899809605761558,1.2527932267623334,0.18214795744620654,Iris-setosa
+80,6.801498397946987,3.0032432202926533,5.71507293759138,1.7020237235614553,Iris-virginica
+81,4.5301916038523595,2.659259536277143,1.2608219960065075,0.180669939456076,Iris-setosa
+82,5.963713504643206,2.944263188813942,4.6894018230237515,1.4535744745975314,Iris-versicolor
+83,6.200250126131997,2.9220673418259353,4.377275222482122,1.1519406943626116,Iris-versicolor
+84,5.057967983984275,2.8641385920254607,1.389001795440791,0.11237836066671555,Iris-setosa
+85,4.725262635276466,3.6781770426308373,1.5484146133991892,0.24986244767393986,Iris-setosa
+86,5.339830886783183,3.1560044581190323,3.6433026754051405,0.8737822068110921,Iris-versicolor
+87,6.590381431030646,2.7356499831152536,5.341380798699493,1.8782409038354588,Iris-virginica
+88,6.538079566008153,2.6898285642816697,4.94398785978638,1.6899382132220284,Iris-virginica
+89,5.036292764571354,3.1039033636905202,1.2391101833327798,1.0501649318434083,Iris-versicolor
+90,6.400974525017961,3.39944575414922,5.727949274592447,2.3945965202633976,Iris-virginica
+91,4.848153616517135,2.8361223188159306,1.260290962671799,0.21333822762625465,Iris-setosa
+92,7.456654297036868,2.4026688828245,6.107943728529151,1.812496054118414,Iris-virginica
+93,6.421667055931019,2.427822978240307,5.0311115902401555,1.3327875039680432,Iris-virginica
+94,6.401466030707762,2.392043282952134,4.738715590446236,1.3235203129135586,Iris-versicolor
+95,6.024543336430278,2.9068386414438163,4.5774452479327605,1.708693583611284,Iris-virginica
+96,6.724901091207964,3.087914125881407,5.61719804118063,2.0458378327774183,Iris-virginica
+97,6.960277477579581,3.1427897548232795,6.144025191971574,1.9219621577107846,Iris-virginica
+98,6.475815161466222,2.8802358621436785,5.6113206077271744,1.8256991818578625,Iris-virginica
+99,5.062391837387352,3.4076106162783093,1.379010486634125,0.2665119172426596,Iris-setosa
+100,4.091577043301098,2.004316469033778,1.1085687724828213,0.149457924293255,Iris-setosa
+101,6.038343559953012,2.681468993340454,4.484930584461546,1.4776523292376964,Iris-versicolor
+102,5.939675859807115,3.2084286584471875,4.540486749409817,1.5788837984607658,Iris-versicolor
+103,6.499779449526536,2.5378716042492213,5.331616094919899,1.7775688130567584,Iris-virginica
+104,4.457464709503845,2.600386676518937,1.024239640674577,0.26164188473085787,Iris-setosa
+105,6.1638027249755805,2.38795866132368,4.513526602666562,1.1170883444100483,Iris-versicolor
+106,5.222607385671642,3.5409914390906136,1.4795554240509068,0.23915769483564278,Iris-setosa
+107,6.511519876825252,2.6325841364058014,4.927200869393618,1.4747411838098776,Iris-versicolor
+108,4.773233427763656,3.5144134097576925,1.3387786672813224,0.3241979648565083,Iris-setosa
+109,7.397882440427528,3.239589488031948,6.2610235649857495,2.1107532114444316,Iris-virginica
+110,5.2086364771667055,3.6529369630186688,1.3990752872013825,0.26121192810763105,Iris-setosa
+111,5.955646842269082,3.028778703813634,5.030927010116835,1.8534257709205146,Iris-virginica
+112,6.720187110014705,3.0442409857308266,5.283953813624654,2.0749390340063947,Iris-virginica
+113,4.990991274116688,2.890005535318221,1.427902649386759,0.14946030043199035,Iris-setosa
+114,6.623614033714674,2.7674776498307017,4.97153757118057,1.8232441602581126,Iris-virginica
+115,4.526177846649364,2.9821136036494376,1.5844566587711364,0.2441079398358564,Iris-setosa
+116,5.40423572392262,3.0079158481781896,4.563072155986515,1.3323087948579335,Iris-versicolor
+117,6.757467546116189,3.0445262429784687,5.73046256814363,1.926128071868376,Iris-virginica
+118,5.469803743976412,3.2221953281464484,4.358553318514521,0.2684418066161998,Iris-versicolor
+119,6.758474284113571,3.323048751252278,5.1243964449030095,2.3862931470228284,Iris-virginica
diff --git a/iris/tvae/3/13/test.csv b/iris/tvae/3/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/13/train.csv b/iris/tvae/3/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/13/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/13/val.csv b/iris/tvae/3/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/14/synth.csv b/iris/tvae/3/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..765c54accc92ed433556ac007c0acddaa7fb7c84
--- /dev/null
+++ b/iris/tvae/3/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.602251672234783,2.8451667123789504,4.704190021437109,1.69030005738242,Iris-versicolor
+1,4.651945986543436,3.0829550590479586,1.4128088056484758,0.2392609308165923,Iris-setosa
+2,4.812704232049366,2.789290765688862,1.1937665226039886,0.1308971892096623,Iris-setosa
+3,7.087872153539612,2.5164361643105937,5.79095088596908,1.8711441965456805,Iris-virginica
+4,6.190015351732067,2.8307533270998797,5.744391207860795,1.838350529532343,Iris-virginica
+5,6.498823237814436,2.945511967435726,4.557241289107727,1.1156527344616134,Iris-versicolor
+6,6.240472594234282,3.3370682540851875,4.742788547245019,1.411084904315369,Iris-versicolor
+7,6.065294437622073,2.9360060803573274,4.396856775350899,1.4164328558017638,Iris-versicolor
+8,4.668549164901026,3.115190995631393,1.1898415298595018,0.1503302022035439,Iris-setosa
+9,6.34989483141983,2.618440339700233,4.095875303775118,1.3628440212610027,Iris-versicolor
+10,5.97657124001136,2.593283080898373,4.1092512307557305,1.3969947873119815,Iris-versicolor
+11,6.660953628037859,3.060424761884586,4.914482696223121,1.4635140450192226,Iris-versicolor
+12,5.648002502653121,2.7801166449926566,4.317873343662956,1.2256562144829208,Iris-versicolor
+13,7.727107061627232,3.3602112196825784,6.723869139934912,2.366868123793036,Iris-virginica
+14,6.220443811803645,2.5902330550402133,4.757747358585924,1.363235487728243,Iris-versicolor
+15,6.58335322742693,3.087674877385425,4.303548563708226,1.4187727631402498,Iris-versicolor
+16,7.635429000984124,3.8985685100811827,6.010535295287927,2.409670773642944,Iris-virginica
+17,6.74156949414973,3.063765718186224,4.572887694233465,1.3948461867583637,Iris-versicolor
+18,4.866244635013215,3.7936378062271614,1.5639767568833376,0.3735112294482661,Iris-setosa
+19,6.8841632885508455,3.782460554169492,5.868739148643124,2.23246150034223,Iris-virginica
+20,5.022141835901161,3.7227536599080278,1.5041831150363691,0.23338147020260613,Iris-setosa
+21,4.51221561671034,3.543234812835155,1.3322673144239465,0.06336705753876917,Iris-setosa
+22,6.64563439472037,3.004233271865434,4.665564745965554,1.300459630965415,Iris-versicolor
+23,5.287986896109951,3.1862087935303087,1.5742956826764973,0.09596196363624343,Iris-setosa
+24,4.708384088317207,2.8398761713121705,1.2389901903358116,0.21214505563698163,Iris-setosa
+25,6.15433156304633,2.8912680875395687,4.717750650371341,1.7824013794878826,Iris-virginica
+26,4.879789569000371,3.091909505277401,1.2096895086223043,0.35616096149033766,Iris-setosa
+27,4.485575230889085,3.3339278943050927,1.6196746046946653,0.2593514694742788,Iris-setosa
+28,6.65726801906683,3.0425656073697995,5.540603691407195,2.1658087117079123,Iris-virginica
+29,5.367385132254817,2.891867609069751,3.76996259911186,1.1867683154946334,Iris-versicolor
+30,6.156976749286115,3.1580423863204112,5.58046134468984,1.9453039020687595,Iris-virginica
+31,6.428805369303904,3.0591427335190744,4.548870109745251,1.552241297014913,Iris-versicolor
+32,5.0486425853748225,3.3455989252101244,1.488154318913662,0.24971586508052962,Iris-setosa
+33,4.559420320315273,2.3300617704584874,4.126184219690186,1.2027629636736914,Iris-versicolor
+34,4.609185691258316,3.0026365826568515,1.3301763773004565,0.12908764842211115,Iris-setosa
+35,4.241407650709137,3.051840166520325,1.1681042083521005,0.23730115374382804,Iris-setosa
+36,4.374963432465895,3.4006756096315773,1.3764656654651328,0.24894175647820743,Iris-setosa
+37,5.905769337887237,3.0599406220526526,4.793775333048823,1.5484916629494963,Iris-versicolor
+38,4.997256920524323,3.037213257866975,1.4646062505717365,0.17957656961600305,Iris-setosa
+39,4.587757189702678,2.6907711647713963,1.1563842048632762,0.13150597343512785,Iris-setosa
+40,6.609460306104373,2.9403459085284505,4.523599641504751,1.5653881172365134,Iris-versicolor
+41,4.707176635297888,2.525141765143514,3.655090257744929,1.3050907705613588,Iris-versicolor
+42,6.94000523068107,3.0177076265305236,5.020609063102379,1.8963827938461126,Iris-virginica
+43,5.933209781626318,2.9961940898948387,4.117157300209232,1.3706945309536702,Iris-versicolor
+44,6.427996075094672,2.538873790465479,4.566188912155581,1.4603083650523492,Iris-versicolor
+45,6.5363791702654614,3.236558684531886,5.346397064312378,2.672274328145437,Iris-virginica
+46,6.9257031043082025,3.07311244091716,4.9880784508711695,2.1148922316008285,Iris-virginica
+47,5.717674938992762,3.434246205521476,4.4207490785530545,0.2613675915346189,Iris-versicolor
+48,4.318188800490299,2.8894199112044223,1.6377341384807136,0.13318886649390704,Iris-setosa
+49,4.4005502994682315,3.0238904586679647,1.3997623008073623,0.3632694537225853,Iris-setosa
+50,4.866662680969577,3.1446700828462006,4.510384954669056,1.5357471355309849,Iris-versicolor
+51,5.132509751853206,3.3568160476793474,1.7765892006469628,0.173580594876555,Iris-versicolor
+52,7.450871482283823,2.8797926081735845,6.302555806462801,1.941114991376939,Iris-virginica
+53,7.790546280608772,3.0674935674052226,6.447072062038555,2.125404404212502,Iris-virginica
+54,6.490451788390718,2.74613840540802,5.861673696000966,1.9579743919586998,Iris-virginica
+55,4.480250079435364,2.8972551990877626,1.1537967846195571,0.1502631239446589,Iris-setosa
+56,6.980617232145783,2.658920794355258,4.301631887342303,1.503430886268682,Iris-versicolor
+57,4.831460321205057,3.8260241788826663,1.570592135629675,0.2348357502070381,Iris-setosa
+58,6.162116681484324,2.8169150872178164,5.473449082424465,1.7093972119284113,Iris-virginica
+59,6.588412088088849,2.983874094762706,4.889162345199406,1.8855114741137717,Iris-virginica
+60,6.262609543023122,3.1375895362222965,5.076418859500205,1.7448784257135923,Iris-versicolor
+61,6.364179094486389,2.3880505353014136,5.65877721006499,1.7989718962448165,Iris-virginica
+62,5.757824699178162,1.9763193098033955,3.750930969953557,1.155346555374744,Iris-versicolor
+63,4.334572635034714,2.9694061874640982,1.4605446253914172,0.13131783865819585,Iris-setosa
+64,6.590244054642991,3.126693433365341,4.711046842789726,1.470306642228877,Iris-versicolor
+65,7.0030574268490176,2.5314561434977034,5.739697661998765,1.6178765081526583,Iris-virginica
+66,7.311593990205877,2.796957681342572,6.087837226636863,2.1215193143246545,Iris-virginica
+67,4.38928201660282,3.5271566178207845,1.3645781745631025,0.13726797614284816,Iris-setosa
+68,6.191776446039111,2.7261926841142925,4.133734032541206,1.2856382058472815,Iris-versicolor
+69,5.423156735658191,3.0514411222492717,4.239612957994617,1.4184596281946948,Iris-versicolor
+70,4.237762865003689,2.7036221406085157,1.4716753906767348,0.1525216788521384,Iris-setosa
+71,6.923640749613618,2.7086768691995746,4.8513080407204745,1.5891444797279826,Iris-versicolor
+72,7.262803968671464,3.266063456767365,5.900392149241564,1.923601464462769,Iris-virginica
+73,5.009250859274392,2.60587328453611,3.9339827271901857,1.1496522588151428,Iris-versicolor
+74,4.805836386760825,3.1334544903686257,1.592867338925243,0.2035098762621615,Iris-setosa
+75,6.114157289989962,2.6853093700812587,4.186796572506966,1.1966536418145353,Iris-versicolor
+76,6.183725429826467,2.238923587199676,4.814226691862629,1.4627923008458488,Iris-versicolor
+77,6.44138526077193,3.211084503081298,4.712590826032819,1.129231568957877,Iris-versicolor
+78,5.17728894841904,3.494968023577757,1.564873579993293,0.2539727861127361,Iris-setosa
+79,6.259731185266052,2.919860098254375,5.360759890288232,1.8435440607144264,Iris-virginica
+80,5.5836433156015,2.627522733116134,3.7468350276034927,1.042979777530558,Iris-versicolor
+81,6.12350340921525,2.782463155146946,4.686428548566049,1.5990031453531999,Iris-virginica
+82,6.043578527216375,2.3449092293000864,3.6251298401428826,1.1543422879452008,Iris-versicolor
+83,6.860456914336015,2.6319632397941435,5.842998780673382,1.7817699228528456,Iris-virginica
+84,4.731002769944449,3.5950386275830426,1.5008719789155296,0.3789009096051541,Iris-setosa
+85,4.651177101965479,3.443131110112029,1.5375498500558433,0.31148908007874543,Iris-setosa
+86,7.769215634745871,3.1758543856260295,6.218544789972274,1.982397615171355,Iris-virginica
+87,7.607419581324585,3.0355937724019215,5.812943635167103,1.8215274260198477,Iris-virginica
+88,6.366601628469994,3.2117478646903037,5.106151888475258,1.9381562800002348,Iris-virginica
+89,6.397297200401487,3.262200837255199,5.441251788991708,2.086767071827762,Iris-virginica
+90,4.9861158482762455,3.1325816440070957,1.134197050497231,0.10636863691325776,Iris-setosa
+91,6.4883738002010345,2.82192656066667,5.13799121048261,1.6863124999089623,Iris-virginica
+92,7.72811886685961,3.7702194720700875,6.505921090377047,1.7480444113512374,Iris-virginica
+93,5.244804634419658,4.268319918845063,1.3360117695504077,0.40845299229395293,Iris-setosa
+94,4.828480514911743,2.7567901846599523,1.1882254032300212,0.12683539826268064,Iris-setosa
+95,5.5000548781704355,3.520271146818742,1.4256210066821848,0.2238824793679609,Iris-setosa
+96,5.236325586692824,3.385623342286568,1.4256607018939196,0.20303485584932696,Iris-setosa
+97,6.846274283818576,2.697283405094748,5.3385901544806185,1.7520547721197897,Iris-virginica
+98,6.200150501374366,2.676915838175691,5.167487147795716,2.117890700495323,Iris-virginica
+99,4.463060282568441,3.1613225883688147,1.4469528350829437,0.22378808040385634,Iris-setosa
+100,6.176197655642003,2.4005550401505804,5.153329954932192,1.6277065351439801,Iris-virginica
+101,6.002282222150295,2.4873981789123505,4.677089877534614,1.6142184608265873,Iris-virginica
+102,6.506340316257634,2.5343257096729945,4.3633712805071605,1.592701548397693,Iris-versicolor
+103,5.606715765121328,3.516298459719546,1.4407784668871901,0.34255092527988884,Iris-setosa
+104,5.686288716100362,2.1945664287481055,3.946875917327775,1.1479253869238129,Iris-versicolor
+105,6.578203070476211,2.6309305401882543,5.356143299726674,1.4039957228657984,Iris-virginica
+106,6.550840503427579,2.6699517316444283,5.272018337887662,1.5429156001980306,Iris-virginica
+107,4.902709090155036,3.528941607914702,1.6957184215423227,0.23537893479851488,Iris-setosa
+108,6.188706937080974,2.3544334338413586,4.266403368924654,1.106555385718023,Iris-versicolor
+109,5.029029462523728,2.801350200936105,3.5582478914306486,1.212938659158488,Iris-versicolor
+110,6.446004981836247,3.1920988795819674,4.881653539081788,1.634977396161328,Iris-versicolor
+111,6.590528668383499,3.1518581660788403,6.087270144533741,2.075083516162698,Iris-virginica
+112,4.8475418556711976,3.220439353557797,1.2074254967906302,0.2019578143262254,Iris-setosa
+113,4.760151890801051,3.290497374160502,1.4232938389086411,0.29553509393976335,Iris-setosa
+114,5.847844854661495,2.779036876138617,3.6545064651679033,1.0646170848831797,Iris-versicolor
+115,5.214970644898927,3.3784861350109416,1.5160447607750505,0.17811737710272046,Iris-setosa
+116,4.298907003015981,3.1073216540761304,1.454169113879141,0.19041383736413378,Iris-setosa
+117,6.093998559811414,2.7576256159679833,5.154056696454241,1.444788047425698,Iris-virginica
+118,4.225645453270875,3.618920180261841,1.2196525717604019,0.1951495450076604,Iris-setosa
+119,6.880153572797368,3.103128876552427,4.301037436928811,1.6059329262513435,Iris-versicolor
diff --git a/iris/tvae/3/14/test.csv b/iris/tvae/3/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/14/train.csv b/iris/tvae/3/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/14/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/14/val.csv b/iris/tvae/3/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/15/synth.csv b/iris/tvae/3/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..65783de3d4b33af656417114d5da1d81855edee5
--- /dev/null
+++ b/iris/tvae/3/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.848835894077861,3.1290695698735775,1.515881945985632,0.09931717331588744,Iris-setosa
+1,6.832758074088278,3.168982466926907,5.606754716238968,2.251137631340202,Iris-virginica
+2,4.426479356194399,2.9545627257477385,1.4034966003083267,0.281060216820047,Iris-setosa
+3,5.000185428725056,3.615758412659053,1.4871758213470343,0.2730325578544148,Iris-setosa
+4,6.709695160122294,3.160944349710001,4.723343676171445,1.4273399089852619,Iris-versicolor
+5,6.431469068664837,2.9540337859887718,5.790270585395946,1.9062655908914325,Iris-virginica
+6,5.936861143665774,2.787713279561476,4.408156446848255,1.0576365892182562,Iris-versicolor
+7,4.565250479703108,2.7677141664737204,1.25503187552654,0.06805552511671573,Iris-setosa
+8,6.128942069004817,2.3411134354271725,4.955358968470525,1.4091011418862034,Iris-virginica
+9,6.763533920465857,3.1037975057025484,4.654434959666653,1.9359165121038722,Iris-virginica
+10,4.419804951622978,3.171534795982978,1.2174727003769505,0.3175724530482391,Iris-setosa
+11,4.809692607075262,2.817606726052034,1.43503939964326,0.19463193973230536,Iris-setosa
+12,5.484156424070483,3.2939968801122625,1.222117373878661,0.2774094275239064,Iris-setosa
+13,7.014096921401474,2.8945502495483573,5.535864063816087,1.782091088167945,Iris-virginica
+14,5.875883664436413,2.7809938107408367,4.607639662467489,1.2494137891789305,Iris-versicolor
+15,7.266000137597922,3.8746084282641764,6.281587989519302,2.7918543572293224,Iris-virginica
+16,6.207508363852769,2.917623189079249,5.080425807466973,2.1231977645939555,Iris-virginica
+17,6.476372279301814,2.5070301770158583,4.17338193249041,1.4466290335684895,Iris-versicolor
+18,5.282342355062598,3.4837741250642926,1.5968702308593903,0.11256708471906557,Iris-setosa
+19,5.313507921398102,3.4341644746668374,1.454191655049373,0.17121592362698046,Iris-setosa
+20,5.151754370184301,3.62006002372507,1.363700077343866,0.3378850247698346,Iris-setosa
+21,4.9470714515644945,2.29428822039186,3.6276839608760887,1.2383570768312049,Iris-versicolor
+22,6.684905147103762,3.2338533025346514,5.507842405179688,2.141598886648024,Iris-virginica
+23,5.17672300816821,3.222992909689625,4.553069707823938,1.9772061505478224,Iris-versicolor
+24,6.609599849470083,2.853882934324595,5.951095772106637,1.6026106743985975,Iris-virginica
+25,5.805507598174292,2.6983871339507064,4.592326901641265,1.42240059926368,Iris-versicolor
+26,6.9532412962758805,2.6149375047712877,6.092883819777397,1.7405895161712546,Iris-virginica
+27,6.688971924303424,2.965696710615232,5.46466520829175,1.8604058740921956,Iris-virginica
+28,6.860207229371698,2.9401980348613854,5.646414838619079,2.115604096252461,Iris-virginica
+29,5.1357480628368,3.61637361099333,1.3178028786826657,0.15863872637128365,Iris-setosa
+30,6.260509283775221,3.09082319813956,5.177261289388168,2.1799073725644575,Iris-virginica
+31,6.4045969330485395,2.7976568012534795,6.277263299234868,1.714594562621657,Iris-virginica
+32,6.173893761953902,2.8321587444852367,5.103732820964753,1.5308021141799082,Iris-virginica
+33,4.894450266850368,3.128739328527462,1.2953956457181661,0.19010041332103528,Iris-versicolor
+34,6.874294245248594,2.7707455908687217,5.836486972997665,1.5303718304499028,Iris-virginica
+35,6.594965208924236,3.615367013128064,5.61176715262697,2.61444202258964,Iris-virginica
+36,6.070776357556275,2.6559999671798464,4.2456641269581485,1.2141863159896122,Iris-versicolor
+37,7.8111460129881065,3.6950881510197298,6.095869363005542,1.8403568755043014,Iris-virginica
+38,5.287137908252,3.4442784912635824,4.9211221766046584,0.21131947775685292,Iris-versicolor
+39,4.930532430192105,3.029246487082216,1.3547457287880094,0.15896202941445992,Iris-setosa
+40,5.216551835452315,3.6386605006873354,1.4943178591907456,0.35965118872628127,Iris-setosa
+41,5.977390042495498,2.5970913391140433,5.09274895552146,1.592877284825877,Iris-virginica
+42,4.639892293847595,2.3585458441949685,1.191517044777274,0.24695249021729135,Iris-setosa
+43,5.0138577137833735,2.9156773922413692,1.6800908830489552,0.14836471088833697,Iris-setosa
+44,6.446481068795169,2.671652787698621,5.47819907916019,1.9602323684921408,Iris-virginica
+45,7.436181324088306,3.318948781621243,5.501571666793422,2.2721467844115857,Iris-virginica
+46,6.155139702691516,3.1177748409170674,4.7151101106353694,1.5829710659116758,Iris-versicolor
+47,4.956786826098166,3.8331971606606587,1.6181189946936052,0.22899820520446362,Iris-setosa
+48,4.676641120557777,3.099123694695556,1.5123290920557018,0.2789680113844374,Iris-setosa
+49,6.976178299652786,2.6213663705027335,5.470488477220146,2.053500422147215,Iris-virginica
+50,5.797643875115033,2.5281438844818376,4.68451989842962,1.3868372697278797,Iris-versicolor
+51,6.708842918801363,3.368970628784063,5.282055945657503,2.2511000434646182,Iris-virginica
+52,4.897352570011585,2.8684773331681166,1.4396818359993984,0.3172650260098739,Iris-setosa
+53,6.83222366742055,2.7136936648726553,5.87586485220314,1.785226286109445,Iris-virginica
+54,4.1970543258282,2.4977247678974157,1.3788568684959963,0.1779692891216924,Iris-setosa
+55,5.192187430986387,3.594636946088766,1.4954784408797,0.16232594462842198,Iris-setosa
+56,6.260782326431124,2.8581258663196714,5.009522312394251,1.5216038200152644,Iris-virginica
+57,6.725428097711281,2.968562520497119,5.069991720965162,1.7026399520750293,Iris-virginica
+58,5.2852694156319,3.9838881327454234,1.3523278448508362,0.23139832707228689,Iris-setosa
+59,5.2263536105504125,3.6404454418058183,1.5112241454945523,0.09068665645635049,Iris-setosa
+60,6.796017470520348,2.45087505281166,5.854995064373093,1.9374719381950827,Iris-virginica
+61,6.141519221956909,3.0900286974248847,5.532006953076913,2.013419577645874,Iris-virginica
+62,4.412364310080246,2.9946592849069344,1.2454183697097827,-0.0011209519683471059,Iris-setosa
+63,7.149416923219904,2.8103563197854022,6.496566386681751,1.95851816077629,Iris-virginica
+64,6.571921583862023,3.0729108730977996,4.506599848902975,1.781983765880807,Iris-versicolor
+65,5.515586446931179,2.5831553213276477,4.524951751240566,1.2052688504701567,Iris-versicolor
+66,6.082722344890271,3.073342832995399,4.157779584702568,1.3678151605819542,Iris-versicolor
+67,6.632907626675829,2.783167454819905,4.5571662376861495,1.8319826256283431,Iris-virginica
+68,6.510940114883469,2.717648049021335,4.71347572579525,1.1797014524083973,Iris-versicolor
+69,7.100856610165009,3.2580833148115422,4.905226917995942,1.7649834651352587,Iris-versicolor
+70,5.887376719741674,2.9942804980840543,4.169500659843337,1.5649365856413509,Iris-versicolor
+71,5.887345787763702,2.9453304895019596,5.35287795438126,2.2274674820375777,Iris-virginica
+72,5.882057322329493,2.741275863864508,4.453505269833417,1.1122916863379761,Iris-versicolor
+73,5.537451014836949,3.973456926372257,1.5355242442954458,0.32706045187376753,Iris-setosa
+74,6.72657909161303,3.4709857631480103,5.857020615690184,2.5577940709939786,Iris-virginica
+75,6.259999897323244,3.155647648308567,5.201624408152838,2.1871407435309966,Iris-virginica
+76,6.218727832974293,2.8102228071681727,4.636216638520586,1.5185635685763637,Iris-versicolor
+77,4.936922228895563,3.331682514557932,1.36484636656132,0.18365246139704514,Iris-setosa
+78,4.704089438222017,2.9851471335546544,1.2527082640636242,0.19972436286958162,Iris-setosa
+79,4.929640592269773,3.624288004896861,1.4026959105547911,0.19122008168408167,Iris-setosa
+80,6.952738242838538,3.6152763362529328,6.027235835266333,2.4918130263937153,Iris-virginica
+81,6.897409136574404,2.8885058970497437,5.719522273557336,2.03023766034036,Iris-virginica
+82,5.001472380869177,3.5381549858698476,1.51479336478191,0.251663790334052,Iris-setosa
+83,4.7951024263935205,2.837072289801702,1.4656669606518322,0.15111127336707492,Iris-setosa
+84,7.25180055057576,3.2254521842951704,5.983556623491454,2.0635024040572456,Iris-virginica
+85,5.252686563774079,3.3744935973303143,1.3685127269309152,0.20189027458042014,Iris-setosa
+86,6.226552745228128,2.9604562919497877,3.9110925854860743,1.2401558881913275,Iris-versicolor
+87,6.360014402284033,3.028272514348715,5.409403571970042,1.9089383180894406,Iris-virginica
+88,6.391098373388486,2.9653872435002153,4.938262996077395,1.507337595059275,Iris-virginica
+89,6.4722512705936275,2.603967253792753,4.996901075374595,1.7709503131759352,Iris-virginica
+90,6.9752800413410485,3.208916058626953,6.184907346238998,2.5201434517684307,Iris-virginica
+91,6.462343541203733,3.3088909899110317,4.381824017708359,1.8647692273495082,Iris-versicolor
+92,7.602310217171459,3.0752469778307234,6.162041498647918,1.9166355287862786,Iris-virginica
+93,4.206641468367018,3.046273635283507,1.170818704632896,0.19894993102856293,Iris-setosa
+94,5.8410480067674655,3.121028829349165,3.997814481419139,1.267640636343457,Iris-versicolor
+95,4.555088368581026,3.3185202601623596,1.1863226636729478,0.2119361784018136,Iris-setosa
+96,6.159926560074608,3.2267856852091668,4.628670439669175,1.4229112998610787,Iris-versicolor
+97,6.505273573724383,3.234015966412654,4.870528812399464,1.8503932274513302,Iris-versicolor
+98,6.020578269026681,2.7652365032206596,4.322744276647718,1.1146506546601045,Iris-versicolor
+99,5.184536406846875,3.790637382324668,1.5427212223147089,0.42735685278469226,Iris-setosa
+100,4.7062447016695,2.79409597425761,3.9595386666974792,1.5015653626908212,Iris-versicolor
+101,6.111112559730522,2.47898809851821,5.0598283048542845,1.7007897848185807,Iris-virginica
+102,6.4783391567361575,2.965609560658437,4.762929802319369,1.5381484043409523,Iris-versicolor
+103,4.845595520224713,2.533077187994398,1.047755267443223,0.15565366526872987,Iris-setosa
+104,6.25875957649876,3.162701194945784,4.876768819160132,1.5722170017245696,Iris-versicolor
+105,5.215611220879378,3.254717563280465,1.3106055361882751,0.1397778189916136,Iris-setosa
+106,6.246507777882444,3.2991070564050258,4.198961007938797,1.2383793442421211,Iris-versicolor
+107,6.53110762156334,2.9665650046525167,4.966769193985457,1.6721410363234253,Iris-virginica
+108,8.003699005303563,2.970477862458429,6.065490863421994,1.9434929232688112,Iris-virginica
+109,6.749254290186476,2.9616424290379846,4.889779666989899,1.6833656015706253,Iris-virginica
+110,5.0206883944746705,3.365076112774629,1.5421087537150875,0.19557835830174228,Iris-setosa
+111,6.951623302209888,2.7452167614393916,5.4457938424547665,1.745424539619138,Iris-virginica
+112,6.376409163422467,2.579726579820275,4.8346651161524115,1.7644290062702725,Iris-virginica
+113,6.586496966823935,3.2656944867405064,5.334442564843383,2.338067475307149,Iris-virginica
+114,4.51268450986386,2.540869897355953,1.456354837456493,0.0895854183047686,Iris-setosa
+115,4.627509546114772,3.005109600479709,1.190513054050661,0.22627139297610832,Iris-setosa
+116,5.799018623864398,2.6854000478268945,4.520755085554464,1.3223379500140882,Iris-versicolor
+117,4.903969394823201,2.7103943029413715,1.2920900867452165,0.07397001741082396,Iris-setosa
+118,5.207327842149947,3.715130407887901,1.5750831509074568,0.20784683686117145,Iris-setosa
+119,7.05427760218949,3.0770010271992576,5.7719990007426745,1.7961913829132812,Iris-virginica
diff --git a/iris/tvae/3/15/test.csv b/iris/tvae/3/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/15/train.csv b/iris/tvae/3/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/15/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/15/val.csv b/iris/tvae/3/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/16/synth.csv b/iris/tvae/3/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4a4917ba694c9e838adb843a2eeecfaa6b7df413
--- /dev/null
+++ b/iris/tvae/3/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.777977910020636,3.531120401010804,1.4459997758512628,0.26739261040678597,Iris-setosa
+1,6.52351369615694,2.962152293461447,5.549769887856519,1.6407715588294094,Iris-virginica
+2,5.9659927586360855,2.8271447420927824,4.513370258600147,1.3555004118018343,Iris-versicolor
+3,6.255192890090254,3.082985545412546,4.824376112125409,1.5481659751589283,Iris-virginica
+4,6.227321433374646,3.010044213469486,4.731175551036457,1.7829803448640487,Iris-versicolor
+5,6.836779458978738,2.830798071336727,5.641411028914774,1.7893889125522793,Iris-virginica
+6,6.725934093574461,2.9098383494427886,5.874956139562789,1.6664749700709653,Iris-virginica
+7,6.370406283713718,3.2015175201675223,4.246654461906161,1.322221493445007,Iris-versicolor
+8,5.360655986186947,2.613055803615619,4.028522419760057,1.4270322356157523,Iris-versicolor
+9,6.709869363658948,3.090010139502863,4.53077522405278,1.7281897260724215,Iris-versicolor
+10,6.497767175864292,3.5222241444963767,4.384010538200597,1.4686379788523838,Iris-versicolor
+11,5.363837092715552,3.589892301178007,1.472887513555884,0.1984038990335155,Iris-setosa
+12,5.002810864534094,3.439834858894989,1.5751095323175808,0.3130664453208129,Iris-setosa
+13,5.027834581702454,3.2759415323526113,4.725267392132754,1.36883084681432,Iris-versicolor
+14,4.775249924652718,2.98917194978334,1.4823480128538769,0.2624222736548521,Iris-setosa
+15,5.3692678309066455,3.223522928773281,1.2929893334236264,0.19951945080509131,Iris-setosa
+16,5.377872087156781,3.054123383580441,4.481498133945895,1.5389883768794022,Iris-versicolor
+17,5.620841373864271,2.4705193557307803,3.926353750140038,1.337120304390445,Iris-versicolor
+18,5.467642596847942,3.4891147471588644,4.141397552711322,0.37567347310794763,Iris-versicolor
+19,6.663615124254078,2.5808338998354796,4.376409887536545,1.3422906444705254,Iris-versicolor
+20,6.183715375492276,2.7581364247743565,4.979151975384585,1.4726358640967976,Iris-virginica
+21,5.393538433571913,2.2494823448971264,3.6837832030926467,1.2280256620104777,Iris-versicolor
+22,6.358931554177856,2.4339726695382278,4.935742403678328,1.9110696315148843,Iris-virginica
+23,6.98153712867081,3.0130378983343573,5.269604723346317,1.8872795504900677,Iris-virginica
+24,6.823721659982196,3.0762725384874314,4.241452611258918,1.7729031612954773,Iris-versicolor
+25,4.9714089522882725,3.6076147719967713,1.5486356663135072,0.23383051028488297,Iris-setosa
+26,6.015839562205066,3.1779815866194725,4.73212888468553,1.4179911115827317,Iris-versicolor
+27,4.398760388476367,2.966435050808206,1.4252207971858413,0.17396890598402048,Iris-setosa
+28,5.575759370184374,2.2507957463657715,5.696127769553849,1.8306052343103014,Iris-virginica
+29,6.408289458807243,3.1775947742997914,4.533136420369435,1.3902003367103022,Iris-versicolor
+30,5.818771972424999,2.256348798132721,5.400216443196213,1.7513592054952973,Iris-virginica
+31,5.6583747188957165,3.1889041550922674,4.265018095139656,1.343013926346511,Iris-versicolor
+32,6.667006708410707,3.0709715413775163,5.2545603862742185,1.6159487950695446,Iris-virginica
+33,5.087250503859991,3.0784009393558733,1.4265718659992923,0.284317110969837,Iris-setosa
+34,7.252793831886532,3.5357255210575844,5.414523161982868,2.2870277341051306,Iris-virginica
+35,4.868136706264826,3.604210559624468,1.4492523920798126,0.22219392330104645,Iris-setosa
+36,6.443367108671213,2.8729091727031295,5.131606319551807,1.5127984795285407,Iris-virginica
+37,5.646294329524923,2.846311776316598,4.14524788824289,1.166262185410696,Iris-versicolor
+38,6.306587569830481,3.422735334544643,4.173925278886886,1.5103953539536061,Iris-versicolor
+39,6.359959672689334,3.1470890621945093,4.357228134770133,1.2435753470262207,Iris-versicolor
+40,6.337234625228928,2.979075739945739,5.037386605245221,1.5457484755672577,Iris-versicolor
+41,5.100629555515559,2.6103597506984797,3.730466231691733,1.0655922103540227,Iris-versicolor
+42,4.4838131308886835,2.56290511841882,0.8123255526733694,0.12118525106837744,Iris-setosa
+43,4.764522975205055,3.2377954647217466,1.3837058436458107,0.10729146815580753,Iris-setosa
+44,5.0465498809584055,3.001844992563518,4.473695539905711,1.4269086794308383,Iris-versicolor
+45,6.656739602168252,3.1222172034148716,5.0403939397734145,1.7318317509807335,Iris-virginica
+46,6.355475174428348,2.6898949315188934,4.142148584103572,1.2978232067736535,Iris-versicolor
+47,5.853166414041023,2.8390821660609262,4.2537531340683,1.4152674058754204,Iris-versicolor
+48,7.733986495930487,3.096608421888408,6.324543918328499,2.0231175967998225,Iris-virginica
+49,4.846551656494899,3.5694150909896245,1.3288934396178316,0.32687503098243237,Iris-setosa
+50,6.9904913228050205,3.2016522499185722,5.94962414727784,2.190845771360682,Iris-virginica
+51,5.030514381495459,2.8043618622078066,1.214696357393076,0.22296001203333812,Iris-setosa
+52,5.107255613300836,3.311288605585486,1.285835836212631,0.2761730724189195,Iris-setosa
+53,6.459566935527091,2.566697096476986,4.626720110164512,1.3020132673517164,Iris-versicolor
+54,6.595335887013233,3.1881057988256747,5.158206981518131,1.9385569056900551,Iris-virginica
+55,6.869026653939336,2.964947777682698,4.5354818817821965,1.3414332856421824,Iris-versicolor
+56,6.67161354130696,3.338651418103798,5.760501460952763,2.4616758211412235,Iris-virginica
+57,5.027502876633712,3.3906659087993347,1.3840928008786189,0.17493783158041082,Iris-setosa
+58,6.350224203182492,3.0033716087299123,4.51353738849043,1.4334108509123382,Iris-versicolor
+59,6.825351028919096,3.0364647645331835,4.5055265235982755,1.5699822020489385,Iris-versicolor
+60,6.324430290378915,3.214700167756487,4.774229443750478,1.310925563906455,Iris-versicolor
+61,4.7897949953419445,3.0147125356028757,1.1855122475910296,1.4146261756920127,Iris-versicolor
+62,6.4088147839898815,2.8622943352117205,4.9940065196143255,1.5044002098059819,Iris-virginica
+63,6.210576283362062,2.906413944043124,5.271370322305841,2.2338503030324888,Iris-virginica
+64,4.486223229438998,2.663569349233954,1.2397354598502757,0.11532723574751425,Iris-setosa
+65,6.704937707398275,2.7042131387097537,5.3500157764641605,1.7672100804112827,Iris-virginica
+66,5.409776229476954,2.880000779175491,4.413205988216664,1.2552870093838933,Iris-versicolor
+67,6.1947958543253865,3.3681146810784943,4.416194961692317,1.271365986514385,Iris-virginica
+68,6.184851819288611,3.000090600583844,4.115582666471141,1.1327036858436212,Iris-versicolor
+69,6.5679281176841355,2.5684198204144346,5.351752872957022,1.7078801971601796,Iris-virginica
+70,6.417544717735766,3.016992565483315,5.327522129362565,1.8001384386621675,Iris-virginica
+71,4.324642723293454,2.461520707110973,1.4133464458699008,0.3045664931762356,Iris-setosa
+72,6.613004582432234,3.3052068452031764,4.274873375418525,1.3427728679679671,Iris-versicolor
+73,6.417763076592184,2.7597606660221667,5.455836812589857,1.9812274887027566,Iris-virginica
+74,6.391814018857281,2.630777822927216,5.047625365359579,1.728724594197811,Iris-virginica
+75,4.9927141577672725,3.1250644494239794,1.490361412828611,0.17823680495230382,Iris-setosa
+76,6.332268665237086,3.024951598423568,4.5127073754502955,1.447317036267855,Iris-versicolor
+77,5.203393250061973,3.7071851245936447,1.766588248764308,0.2869171810475547,Iris-setosa
+78,6.97119036604562,3.2443194205274852,5.994846910531601,2.1284189462581518,Iris-virginica
+79,4.763884103641909,3.2221503792676383,1.5622564941900217,0.15186625292410583,Iris-setosa
+80,4.404933750347097,2.6720258287879664,1.2454032884406097,0.19536416887517233,Iris-setosa
+81,4.578038474831975,2.666809364510129,0.9613811205359756,0.10512951264896905,Iris-setosa
+82,5.829502662191604,2.914190372252912,4.455182486269858,1.5052046463272901,Iris-versicolor
+83,7.286865120375634,2.8566586054978345,5.819570512589064,1.834009382359992,Iris-virginica
+84,6.884938428908722,3.274981223566358,5.571054201993544,2.143562150915498,Iris-virginica
+85,4.806974946168982,3.529907859194391,1.3604722187165703,0.1513077129836828,Iris-setosa
+86,6.6195551919878035,3.2332602472349103,5.49363946008946,2.086176577291779,Iris-virginica
+87,6.793025254792756,2.8949711011261545,5.269159568277732,1.9046513225703363,Iris-virginica
+88,6.724089536150297,2.981630689143298,5.818279420806436,2.086542942390589,Iris-virginica
+89,6.156810694205258,2.3289674760688044,4.2853962040105165,1.5196071512593181,Iris-versicolor
+90,6.445774674520264,3.1120976608478266,5.091642204452871,1.9386064921550465,Iris-virginica
+91,4.561308471925102,3.002583924990755,1.1076993721761041,0.1949715038842027,Iris-setosa
+92,6.523842907252007,3.18452505048425,5.239057228201662,2.215732204955947,Iris-virginica
+93,5.251616566929734,2.6908750705579623,3.8989549038232703,1.2466667348839815,Iris-versicolor
+94,5.527532809347854,3.1928014822223543,1.3419095289707257,0.18119840425586667,Iris-setosa
+95,6.4739741379554285,3.3297942106067357,5.291128790210705,2.570200376754837,Iris-virginica
+96,5.803439458945679,2.5714881523192865,3.7735934029950444,1.0894508328023498,Iris-versicolor
+97,6.763985517789515,2.849936577975545,5.284484405635331,1.934281105123953,Iris-virginica
+98,7.048109399320751,3.0797871809244226,4.68973141888885,1.9765512062439852,Iris-virginica
+99,6.718047695414534,3.1798995326469885,5.48239945940232,1.885757344038291,Iris-virginica
+100,6.4317213817792,3.0512028521486183,5.275492143719557,1.784760870239366,Iris-virginica
+101,6.769952311248966,2.8260047356287252,4.575108138061451,1.3215731735856173,Iris-versicolor
+102,6.633798175836942,3.04558997060378,4.781428683741611,1.7188321367182267,Iris-virginica
+103,6.7925124902216085,2.9792092796255725,5.183001945112016,1.7235526792154596,Iris-virginica
+104,6.522726904204369,2.848547206924147,4.433468510548153,1.5535419208538943,Iris-versicolor
+105,4.646637156798368,3.0288905691801786,1.3232940954479984,0.06908712033466263,Iris-setosa
+106,6.695574571925718,2.2527727613882766,5.741076002727635,1.7854299371181082,Iris-virginica
+107,4.739657283203944,3.1001752726108744,1.484657349840782,0.17553797469783677,Iris-setosa
+108,5.668061106440828,2.401723770412976,3.505579188833452,1.3282752131460458,Iris-versicolor
+109,5.945020754717725,2.768324612479503,3.9425912773477254,1.325119616280081,Iris-versicolor
+110,7.21473134280789,2.5289041762217233,5.988607330273563,2.1249885311872396,Iris-virginica
+111,7.362888846853035,3.3053560224535867,6.592298626298564,2.288227083435265,Iris-virginica
+112,4.491738178973357,3.0023563196823893,1.3236243103340064,0.20379704368662035,Iris-setosa
+113,4.933139108635425,3.548494128280097,1.6250411672376945,0.11705951167212855,Iris-setosa
+114,7.374828771911167,3.307525517975912,6.320062327623414,2.1806293710144136,Iris-virginica
+115,6.424998391567327,2.964968517264796,4.934071782608009,1.9483879706941807,Iris-virginica
+116,5.2645435779778635,3.3016974403931054,1.4720161709075368,0.23587163512325712,Iris-setosa
+117,5.394045096047386,3.2840921409857424,1.152845102594589,0.6362243437129103,Iris-setosa
+118,5.817410405340883,2.979153031107597,4.711626321924543,1.6892369125438598,Iris-versicolor
+119,5.038053062897068,3.75494605154503,1.4061774153319737,0.2929629332792322,Iris-setosa
diff --git a/iris/tvae/3/16/test.csv b/iris/tvae/3/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/16/train.csv b/iris/tvae/3/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/16/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/16/val.csv b/iris/tvae/3/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/17/synth.csv b/iris/tvae/3/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..23c24bc377f5411c821316c96d2fff272b8cea77
--- /dev/null
+++ b/iris/tvae/3/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.565856189354111,2.834354557328322,5.700329324793732,2.144776711381189,Iris-virginica
+1,5.470786752848775,2.7548112063906203,4.010994234366911,1.27491017893549,Iris-versicolor
+2,6.981779144929063,3.1903113854031746,4.835103328130555,1.4948874652015791,Iris-versicolor
+3,4.712500533651794,3.025296117598202,1.3462156856294947,0.06028276637261351,Iris-setosa
+4,6.309316182330936,2.685151416605502,5.055590329100725,1.8514183531466246,Iris-versicolor
+5,8.39003061314358,3.0233251718636818,6.7250075670986575,2.1754756219214175,Iris-virginica
+6,6.487297880308687,3.39472859736379,5.532847038623367,1.8132643766822594,Iris-virginica
+7,6.301557316304375,2.827784011782189,4.594577461604514,1.2524027778489666,Iris-versicolor
+8,5.355930407893017,3.406207629898802,1.3148931778342625,0.2102042899907541,Iris-setosa
+9,5.994186792256589,2.7011989772749696,4.724266563937128,1.7072264268956006,Iris-virginica
+10,5.592044999158661,2.5829314988036693,4.2859003610967665,1.172688213118377,Iris-versicolor
+11,6.7230358169240185,2.784645385330629,4.9556513693878115,1.7369778012487005,Iris-virginica
+12,6.027147521848693,2.9201606665303874,5.219382628384775,1.729422257757095,Iris-versicolor
+13,5.919575594617871,2.3110488027463885,4.0825083207123685,1.1890728349781146,Iris-versicolor
+14,5.781743326627316,2.879915684081516,3.855177873898705,1.3477832991058345,Iris-versicolor
+15,4.8586030662854025,3.5366954679841185,1.3890651293587606,0.2577154871912053,Iris-setosa
+16,6.626318114215714,2.858303882612619,4.75588643301614,1.4439831880858447,Iris-versicolor
+17,6.617304189405679,2.9335140326128966,4.407349257745309,1.7762455299676791,Iris-versicolor
+18,6.07862181886678,3.3144189915786404,5.245304509003271,2.066617746092748,Iris-virginica
+19,5.228996483505831,3.347253859139826,1.5745633356499515,0.27839781921415535,Iris-setosa
+20,6.890552016563839,2.8581701924787097,5.335334867949671,1.8734350980929673,Iris-virginica
+21,5.238982478721809,3.414985554349448,1.4189920300136558,0.2145568918271335,Iris-setosa
+22,7.142230401226518,3.015594899405957,5.817818674989575,2.2634352957702375,Iris-virginica
+23,5.1722565347696055,3.7190997072704413,1.624006644156095,0.28763248959669985,Iris-setosa
+24,6.120484137874748,2.8295847023709677,4.766047708700477,1.7223325363769413,Iris-versicolor
+25,7.419931290969771,2.6572626249059237,6.320795381359655,2.1387281590813183,Iris-virginica
+26,5.9191937579969185,3.032079580820749,4.907049552696198,1.8472099810674039,Iris-virginica
+27,6.360379060558697,3.215069994268359,5.10648056822744,1.9417653005780187,Iris-virginica
+28,6.264404573694391,3.010790599944161,5.503729836210399,1.8717985407686275,Iris-virginica
+29,5.953653554003526,2.568372814047649,3.6230678790567454,1.1992837994552856,Iris-versicolor
+30,4.567248175559291,2.7085576299424705,1.3965698153432116,0.2749608239610264,Iris-setosa
+31,6.504209848877528,3.120357427600382,5.172917430447307,1.9856977427366942,Iris-virginica
+32,6.645798952033136,3.044193477864637,4.782638388868529,1.5698836364344688,Iris-versicolor
+33,6.64484351939268,2.793782610428762,5.457466761806919,1.5427545605776831,Iris-virginica
+34,6.53959397155048,2.7545027490625413,5.153017057762133,1.6838767720246337,Iris-virginica
+35,7.479164192278783,2.9565289983296688,5.548741070542908,1.9407712098835739,Iris-virginica
+36,6.13771157998805,2.9879124514596644,4.307715732680832,1.3448235002404978,Iris-versicolor
+37,4.607320501449168,3.516686709610198,1.437592486183589,0.21464115702876474,Iris-setosa
+38,6.976168749465596,2.8905244655604014,5.861054217785041,1.8762365486773174,Iris-virginica
+39,4.44998280858127,3.5595818187035153,1.287731582370365,0.09897080696902039,Iris-setosa
+40,5.009264269010184,2.5284639937829847,3.40934499771365,1.4640879895307863,Iris-versicolor
+41,7.260189183373656,3.084491180366966,4.2022862965715095,1.512157989509239,Iris-versicolor
+42,6.22677731597402,2.7352548752789874,4.163710682031225,1.2064587613699784,Iris-versicolor
+43,7.008476884595997,3.169416266070064,6.022291052466716,2.4205869098856363,Iris-virginica
+44,7.241292877302115,2.887132155798364,5.8292979646377665,2.0055228249276422,Iris-virginica
+45,5.281084760282805,3.6805445502746394,1.3347660253569815,0.2017982025454441,Iris-setosa
+46,6.4462963145970305,2.762814278245506,4.545520076589434,1.2036676125599701,Iris-versicolor
+47,7.205832194256386,2.71883445273191,5.650459342292898,1.812818195205239,Iris-virginica
+48,5.268439918331682,3.4691651266398584,1.147920617517824,0.2251093850192819,Iris-setosa
+49,6.318613401548038,3.0360139336951684,4.694785984064983,1.758745781373396,Iris-virginica
+50,6.205940118652879,2.979255728647835,4.117940107556489,1.580374213458486,Iris-versicolor
+51,4.47992702478402,3.021279996337454,1.4308841275003046,0.10983756880970055,Iris-setosa
+52,5.279210191385988,3.242619387720649,1.2633784235485765,0.16537317049992029,Iris-versicolor
+53,6.064283743670621,3.1986515650486234,4.590285916852459,1.7525537619558234,Iris-versicolor
+54,7.306965176099146,2.7829756401641768,6.190318363398871,2.1829910295150556,Iris-virginica
+55,6.386659691778929,3.0195280691933535,4.843269755760402,1.5014034053298335,Iris-versicolor
+56,5.9093279890844,2.8785660748360637,4.251118599976129,1.188078890666227,Iris-versicolor
+57,7.2171027294226135,2.98088996111499,4.201031531796362,2.632173859690607,Iris-versicolor
+58,6.045720475615566,3.0516246102004003,4.3649462590468415,1.8644849019162142,Iris-virginica
+59,5.082667232832572,3.235621295375902,1.4755704833176493,0.17472377381648233,Iris-setosa
+60,5.014350066133208,3.1754020257202304,1.5274236328513553,0.2990569350489245,Iris-setosa
+61,6.5584622177302,2.842473373824865,4.530967748470567,1.475471480428078,Iris-versicolor
+62,5.92250836377819,2.9150904289707067,4.170343369134483,1.3404235867714767,Iris-versicolor
+63,5.870620555761315,3.1931465209603456,4.69901296322776,1.4422154533491112,Iris-versicolor
+64,5.272594994473623,3.6502271771382624,1.2427975086612975,0.2831881457040627,Iris-setosa
+65,6.23016281869655,2.813870352743707,4.599347444058598,1.336700872287485,Iris-versicolor
+66,6.561603302923202,2.900944919082105,5.048879666167172,1.689509330692042,Iris-virginica
+67,4.922114422502396,2.928874666528369,1.0786983112530666,0.17034520213971138,Iris-setosa
+68,8.184462530761754,2.9416150571650137,6.117415881624035,2.0542296987801474,Iris-virginica
+69,6.655552106951572,3.0556866337498128,4.766605748902688,1.4121554653248392,Iris-versicolor
+70,4.840680344836425,3.8313133947859064,1.6565799402833723,0.29551673367662146,Iris-setosa
+71,5.175176310630319,2.5606695574261753,4.3306210031704815,1.2133778196413696,Iris-versicolor
+72,6.369952616921437,2.7890821599801896,4.595521169885945,1.3256812538248979,Iris-versicolor
+73,6.793159851685142,3.0386536310264667,5.495544814196468,2.1742815910031865,Iris-virginica
+74,6.811239952001522,3.0934333464003294,5.131599504447909,1.9605771047997478,Iris-virginica
+75,4.746665951446767,3.4663182608704792,1.4541644112435899,0.22604462072629022,Iris-setosa
+76,4.793345625278565,3.896089070131015,1.3249635061159453,0.23881995633687217,Iris-setosa
+77,5.271993999293081,3.1656573007255013,1.4105021303454288,0.25314258611730056,Iris-setosa
+78,6.840726878038651,3.03581099218958,4.935366949568608,2.050676200558232,Iris-virginica
+79,5.284075573890398,3.26483729292959,1.2977730012649502,0.08969688569876824,Iris-setosa
+80,4.626009535722266,3.1725458620264124,1.3901484508205246,0.12272856303067448,Iris-setosa
+81,5.412782387127671,3.58728273981354,1.3648894089427277,0.4579351465011601,Iris-setosa
+82,5.86672786023315,2.6305846992231485,3.8928284374614517,1.561036561803157,Iris-versicolor
+83,6.110374093003268,3.028648163704656,4.464879125959902,1.2286094927859836,Iris-versicolor
+84,5.667902360328132,3.627793202859469,1.5626645946857483,0.3786359858874516,Iris-setosa
+85,6.499332347501887,3.3502160962553544,5.225386801662985,1.8414578713079253,Iris-virginica
+86,7.547250524531144,2.7540868267133143,5.926491219803275,1.812595039388797,Iris-virginica
+87,5.237429734436358,3.011084821516102,4.44281252276242,1.326624132820387,Iris-versicolor
+88,6.504582670109674,2.8977694185515124,5.0579222753241035,1.721251557883979,Iris-virginica
+89,4.944958951559445,3.1341236532094783,4.340962972186559,1.6544730065308657,Iris-versicolor
+90,4.272930192178532,2.8355732841218098,1.3352535545612119,0.28562977911996407,Iris-setosa
+91,6.901679684365085,3.5286659628756323,5.70253067395871,2.671458008735062,Iris-virginica
+92,6.839134088535226,2.908912375226351,4.522626089393298,1.3728766426896357,Iris-versicolor
+93,6.298007877052927,2.7693703613718035,5.210168838244566,1.8854287670988032,Iris-virginica
+94,4.699102159209696,2.72262630621085,1.34028249849012,0.13568679364541786,Iris-setosa
+95,6.813713414219797,3.1596171733978955,4.062599884009346,1.3784596614436095,Iris-versicolor
+96,6.383160491034621,3.3872281119443524,4.3773925036959636,1.815335776807848,Iris-versicolor
+97,5.876213104757365,2.3414891795585957,4.385222106446307,1.2665240576778487,Iris-versicolor
+98,6.936884578169732,2.9922740689409117,5.947491500101243,1.7439010749466548,Iris-virginica
+99,6.04356184958674,2.7457485546816014,4.059098734933517,1.4062499213572452,Iris-versicolor
+100,5.91436685162447,2.4308029358365184,4.307885997478616,1.2330398192123948,Iris-versicolor
+101,4.660963578759048,3.7836011418924693,1.5880555187591276,0.24973675224923947,Iris-setosa
+102,7.914774363083751,3.713956797333548,6.447820377853159,2.0953083649825004,Iris-virginica
+103,5.235927619634264,3.522833344599666,1.4752816195733987,0.16035796984622708,Iris-setosa
+104,6.61192221608414,2.9438238717568312,4.986897781203772,1.6038443271239209,Iris-virginica
+105,7.181564270521811,3.0566689245640597,5.188470567354851,1.9301584305326018,Iris-virginica
+106,6.068210081079026,2.959027000992285,4.005984979385099,1.097446974160839,Iris-versicolor
+107,5.559490171534459,1.808784468807707,4.124194939999891,1.2132725009685306,Iris-versicolor
+108,6.719867040800388,2.486308429111398,5.7330397688596095,1.7559944330076596,Iris-virginica
+109,5.012835464940396,3.3442924318835043,1.4544774948704993,0.20935397891196306,Iris-setosa
+110,5.296796576269988,3.6530173343159342,4.177112004685526,0.4215265235958181,Iris-versicolor
+111,7.133254444770888,3.0576417182607067,5.908927321835199,1.9387627018977676,Iris-virginica
+112,7.040091724568917,2.5104864869558363,6.052613447757874,1.8104821970359164,Iris-virginica
+113,6.279401798824335,2.9004091470320508,4.8715233575935635,1.774611423932567,Iris-virginica
+114,6.003064934770033,2.910000219176424,4.023885961659571,1.4107140300320755,Iris-versicolor
+115,6.145216812647909,2.7224776644814668,5.017732865393056,1.4949276434004501,Iris-virginica
+116,4.851038121135597,2.798672630166358,1.183503831772851,0.1289433316544033,Iris-setosa
+117,6.444341416428969,2.8896289042741796,4.643446471810742,1.31182898139028,Iris-versicolor
+118,6.415882859743779,2.8672570297326057,4.109771716026308,1.4613630299590592,Iris-versicolor
+119,8.108668610718258,2.9656405744168963,6.72911106023996,2.1047200480966954,Iris-virginica
diff --git a/iris/tvae/3/17/test.csv b/iris/tvae/3/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/17/train.csv b/iris/tvae/3/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/17/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/17/val.csv b/iris/tvae/3/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/18/synth.csv b/iris/tvae/3/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d50d6f075260428e64e352dbc128fb0b925321f
--- /dev/null
+++ b/iris/tvae/3/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.555301848251955,3.1961305968680533,1.5652270211501689,0.07758463788139736,Iris-setosa
+1,7.276306327825107,3.120637811265823,5.4451929450763,2.0590776831359103,Iris-virginica
+2,5.136347561844979,3.5890772748063884,1.6737288017673282,0.21871727859505571,Iris-setosa
+3,6.126216177740904,2.7452977930913667,4.532974755391873,1.2562577591802941,Iris-versicolor
+4,4.739168444720056,2.6683229262013133,1.2780708607796676,0.002171027250710389,Iris-setosa
+5,5.226027810068267,3.502359664404272,1.4043282807092141,0.30891126868859453,Iris-setosa
+6,4.738686277739701,3.2449880674131015,1.1880030396314272,0.10382684905542633,Iris-setosa
+7,6.7077124323919595,3.449474312234038,5.482393628995428,2.6781955006758364,Iris-virginica
+8,5.870136843829782,2.8439717472012584,4.054027638540999,1.259846329020541,Iris-versicolor
+9,4.997468565698203,2.919131239875779,1.4181162926831914,0.2845277295148552,Iris-setosa
+10,6.850352580157861,3.36968811123233,4.833537052842342,1.612840637057587,Iris-versicolor
+11,6.750806106122257,2.5773525416570187,5.099528624690166,1.699814029583443,Iris-virginica
+12,5.075531185644841,3.96033402808829,1.502182714788137,0.362797358808817,Iris-setosa
+13,6.458806023416165,3.3982215952042134,5.758076957253425,2.6517845923152104,Iris-virginica
+14,6.707043317791576,3.2969125545715814,5.819297692742576,2.4125414779861996,Iris-virginica
+15,4.714597496706364,3.2034279670995405,1.3591047913497705,0.20598007438327048,Iris-setosa
+16,5.2770873625455685,2.7510069951716862,3.78574234974921,1.1473977184889463,Iris-versicolor
+17,5.987285164781003,2.8477510632667653,4.444427488873447,1.0974374073556286,Iris-versicolor
+18,4.656967671579869,2.6871446903966905,1.3842843665189535,0.13224534241220992,Iris-setosa
+19,5.087719132378675,3.5193694485592366,1.4347458658895629,0.2245552929621742,Iris-setosa
+20,6.424286879617197,2.8448649428964576,4.684954225711585,1.4667586570446043,Iris-versicolor
+21,7.027669325936129,2.9562653297598716,5.899822646663905,2.291709325546083,Iris-virginica
+22,4.744925568295662,3.049194547532278,1.3178989765473585,0.07797499740228608,Iris-setosa
+23,5.837839481672487,2.6960863256947407,5.349413076634589,1.607809808482132,Iris-virginica
+24,5.430886382267419,3.51432885229619,1.248010812738896,0.2687431272198415,Iris-setosa
+25,6.485529330118513,3.1482102549328963,5.393901916077222,2.1840275060717627,Iris-virginica
+26,6.819121923652252,2.9778688541860663,6.289674930683579,1.795612429923004,Iris-virginica
+27,6.610620258995975,2.922073978369346,4.913065046572874,1.67761983587307,Iris-versicolor
+28,4.960124662722385,3.2578316535875844,1.5061530947004071,0.24205787172065585,Iris-setosa
+29,5.940921312158207,3.4951394358007986,1.4002265078097929,0.21107371280421217,Iris-setosa
+30,7.013998483899704,3.1553302677097284,4.656358022042998,1.512041873192959,Iris-versicolor
+31,6.8813815971109795,3.038396645970618,5.5231146058848894,2.30597640752924,Iris-virginica
+32,4.991024240079653,3.116767686520592,4.068189187042233,1.581283319037848,Iris-versicolor
+33,7.287430155772509,3.253210391616341,5.482565104218123,2.2215251793215907,Iris-virginica
+34,6.230286853148734,2.7162611399848373,5.009915602493712,1.4723515716541205,Iris-versicolor
+35,6.775792113920956,2.8466969225882623,5.282074484715889,1.9983292660101375,Iris-virginica
+36,5.029458051764474,4.0342066680019375,1.3000840645020608,0.25164359237127987,Iris-setosa
+37,5.0667624327167635,3.413172230493067,1.5323644693395952,0.13304651367680473,Iris-setosa
+38,7.573839182579537,3.7343568428686726,5.977374942785152,2.261064094678573,Iris-virginica
+39,7.38419325324927,3.1105514357500317,4.536001688961866,1.6556736368347809,Iris-versicolor
+40,6.930963182083,3.292554376369751,5.974854505329761,2.424150514555291,Iris-virginica
+41,6.7147080945439965,3.04017075460453,5.531694072538212,1.9660356066801041,Iris-virginica
+42,4.930200663180134,2.911347916244962,3.759260115790911,1.5967242356095541,Iris-versicolor
+43,5.9343628873857455,2.662689818549172,4.176573169576725,1.1508258096807271,Iris-versicolor
+44,5.238196674649708,2.5820358611050422,3.6689659165203317,1.1156424187187541,Iris-versicolor
+45,6.351501813266426,2.9807381501323333,4.739109284733672,1.7095511451866165,Iris-virginica
+46,4.810290557821057,3.3653262454540043,1.3019584899125487,0.1548785441113629,Iris-setosa
+47,5.278922318440417,3.527923992349626,1.343674883852256,0.32666272220391157,Iris-setosa
+48,6.813477465138062,2.8144257225059546,5.13697129472423,1.795197593793863,Iris-virginica
+49,6.459462197547929,2.518474397193354,4.773552812835469,1.2628154889666305,Iris-versicolor
+50,6.427489492784567,2.897557254201933,5.253907363300846,1.7092304620598602,Iris-virginica
+51,6.26950308575438,2.730294956488461,4.636296538627104,1.6294341525387237,Iris-virginica
+52,4.607181969131929,2.4689982448624237,1.1714879059294256,0.06487956969682424,Iris-setosa
+53,6.608996547343425,2.86285196020621,4.59336355748364,1.3716671999916283,Iris-versicolor
+54,6.431679116788771,3.1957775098489076,5.640480032369814,2.35584290729199,Iris-virginica
+55,6.347928177551736,2.69852781235504,4.531602142487687,1.326690551952043,Iris-versicolor
+56,5.690235767086023,2.901746103923496,4.535531681009336,1.6194952000322094,Iris-virginica
+57,4.7491701998274385,3.2632145264340395,1.5673274416490508,0.29098520522930355,Iris-setosa
+58,5.525695379952549,3.2714584054893754,4.304131039394133,0.39508938138853944,Iris-versicolor
+59,4.836958219394612,3.2201717949300948,1.1176224582721035,1.4971478368130426,Iris-versicolor
+60,6.185386236244404,2.8886564921566182,3.9337664841521525,1.3076392916869426,Iris-versicolor
+61,5.176321701300944,4.136450247178807,1.2610219419207067,0.29781947814466464,Iris-setosa
+62,6.330327855184494,2.7249028350076094,4.451794784844339,1.442124045244036,Iris-versicolor
+63,7.001425056756037,3.188072923336289,4.475292723454125,1.5585261939825215,Iris-versicolor
+64,6.34200652247836,2.9395883902659325,5.229578109519095,1.8493713437198107,Iris-virginica
+65,5.371535687461778,2.854444549641407,3.8038393424322567,1.5807171632448311,Iris-versicolor
+66,4.921930779039411,3.544305570532863,1.5221580542438806,0.3445553349008011,Iris-setosa
+67,4.723220263302541,3.288869725200234,1.3060291168267513,0.30945621093993203,Iris-setosa
+68,4.804958035907487,3.280884676502434,1.322363670529021,0.17025841161065275,Iris-setosa
+69,6.428621434112081,3.5521967012146525,5.653009715016024,2.5809303441901648,Iris-virginica
+70,4.810531102643686,3.1548418298893486,1.4029992259871193,0.10276074155926049,Iris-setosa
+71,6.8979194822841885,3.0678081326049877,5.626426921823885,1.8928718616670537,Iris-virginica
+72,4.6451816287322885,2.8385660575524048,1.1509672490920426,0.14719862552989016,Iris-setosa
+73,6.492740618230224,3.1239757741232475,4.992431886052252,1.8277051382724554,Iris-virginica
+74,6.124849760151135,2.969550461823692,4.491878346544641,1.505927122791929,Iris-versicolor
+75,6.336351571530102,2.628838008278556,4.072682703272801,1.3203416922364102,Iris-versicolor
+76,6.045563865812365,2.790946850471093,4.065975323300797,1.3633635031687805,Iris-versicolor
+77,5.8500377222936315,3.1059764567645862,4.403223097003245,1.475680986994095,Iris-versicolor
+78,7.418621695245468,2.6809411680223203,4.841518918720236,1.712239568400297,Iris-virginica
+79,6.250325206246709,2.906260604948633,4.7032648942703155,1.658018802413042,Iris-versicolor
+80,5.192255714254863,2.7458178728995586,3.805512607853676,1.4479952881531073,Iris-versicolor
+81,4.989317291886488,3.6337415977655447,1.4684191283634553,0.2649033415178499,Iris-setosa
+82,5.336104493823787,2.9799073048692635,4.79829310640336,1.3362744874926056,Iris-versicolor
+83,5.321830330119011,3.5248160833017055,1.5021238150542955,0.28337663189168655,Iris-setosa
+84,7.13664007367789,2.903665128712238,5.51980764263269,1.870078660403106,Iris-virginica
+85,5.807648363335269,3.0654972037969825,4.278976091217114,1.2827188602729207,Iris-versicolor
+86,5.5068268724668386,2.8759430354111992,4.818697155704831,1.4137924189528477,Iris-versicolor
+87,6.592301924161006,3.018039296311123,4.859316349339433,2.0771913941654634,Iris-virginica
+88,7.0244102753363995,3.426046514392496,4.250797198667243,1.285213558637058,Iris-versicolor
+89,6.185205356119945,2.9502029706633093,4.781526962311761,1.8572162057856925,Iris-virginica
+90,7.481578203361705,2.8502873987652113,6.233164265159818,2.032951072604865,Iris-virginica
+91,4.779438399164862,3.42745287263875,1.5979430905937864,0.30010023877908687,Iris-setosa
+92,6.796324832884887,2.8366851763294583,4.437662855704576,1.7262164778210907,Iris-versicolor
+93,5.500396481732166,2.029113337036815,4.302050439759769,1.2929453654032468,Iris-versicolor
+94,5.35000228005237,3.580142346508738,1.577036014244021,0.2604055884651979,Iris-setosa
+95,4.357443621680559,2.3198118501539033,1.245767763003232,0.1264079016717113,Iris-setosa
+96,6.726400088421071,3.2290942900299306,3.860196750462829,1.367166737105756,Iris-versicolor
+97,7.337716487194738,3.428261565130989,5.595491852793963,2.3167370211880134,Iris-virginica
+98,5.908702649030821,2.6522630196024077,5.0886310776982056,1.8762327174374418,Iris-virginica
+99,5.199995840216526,3.541278907745514,1.2661865905315792,0.3048068512882395,Iris-setosa
+100,6.04079426343082,3.154352737936445,5.393078616820643,1.2723013021365763,Iris-versicolor
+101,6.507382244726842,2.733615650931782,4.178536938671294,1.5377058146424831,Iris-versicolor
+102,6.9882679152510025,2.376623953059271,6.449559799344975,1.7931475049763377,Iris-virginica
+103,5.337650839852439,3.2533002424536575,4.753359412762855,0.21701869647218613,Iris-versicolor
+104,6.06092713446383,2.6821436340663958,4.029396128530606,1.1704248606377354,Iris-versicolor
+105,4.468381659203598,3.125409445520289,1.7010036979342433,0.24735170350710065,Iris-setosa
+106,5.03868405097167,3.47061798702673,1.4687920678867132,0.1808144646470712,Iris-setosa
+107,6.278034770440194,2.8604270973564323,4.697370743734167,1.4995495907354408,Iris-versicolor
+108,6.724730685839562,2.9851666862073576,5.601829136751796,2.1364771114936336,Iris-virginica
+109,6.550242757311041,3.148309223168468,5.26943677874959,1.802902565779106,Iris-virginica
+110,7.11059728949703,2.79665853105948,6.165171806427089,1.8051889667162275,Iris-virginica
+111,4.547026463914964,2.6632238410081968,1.4851733637761384,0.12444820569842871,Iris-setosa
+112,5.834410916979569,2.9181095362770466,4.208701281922391,1.3814403498480377,Iris-versicolor
+113,6.17662935555806,3.093898657948798,4.722795900510444,1.5568650603290226,Iris-virginica
+114,6.710693737100006,3.3696875808312012,4.276674483999116,1.751561677907117,Iris-versicolor
+115,6.344102522806822,2.7030619076314943,5.55520183793552,1.6082516402700893,Iris-virginica
+116,6.764184085881739,3.2304748748883143,5.309813950498726,2.231763020563339,Iris-virginica
+117,6.356671267906058,2.648139073703897,4.649127724487049,1.4158654841201685,Iris-virginica
+118,6.585877133526383,3.0587595458000756,5.882117625153817,2.165369672985127,Iris-virginica
+119,6.428447546514202,3.089191376045079,5.722436481864467,1.7185871502762011,Iris-virginica
diff --git a/iris/tvae/3/18/test.csv b/iris/tvae/3/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/18/train.csv b/iris/tvae/3/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/18/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/18/val.csv b/iris/tvae/3/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/19/synth.csv b/iris/tvae/3/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8015fd0fd7b499a9860c420cdb421f541ac244bc
--- /dev/null
+++ b/iris/tvae/3/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.381313671997089,2.7380525637750934,4.773992954214934,1.6098424622943404,Iris-virginica
+1,4.594145885709252,3.4720558114916855,1.4627730578264202,0.1286259745462306,Iris-setosa
+2,6.274831105199052,2.867163248210945,5.401183390001761,1.6738256371045892,Iris-virginica
+3,5.950929361240544,2.777688261427601,4.738316438950697,1.4438652591211583,Iris-versicolor
+4,6.65568336142673,2.6881089117081682,5.520816825789099,1.8928472060160633,Iris-virginica
+5,6.363942896095713,3.0016483854887532,4.7132140650440215,1.5232618562764224,Iris-versicolor
+6,6.902176836591924,3.1174060304588496,5.527682802343309,2.310594912744153,Iris-virginica
+7,6.652373282210286,2.9545316824099883,5.57696958690527,2.076607196787742,Iris-virginica
+8,6.29516804158938,3.3927498227753707,5.157947560627959,2.0612480710394765,Iris-virginica
+9,5.517348170851823,2.892875641063454,4.656467845437289,1.7153440673212483,Iris-versicolor
+10,6.339717878917637,3.0529875987444828,5.9364360206627325,2.0423546228443743,Iris-virginica
+11,6.664567363883619,3.181032663198171,5.316459079732117,1.8477730366683094,Iris-virginica
+12,6.258231733897614,2.835951206260546,4.0875153770424495,1.2002013954483588,Iris-versicolor
+13,4.629646483767804,2.767236244150628,1.2014503933609848,0.15300633676787567,Iris-setosa
+14,6.724227987372384,3.003381778948267,4.666418840918153,1.3312325899855681,Iris-versicolor
+15,6.937230485527165,3.1866510900555958,5.869851454686868,2.14769008760319,Iris-virginica
+16,6.887473252743325,3.1156937401411695,4.610257620748953,1.4912947849055949,Iris-versicolor
+17,6.557036853266974,3.446861498332841,6.083037032381584,2.1192824564654407,Iris-virginica
+18,6.214915490162458,2.276545183887976,5.063149667013571,1.499053426189989,Iris-virginica
+19,5.668376281886399,2.639981402087645,3.987856899095849,1.3479913443093279,Iris-versicolor
+20,6.56307204581455,3.1408807022397625,4.650670680060503,1.5908068194027891,Iris-versicolor
+21,7.302362180716127,2.734806381104404,5.896585366347978,2.154104838278497,Iris-virginica
+22,5.649549141898113,3.5676634250736132,4.393800726582758,0.21104623898357028,Iris-versicolor
+23,4.8905419888836885,2.938600882625367,1.4563867342519585,0.1859086930852592,Iris-setosa
+24,5.36309501793911,3.5251972810875496,1.4307523838576084,0.24058014670948022,Iris-setosa
+25,6.5451671549391035,3.2213673071779514,5.777486203038782,2.3380211088453104,Iris-virginica
+26,6.680742402026656,3.3227856155912807,4.846924086140488,1.527572448855736,Iris-versicolor
+27,5.634691293298081,2.6973495638065312,3.9015306991950074,0.9756103669593603,Iris-versicolor
+28,4.481040624219009,2.9244741055138666,1.2897025154737543,0.15678726313526437,Iris-setosa
+29,5.11034322150385,3.1620629594738956,3.9338670102318307,1.8293229332514445,Iris-versicolor
+30,4.940675746277045,3.063671142939859,1.4083335836736528,0.27700581317262774,Iris-setosa
+31,4.7023947949687255,2.4889033542070655,1.2355204357949447,0.17167445768818035,Iris-setosa
+32,5.876694881852393,3.0548362632842965,4.302551659762105,1.3486692605389947,Iris-versicolor
+33,4.580823495913959,3.0622714280983327,1.274629619849428,0.23574129985026762,Iris-setosa
+34,5.940723153239435,2.838338350757484,4.270429351813841,1.3923411304694833,Iris-versicolor
+35,6.3566327981819155,2.7641830471514446,4.306925547785186,1.2115007446824326,Iris-versicolor
+36,6.798120252442949,3.200279534119116,4.981619074063838,1.6977415877055968,Iris-versicolor
+37,6.57914035641528,2.241266886982836,4.801973837547673,1.2945388440881653,Iris-versicolor
+38,4.824242816244439,3.6087323159225653,1.3319969731390713,0.2238008880731619,Iris-setosa
+39,6.365663676486541,2.7228322295037755,4.489235404214269,1.508402939935185,Iris-versicolor
+40,5.286897682700082,3.0329148408864204,1.3474741648288777,1.5975768279271312,Iris-versicolor
+41,6.487799100275536,3.1531452742138066,5.099829680256905,2.0750866795335234,Iris-virginica
+42,7.297153687407931,3.048393196868414,6.058518705356424,1.9108347436221518,Iris-virginica
+43,6.1668552575021005,3.0601110999904466,4.762207734998151,2.0796928505465186,Iris-virginica
+44,4.811793649435575,3.3117992018603495,1.4631960472913932,0.28529703007587803,Iris-setosa
+45,4.853913381764752,3.417503153078479,1.624865262475691,0.03444447300532691,Iris-setosa
+46,5.337466442639819,2.6967830702446993,4.410104323950776,1.021411363553006,Iris-versicolor
+47,6.047080188001384,2.4962827060736794,3.8481162629390187,1.1612196920763282,Iris-versicolor
+48,5.630058813082448,3.620257688592811,1.747396247413412,0.2584848184733054,Iris-setosa
+49,6.713450774136081,3.1503452682871225,5.22690585668705,1.9752938737736299,Iris-virginica
+50,6.344024195892936,2.6055962352852693,4.679399295596212,1.4321650512939088,Iris-versicolor
+51,6.493240772620551,2.71813748348454,5.289748496123888,1.8288668875045782,Iris-virginica
+52,4.546820632814405,2.9970660836458816,1.3201854240324933,0.19045491390835229,Iris-setosa
+53,6.668987005432647,3.1398348301662247,5.761737128158596,2.145050388149145,Iris-virginica
+54,5.882876913806373,3.1620856663419734,4.677900825921537,1.4578707258018178,Iris-versicolor
+55,6.353692545852717,3.0035588119165917,4.7586298276224985,1.4368229415327902,Iris-versicolor
+56,4.856477087973614,3.017571011889869,1.2615484944226676,0.08714206697531732,Iris-setosa
+57,5.832811662661201,2.5671407833961837,4.637553645995416,1.6108753755807808,Iris-versicolor
+58,6.519701868786893,3.052477520910936,5.309031133525522,1.820493909681674,Iris-virginica
+59,6.9265886574518225,2.7443380401624213,5.0422673605663215,1.9225560478208137,Iris-virginica
+60,4.213106788759431,2.6765116558036883,1.315792600121063,0.1572897271759583,Iris-setosa
+61,6.278958152139481,3.167374835227509,5.33073669242047,2.1424943719729024,Iris-virginica
+62,4.899086073183299,2.9171525915916696,4.248740783339709,1.165659770808217,Iris-versicolor
+63,5.93848249065899,2.5112244962960273,3.912615151141969,1.2856019766110687,Iris-versicolor
+64,5.388280294719593,2.429612345416142,4.214530559955196,1.391879945224549,Iris-versicolor
+65,4.556690849047073,3.0832327825035177,1.15557831674859,0.15907330335340936,Iris-setosa
+66,6.839096078186884,3.0050721685740225,5.544956712236903,1.9683662768033083,Iris-virginica
+67,6.418479775416978,3.397343573677174,5.232734284135152,2.1337976392090345,Iris-virginica
+68,6.12497253751104,2.655819977304149,4.7224992007301365,1.6004123403270187,Iris-virginica
+69,5.94573263553598,2.8609491295838216,4.65932692888119,1.3676508310694955,Iris-versicolor
+70,5.1891115246089266,2.59858922172935,4.542040766122809,1.0662496400818005,Iris-versicolor
+71,5.195852757873786,3.5722880873115495,1.3317433912141274,0.12571579010322728,Iris-setosa
+72,5.862279090882427,2.7510921170285427,4.338217232708704,1.2831399421656067,Iris-versicolor
+73,5.368563238190817,3.250894451907511,4.4366456926241575,1.5262330406658182,Iris-versicolor
+74,5.197702080294121,3.441447648977109,1.5800332576678937,0.2784962390814273,Iris-setosa
+75,7.0223560409478205,3.3483670758177553,5.651267978550964,2.1989429797941993,Iris-virginica
+76,5.243128827835099,3.403508620432884,1.1300416930429238,0.20590527737083306,Iris-setosa
+77,4.393930002816555,2.356986550965616,1.01045707577375,0.15727674567298114,Iris-setosa
+78,5.083707621747511,3.018191302979133,1.507183481615183,0.1572924130511168,Iris-setosa
+79,4.423822137606842,3.399116741259106,1.4362769175449919,0.13268860080038816,Iris-setosa
+80,4.889287755269024,3.242674181580056,1.5342684789252616,0.17829697986021772,Iris-setosa
+81,6.758646231871189,2.9483091748884847,4.775739122038924,1.4368196862439908,Iris-versicolor
+82,6.448157063898969,3.1124679154548773,4.508240388679625,1.4113097001096027,Iris-versicolor
+83,5.632865721733872,2.882113407144932,4.533398128403131,1.2919238244662592,Iris-versicolor
+84,6.7073584842878615,2.9431635918255656,5.085948726593755,1.7303003102488008,Iris-virginica
+85,6.367800284901836,2.5706652369703233,4.410604951877643,1.3997382867749195,Iris-versicolor
+86,4.985062872448713,3.490978391516802,1.5698993475581078,0.3876353411354321,Iris-setosa
+87,5.335685967577131,2.666728080284509,4.39179962455307,1.6026806247969116,Iris-versicolor
+88,6.357649329231148,3.3350330686217777,4.9102063030264675,1.600671804523115,Iris-versicolor
+89,7.222218190635622,3.2182194837848543,6.211328388397204,2.2331100138076923,Iris-virginica
+90,6.487780479290642,2.9371126649636907,4.687505399801654,1.3253359560163713,Iris-versicolor
+91,6.642093630198952,2.987573796029351,4.632240127128782,1.4525491805148376,Iris-versicolor
+92,4.930044447531375,4.136590550579051,1.6521810017865963,0.1260469725056639,Iris-setosa
+93,6.5987742696467535,2.910823355135089,5.293254647862426,1.7955555596603299,Iris-virginica
+94,6.304502218064506,2.8957728764117783,3.893669558872795,1.0573595488992962,Iris-versicolor
+95,5.182969086459565,3.5069671762549075,1.3506254416192407,0.20464592512609303,Iris-setosa
+96,6.271289704111432,2.4866845834367957,5.733751089175588,1.881451717131717,Iris-virginica
+97,5.24209724897237,3.3383104402147192,1.5456268636297124,0.22563786860783497,Iris-setosa
+98,5.017602467425062,4.011801087953034,1.4168129134430525,0.3176102064887084,Iris-setosa
+99,5.111295124822367,3.6655115323339063,1.1050782402374362,0.4534617860690456,Iris-setosa
+100,5.85118267572089,3.1342321960158137,4.7038068919612925,1.605347094696303,Iris-versicolor
+101,6.106949311978915,2.7851870024306473,4.493721511166909,1.3702593682243476,Iris-versicolor
+102,5.9413239106658295,2.813917767989685,4.631240451758423,1.5801628593075425,Iris-virginica
+103,7.088437009211872,3.1804731388546155,6.222828633840463,2.2235255916278827,Iris-virginica
+104,4.167000029769891,2.589844320087066,1.2290257413480457,0.1641167355820165,Iris-setosa
+105,6.617254875477082,3.089654277707408,4.649819450574135,1.521299662851544,Iris-versicolor
+106,4.985811388690428,2.7822981630044588,1.2944395141418028,1.1505250814875994,Iris-versicolor
+107,5.810586663320334,2.3243483210136215,4.788533087010256,1.4804166192593435,Iris-versicolor
+108,6.093153720529192,3.111621908908982,4.794853495102552,1.9292594700527959,Iris-virginica
+109,6.323384389852745,3.169962083552061,4.8680426544886926,1.2077264646402535,Iris-versicolor
+110,5.082598010045187,3.598140987019476,1.5932231222188542,0.2458723544044072,Iris-setosa
+111,5.486359680069887,4.130210694814565,1.6311502143638414,0.39008515903652047,Iris-setosa
+112,6.207861919283603,2.970429890025245,4.305476068435572,1.8319518686009646,Iris-versicolor
+113,6.366012876876653,3.219925910735856,5.031639674702629,1.6764346539604593,Iris-virginica
+114,4.756891522053443,3.0765384038516825,1.467165932677686,0.29171923941833844,Iris-setosa
+115,6.062058515073503,3.0343203680533724,4.29204152711094,1.6199903944176095,Iris-versicolor
+116,7.079997142493928,3.0197837871162743,4.821989429487523,1.9308160194524127,Iris-virginica
+117,4.933724129049781,2.8754528342805052,1.3384175800235,0.29040889305298456,Iris-setosa
+118,5.433049747254713,3.0816866067343436,3.7724299921751276,0.7762972578829199,Iris-versicolor
+119,6.337562540286362,3.0984839811050855,4.820920790116646,1.67546754862134,Iris-virginica
diff --git a/iris/tvae/3/19/test.csv b/iris/tvae/3/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/19/train.csv b/iris/tvae/3/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/19/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/19/val.csv b/iris/tvae/3/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/2/synth.csv b/iris/tvae/3/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3fa8c635eb90bfc592bc8894c4767763b271981c
--- /dev/null
+++ b/iris/tvae/3/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.361648978668092,2.316142171358019,4.837499796736093,1.7358862476388184,Iris-virginica
+1,4.805566638968169,3.1030839660490557,1.1146298611200993,0.10422915909944061,Iris-setosa
+2,5.374456289462121,2.5930454241914904,3.958914209508142,1.1858148571776725,Iris-versicolor
+3,5.265495715778721,3.5226453556279766,1.453843326460294,0.20389422111022543,Iris-setosa
+4,4.544140698150889,3.1922804986648496,1.362903026085779,0.2497788178192409,Iris-setosa
+5,5.888387179144861,2.7623932292000535,4.702244907846177,1.4301575604285934,Iris-versicolor
+6,4.643660875316749,3.066936276036618,1.258202167328264,0.2663962877189644,Iris-setosa
+7,5.954750245833993,2.8892726654663914,4.553155962705264,1.6037815626100922,Iris-versicolor
+8,5.243239703980954,3.6032340174495974,4.579330981520059,0.3034988424923373,Iris-versicolor
+9,6.007454142677291,2.4859852711114003,4.718356893553487,1.3589606606318934,Iris-versicolor
+10,5.068318456041417,3.3057642470332924,1.3977126210999429,0.26413858833441956,Iris-setosa
+11,4.933623325669191,2.6314222118550195,1.2260965236846557,0.13081789199938873,Iris-setosa
+12,6.453943002037738,2.9458624250824714,4.503988049202057,1.5608061426658362,Iris-versicolor
+13,4.461241434652412,2.896845247356486,1.3218139796198274,0.14682433040972326,Iris-setosa
+14,5.329597511505174,2.0688989689075434,2.82692828796005,1.188840850697743,Iris-versicolor
+15,4.9403184304334005,3.0637061209247016,4.373939729394748,1.4189394449020758,Iris-versicolor
+16,5.646283575263646,2.500199274214595,4.171815283507219,1.2218482433094588,Iris-versicolor
+17,7.72128860249448,3.609458829972466,6.25159577681587,2.342158401125467,Iris-virginica
+18,5.210177996147348,3.5782358149150233,1.445330266579594,0.35724869190638614,Iris-setosa
+19,5.752558544830388,2.187300898587728,3.8789756432370686,1.4412215804874118,Iris-versicolor
+20,6.1455049242931885,2.666468082406244,4.604523975968506,1.527000193723238,Iris-versicolor
+21,6.525435301746617,3.16012353057462,5.605651441022636,2.2126683142083814,Iris-virginica
+22,5.831860951040536,2.6329193163917917,4.074153946854855,1.3845297383142474,Iris-versicolor
+23,6.878911440751603,2.438136111005082,5.795593480053963,1.8167185485940145,Iris-virginica
+24,7.182023269788823,3.568521084567436,5.8405089506913015,1.8520647199436993,Iris-virginica
+25,4.552266656235421,3.3158382279167173,1.2773710169211805,0.2242254997985408,Iris-setosa
+26,4.500493545141663,3.3475973840465914,1.418337287179301,0.30384263184968685,Iris-setosa
+27,5.865635011076123,2.9286591269802162,4.210211197621646,1.305777990707098,Iris-versicolor
+28,6.000829062474553,3.1705361918448456,4.461178300036449,1.2630568988784727,Iris-versicolor
+29,4.78113942992166,3.3624461684263376,1.2812939303947437,0.2609815670314577,Iris-setosa
+30,5.831676019289703,2.511740237367331,3.849681444506406,1.540031584293614,Iris-versicolor
+31,7.220290071979597,3.1381492304846064,5.465839262754989,2.1995171438518657,Iris-virginica
+32,4.919967557938696,2.767749395252368,3.702680908176443,1.4156091509446047,Iris-versicolor
+33,4.825184587266071,2.3949093465104325,3.9442784613211246,1.7175684265831312,Iris-setosa
+34,5.342706180881599,2.428382245607147,4.930424914688795,1.7616083181021773,Iris-virginica
+35,6.751313873061899,3.018180718478286,4.288514594162226,1.4678662540609748,Iris-versicolor
+36,4.830787144150827,3.3437453061940907,1.5449046284452694,0.18215504021793985,Iris-setosa
+37,6.439093642669369,3.1288907501294423,4.895401052593589,1.4850372175685729,Iris-versicolor
+38,5.0314580822442005,3.695192446486149,1.4615054771214826,0.1789683329284788,Iris-setosa
+39,6.421255998795935,2.9790196261644226,4.676093539974584,1.7500928631420818,Iris-versicolor
+40,6.535184033865178,2.6433500717638885,5.800599070547646,1.6338852080459478,Iris-virginica
+41,6.928783174967239,3.4393853415450795,5.452037766677755,2.695525144497428,Iris-virginica
+42,5.795336817490046,2.8274651536689595,4.197945764126181,1.548584873400238,Iris-versicolor
+43,6.6053714813667535,2.4953444151708926,4.354270524754673,1.2774195867523468,Iris-versicolor
+44,6.501051346672094,2.805425769781661,4.83627954640083,1.7514643256911657,Iris-virginica
+45,5.292445107809505,3.550576638829689,1.4856642199796022,0.09595527201294277,Iris-setosa
+46,6.451352580121722,2.9011607485309816,4.683748275636248,1.3438166588273113,Iris-versicolor
+47,6.258568247238464,3.0747987268276633,4.1225152307231285,1.2963794073060113,Iris-versicolor
+48,6.091618422571411,3.670098873519424,4.310402599653017,1.5522565324068098,Iris-versicolor
+49,6.386370183818062,2.818034664013781,5.527761526346856,1.6810288827553008,Iris-virginica
+50,6.727199225220171,3.154434718378765,4.654621199753576,1.5524506517729362,Iris-versicolor
+51,5.057533015390011,3.0024033900127534,1.3533815434747838,0.19066938313605136,Iris-setosa
+52,5.011141602185575,3.3287974114648713,1.6604631085398813,0.23298379921619305,Iris-setosa
+53,6.318133086265984,3.2715866581419464,4.29396988805819,1.3104630808985591,Iris-versicolor
+54,5.129647225443402,2.5150316988250596,3.7634029455449625,1.36551085353049,Iris-versicolor
+55,8.146171070660209,3.0078170239067203,6.598274365206745,2.1570874884626354,Iris-virginica
+56,5.3590312320704125,2.860590769469807,4.093083513119662,1.4635807468234652,Iris-versicolor
+57,4.5282593986878785,2.290968513941851,0.8841986321925301,0.06367693092084445,Iris-setosa
+58,6.526880561940978,2.7357145014861404,5.174424993674562,1.5876988317426868,Iris-virginica
+59,4.433036692196295,3.3241157048702106,1.3588205111732519,0.19567450691400431,Iris-setosa
+60,7.112818836707801,3.536207226795189,6.293882592026858,2.4391033178198063,Iris-virginica
+61,5.159658921525463,3.5370717383992556,1.6300625152664203,0.19821900822607677,Iris-setosa
+62,4.69180982821959,2.946513173266074,1.1981509600316242,0.10844296734281975,Iris-setosa
+63,6.063608424752578,2.2939779679075385,4.164502450861238,1.2200066820370081,Iris-versicolor
+64,6.854997912570257,2.788393670239344,5.835500217502128,1.8832113937651391,Iris-virginica
+65,5.2216014999382745,3.512263946929267,1.4340207083192793,0.1356341811397042,Iris-setosa
+66,6.522964931775523,2.8531989252278724,4.464266982541396,1.383753319343135,Iris-versicolor
+67,6.128721707968972,2.981727168581601,4.715372685580131,1.4853273307373036,Iris-versicolor
+68,6.618033964696864,3.174887363732221,5.3885816038478715,1.9695124260464338,Iris-virginica
+69,6.674613526603658,3.002218646898422,5.035322639572606,1.898877920779375,Iris-virginica
+70,5.491214868581607,2.8183259073765066,4.396853048831597,1.4794733312381902,Iris-versicolor
+71,5.544962954262895,3.5132702666964715,1.22391795334476,0.21389478763074338,Iris-setosa
+72,4.6870738583685725,2.666261208377639,1.0444964786692186,0.13930817728808007,Iris-setosa
+73,6.60043296229956,2.9543266272005186,5.09555694417167,1.9107001648104462,Iris-virginica
+74,5.08091923200156,3.1888947058804415,1.321864077142644,0.20120742430823144,Iris-setosa
+75,6.758452506928864,2.9286241991884725,4.967116116190502,1.5651287350966532,Iris-virginica
+76,4.906652291245182,3.9945204782633748,1.5621696884735603,0.22072861960999432,Iris-setosa
+77,7.07129090732014,2.800427441890032,5.948384442671441,1.7146676528179878,Iris-virginica
+78,6.892973313610929,3.3139895246356956,5.564200688500243,2.396734536234561,Iris-virginica
+79,5.578792042795066,2.5115482302825125,4.43055263733226,1.5006713570818508,Iris-virginica
+80,4.317344947945481,2.644041922167638,1.3024106786696847,0.23502859359417358,Iris-setosa
+81,6.509492618601688,3.1154839863738313,5.396885200676007,1.668317155715822,Iris-versicolor
+82,6.6955742700976,2.8763785041309964,5.286050944984881,1.718520862265058,Iris-virginica
+83,5.165923264536968,3.5404944497711037,1.236744984987549,0.2743891960075257,Iris-setosa
+84,6.6430264199011075,3.3940179339962246,5.6969030133680505,2.3076009990585873,Iris-virginica
+85,6.420745028812879,2.7618954030936664,5.622719046537499,1.6110471358559342,Iris-virginica
+86,4.715468477848401,3.175296059427261,1.5249837594056523,0.17410201011777798,Iris-setosa
+87,5.527661089982369,3.981124206624506,1.5958966143498934,0.1780772632026259,Iris-setosa
+88,4.680970135112513,2.9600811927985764,1.2490397110915952,0.1478039965217285,Iris-setosa
+89,5.925230905593944,2.893307603176198,4.718026368043723,1.4085580747469182,Iris-versicolor
+90,6.848081553152662,2.7890368121920255,5.657108949088528,2.3365633583694505,Iris-virginica
+91,6.400399579240954,2.4717753635200492,4.6160247399383225,1.4551812318753825,Iris-virginica
+92,4.986604563341779,3.1192863455381983,1.4557728605067877,0.15969778967651144,Iris-setosa
+93,7.831840746448352,2.8105234178690632,6.11826606126507,2.054349813152772,Iris-virginica
+94,4.615435576984777,3.854572757837852,1.6418147359349953,0.31223829690623867,Iris-setosa
+95,5.827108523059203,2.763749531781407,4.9228719113305175,1.5228702624049264,Iris-versicolor
+96,6.5991817198064835,2.7818319220388577,5.0582219163888835,1.4260894962101192,Iris-versicolor
+97,6.418427565361463,3.059392301682296,5.347696483276928,1.9067186554333964,Iris-virginica
+98,7.2332016048934955,3.330789359534549,6.002635761342225,2.292612215453102,Iris-virginica
+99,5.961756074752282,2.917164972573145,4.912367049393519,1.5833160098521126,Iris-virginica
+100,6.01369597801711,2.5966155200306233,3.8675822434952973,1.1328119677537516,Iris-versicolor
+101,6.2972963124671475,3.433098501786686,4.487501104497533,1.2237417932007124,Iris-versicolor
+102,5.569298806592834,2.843559246389556,4.387472127538578,1.4434483819414285,Iris-versicolor
+103,7.474132603740874,2.7025254958312512,6.256217299063197,1.692047668996142,Iris-virginica
+104,4.736674008848657,3.0276804318956128,1.5743843371743642,0.3175702688868981,Iris-setosa
+105,7.440529368696515,3.084822740029862,4.715374547479268,1.5429470352014845,Iris-versicolor
+106,7.212958154181233,3.105148844633269,5.603253710842324,1.7340909325823795,Iris-virginica
+107,5.165021582609471,3.073403694882602,4.925567451984747,1.2284383916543282,Iris-versicolor
+108,4.815558710494315,3.264177136117798,1.3404864367548783,0.21544454572070226,Iris-setosa
+109,5.859587443229757,2.9332305574804076,4.50139205379794,1.49321102672538,Iris-versicolor
+110,6.039882699131887,2.929201669579481,4.68115268234056,1.5124180618377974,Iris-virginica
+111,5.199856455996594,3.701003741611389,1.5294878075313998,0.3121661009620785,Iris-setosa
+112,4.7727145584439565,3.9771493051470532,1.8407880471883915,0.22353118982453632,Iris-setosa
+113,5.028319327947925,3.471216913974677,1.507660723431641,0.22696566328331755,Iris-setosa
+114,6.159297056655032,2.8361310020111468,4.709339748624158,1.356659682835091,Iris-versicolor
+115,6.141924463067186,3.0367647949624175,4.347634726154562,1.5596635998699646,Iris-versicolor
+116,5.462692469133224,2.235945506751999,3.5860623865929107,0.9153395021823386,Iris-versicolor
+117,4.635355382993398,3.198035852958958,1.2977059880038233,-0.014902523830617187,Iris-setosa
+118,5.229963915416534,3.1448160327766694,1.3025607404649049,0.24205480350420427,Iris-setosa
+119,6.37420177781853,3.1757965876517362,5.218681147136635,1.5412592389109325,Iris-versicolor
diff --git a/iris/tvae/3/2/test.csv b/iris/tvae/3/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/2/train.csv b/iris/tvae/3/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/2/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/2/val.csv b/iris/tvae/3/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/20/synth.csv b/iris/tvae/3/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9d6610a56226eaa5e643dd5996e79818a48dc4e6
--- /dev/null
+++ b/iris/tvae/3/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.139480497403551,3.220710655764436,4.400895327272943,1.344435760408264,Iris-versicolor
+1,6.266211563340046,2.8232355867748806,4.4342639086983935,1.4574476126200253,Iris-versicolor
+2,4.65924094413332,3.100657180536945,1.238569714169953,0.22760262238297213,Iris-setosa
+3,5.964032825158376,3.1479978210334525,4.355219531035205,1.5540298425809504,Iris-versicolor
+4,6.267075412541173,2.7412544136110144,5.133663795687305,1.859640173341175,Iris-versicolor
+5,6.3572765969107605,3.0490028202140413,4.540351158323024,1.6233794467008893,Iris-versicolor
+6,6.692023767718897,3.3788429849489785,5.423262166025188,1.994950950127886,Iris-virginica
+7,6.081095957526228,2.4340145672245095,5.2696326219173715,1.4637186105958118,Iris-virginica
+8,6.636102307828119,3.0797728480067086,4.944786689471881,1.495665822879252,Iris-versicolor
+9,6.4016710839992506,3.527014616596056,4.953141129560697,1.854128615018478,Iris-versicolor
+10,6.373611622005,3.1567205016866358,4.771705947154162,1.51285623326359,Iris-versicolor
+11,6.579679626344705,3.138392612299339,4.610044001659525,1.5975777114248833,Iris-versicolor
+12,6.32316244252488,2.931831442845683,5.499934396329837,2.2611658706860145,Iris-virginica
+13,6.692576168837229,3.2178203669038816,5.78369821219332,2.319138081832759,Iris-virginica
+14,6.234205830107263,3.275457856640671,4.783957320521146,2.009468159409509,Iris-virginica
+15,6.701683708128077,3.350024998006878,5.240241453661691,2.539393831926442,Iris-virginica
+16,6.020937694369352,2.9717892705562035,4.075893044400269,1.3007030092668237,Iris-versicolor
+17,6.427775511958708,2.864447233427978,4.49605700713589,1.404419521358502,Iris-versicolor
+18,5.537613459897616,3.5247488742053745,1.540896187388031,0.18475986193261237,Iris-setosa
+19,5.6838312687620665,3.745699135498398,1.3205042894854329,0.3001018717039616,Iris-setosa
+20,5.372470224678513,3.545987511649777,1.3084872513968266,0.24197243692080805,Iris-setosa
+21,4.832795754241596,3.5346959730886613,1.373624829843577,0.16478741022037374,Iris-setosa
+22,5.079997174548561,3.4447423027644137,1.2631473752509739,0.1518753144995404,Iris-setosa
+23,5.046689265526945,2.486723646278923,4.072972381983886,1.244188082719467,Iris-versicolor
+24,5.871188987167803,2.8543175615880476,4.669568681809662,1.3738983305673007,Iris-versicolor
+25,6.993356509500079,3.310528159085526,5.48464291525502,2.5340765140366104,Iris-virginica
+26,5.464179866125029,2.846097638296042,5.137463575978549,1.4345951084930602,Iris-virginica
+27,6.279195013323147,2.773097709537012,4.597244113144945,1.4417248316830393,Iris-versicolor
+28,4.8498252895058,3.095657953310285,1.2269404757625435,0.13626128696185769,Iris-setosa
+29,4.205178749087797,2.6483179833357773,1.2724154390780011,0.30331383911364207,Iris-setosa
+30,4.3339895569830755,3.029661964982422,1.3051761651898302,0.206517819629319,Iris-setosa
+31,5.816698077499612,2.995032410308905,4.881427408119592,1.4250792521349012,Iris-versicolor
+32,6.478188907434281,2.8227543545738767,4.732182013989875,1.866023277834791,Iris-virginica
+33,6.927344760517473,3.083657293754449,4.638943111280689,1.4277949640498337,Iris-versicolor
+34,4.196176087878022,3.0494249261858104,1.2708285931960028,0.21566891914631833,Iris-setosa
+35,6.098686605656362,3.1576402449271193,4.304759446391515,1.352315824246583,Iris-versicolor
+36,4.566740892451868,3.0622946365458463,1.4133318176971539,0.20815138247468296,Iris-setosa
+37,5.3068906345184725,2.487108788687273,4.139199181356439,1.4402655186054545,Iris-versicolor
+38,4.537719208002466,3.108187854412006,1.3458426900975098,0.1735133643923706,Iris-setosa
+39,4.237019681914966,3.4141779516140938,1.211272007562374,0.09539594728459619,Iris-setosa
+40,6.513376660227805,3.17596711669398,5.277648629978142,2.0419135415890683,Iris-virginica
+41,5.5001405715728655,2.6079698711734856,4.239130254804046,1.214881835871991,Iris-versicolor
+42,6.120980508650129,2.474833155567472,5.425752730290609,1.719623810818061,Iris-virginica
+43,6.771841271855163,3.237583931890911,4.727689018657127,1.6296956730308874,Iris-versicolor
+44,6.066464197236216,2.9385597586000145,4.197494058739293,1.2162214180063948,Iris-versicolor
+45,6.475727539081668,2.7609594039922727,4.708093830951718,1.7163768951995955,Iris-versicolor
+46,5.410670436649433,3.910131105120444,1.1225298567618234,0.5058963976747698,Iris-setosa
+47,6.966425881131245,2.744053024297923,5.605911436307724,2.3218677056018135,Iris-virginica
+48,7.740703283329205,2.921100424026223,6.291629377500515,2.0385678956807016,Iris-virginica
+49,4.7999108800039165,2.974195934456064,1.3575504582717568,0.2975153685195932,Iris-setosa
+50,6.6285952695755785,3.272909362521893,4.296919987956776,1.3572752104984729,Iris-versicolor
+51,5.606864693742207,2.4873571779605603,4.1235552265814785,1.1715434524162314,Iris-versicolor
+52,6.815784709406374,3.009755277341294,5.919531572947984,1.5285770438506778,Iris-virginica
+53,6.77805126015382,2.625625732810633,6.1530214581648455,1.7043949047993805,Iris-virginica
+54,6.70258669473219,2.905696042268804,5.323288475614502,2.0459528395574527,Iris-virginica
+55,7.633721912185827,3.1596348837546135,5.995865968955966,1.8414563506974724,Iris-virginica
+56,6.091129011466979,2.179821270962181,4.668837499955342,1.2203950267544394,Iris-versicolor
+57,6.874190825705158,3.3982170805285437,5.488498468487101,2.359031397842667,Iris-virginica
+58,6.0369231842209246,3.203297826117356,5.198742709583509,1.5770308703174931,Iris-virginica
+59,6.367992148565017,2.8240777782226796,5.220105902014613,1.8077828380962906,Iris-virginica
+60,6.37035153100625,3.259522075172975,5.607989082978723,2.0275003342320836,Iris-virginica
+61,6.547630672526206,3.011101451909068,5.175831991103273,1.4058098739113087,Iris-versicolor
+62,4.8841789965979645,3.4339246561325596,1.5887715037697783,0.2145275392467203,Iris-setosa
+63,4.9245651495559155,2.752566718207178,4.367296647071918,1.4107023978662645,Iris-versicolor
+64,6.431687176071952,2.842856360567761,5.118668442937904,1.4578367217474895,Iris-versicolor
+65,5.846469474550697,3.0335594893100946,4.874719824414991,1.56716356981037,Iris-virginica
+66,7.274108912454642,2.5588666442638233,5.506056648226374,1.570145575623545,Iris-virginica
+67,6.731358102323537,3.001463400178129,5.346668821534273,2.119619593008991,Iris-virginica
+68,6.169232953709532,2.684033193963304,5.034077657534881,1.2991369404604,Iris-versicolor
+69,4.947159987348538,3.843392874616552,1.391945340885952,0.2967411585168492,Iris-setosa
+70,4.773291359667149,3.1810942358154484,1.322534855082541,0.24708347604455924,Iris-setosa
+71,6.891958018993758,3.545959105515713,6.271453823879389,2.596109715910716,Iris-virginica
+72,6.273162606596653,3.158348631669634,4.447141459519823,1.5949890721418967,Iris-versicolor
+73,5.866910037109498,2.8264813927709334,4.381586387435183,1.430934425337338,Iris-versicolor
+74,6.248952730468529,3.1661709408257632,4.931141145737128,1.401565992417235,Iris-versicolor
+75,5.1797799243465805,3.4218561182832596,1.6091660737535822,0.2450231581369152,Iris-setosa
+76,5.279787536851625,3.247888202319814,1.4363143999289945,0.22219386966795038,Iris-setosa
+77,6.977722157058572,3.1144955097503746,5.804447342403387,2.3112546954975923,Iris-virginica
+78,6.444318672467279,2.5787830380211183,4.698504184498852,1.333128642987595,Iris-versicolor
+79,6.688123116871975,3.044538741822546,4.648031632820215,1.592697446207834,Iris-versicolor
+80,6.440998140514353,2.8259266531243363,5.164703472474558,1.8373706304336268,Iris-virginica
+81,6.775911376754515,3.2004052988941387,5.440049094199259,1.9612411614572371,Iris-virginica
+82,4.550014739131454,2.8546659583652017,1.4835473963554673,0.22575625019757295,Iris-setosa
+83,6.736437899508263,3.03466005608648,4.648902779863277,1.5274164979867693,Iris-versicolor
+84,5.369532253547977,3.397022322903742,4.81857729453797,0.21248403284114886,Iris-versicolor
+85,6.735778356171507,2.886624487420661,5.5257690348492545,1.6824992236562464,Iris-virginica
+86,4.686380814733532,3.3405264663953607,1.3794120977147981,0.12308536727815944,Iris-setosa
+87,5.783898776368648,4.34530099088091,1.6898691389130964,0.26653703952634983,Iris-setosa
+88,6.167587043955575,3.2467442850616157,4.594870972964017,1.5531648707657453,Iris-versicolor
+89,5.945342143356838,2.984947015710679,4.966759981886818,1.8307015813630545,Iris-virginica
+90,5.424583581174964,3.217937363571182,1.3272714104610113,0.21531041775728665,Iris-setosa
+91,5.958823212803242,2.8035827469394676,4.061099348820302,1.5741808152782921,Iris-versicolor
+92,4.864860003757795,3.3829371234107164,1.3442106638668523,0.24728994354311884,Iris-setosa
+93,6.222539317896821,3.0860869440947463,5.039077672225612,1.8247897040427807,Iris-virginica
+94,4.9890021738945585,3.376080153907724,1.3544998434337359,0.24011986670839613,Iris-setosa
+95,4.980585701342913,3.6880848833981874,1.4806367995647491,0.377473540675269,Iris-setosa
+96,6.382896182106165,2.854199900529947,4.498494737619188,1.3441345072941018,Iris-versicolor
+97,6.828777650893525,3.109568984504959,5.5916313977336705,1.8224619561457622,Iris-virginica
+98,6.740415942290457,2.93297906866875,6.055477164207192,2.01635914831275,Iris-virginica
+99,5.091975342691609,3.796470968379319,1.2589508697130616,0.2656638650576179,Iris-setosa
+100,6.4979713477027135,2.685469907852693,5.957113851903777,1.655868903782856,Iris-virginica
+101,7.516399495861332,2.52495083383727,6.27202185644657,1.8283179707487014,Iris-virginica
+102,4.898244317834911,3.1323525550038225,1.441856269013135,0.15919924919113915,Iris-setosa
+103,4.431909279996502,3.047677015164371,1.5617314879467332,0.18359985806336573,Iris-setosa
+104,6.715778682823255,2.85442128869601,5.985413752041543,1.7779280860774112,Iris-virginica
+105,4.3590155683653755,3.4927439797006503,1.5387088455437694,0.14120196831495962,Iris-setosa
+106,6.012227687562145,3.095766798305104,3.901206386035182,1.341682871897247,Iris-versicolor
+107,4.2482387074261565,2.9383893429976116,1.3201111993122812,0.1583215106380736,Iris-setosa
+108,6.164418220966848,3.0094751100016217,4.890611074412947,1.5590110269808213,Iris-versicolor
+109,5.850594753345161,2.9728400888133115,4.18287404201152,1.392720886002548,Iris-versicolor
+110,6.102256754218534,2.795939452103114,4.348507095220895,1.0698045326864016,Iris-versicolor
+111,5.527970918514632,3.501591205757249,1.5430301071148267,0.47356906766960893,Iris-setosa
+112,6.219002554028064,2.5925018833956104,4.501011682923663,1.457593721234883,Iris-versicolor
+113,5.157002491720957,2.6578827616817366,4.041895740534248,1.4923610243995022,Iris-versicolor
+114,4.941665866011552,2.5188021384812656,3.811661484470603,1.3288503982016873,Iris-versicolor
+115,4.588672397455906,3.325235930910886,1.2829136538597052,0.18692191861159344,Iris-setosa
+116,6.850713555896697,3.1141361431425416,5.865935635519224,2.1975593576244705,Iris-virginica
+117,7.912807540102119,2.541949194271473,6.828790768786209,1.936132996261009,Iris-virginica
+118,6.489055475635543,3.025619518925461,5.351956849645468,1.9909754245232953,Iris-virginica
+119,7.300601384702405,3.1859867855631,5.595137017950857,1.9993688934301534,Iris-virginica
diff --git a/iris/tvae/3/20/test.csv b/iris/tvae/3/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/20/train.csv b/iris/tvae/3/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/20/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/20/val.csv b/iris/tvae/3/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/21/synth.csv b/iris/tvae/3/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f6ddda99a023dc462503a7ef0171f5b4dd4bf03f
--- /dev/null
+++ b/iris/tvae/3/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.712440757951486,3.0052889544172783,4.947408911315056,1.3073896898589967,Iris-versicolor
+1,5.115971955663431,3.543460599700363,1.4136218547045218,0.2966477881062287,Iris-setosa
+2,6.912259002727894,2.5414787509168626,5.3571613842557575,1.5972979783061163,Iris-virginica
+3,5.978658052274815,2.969470699631196,4.417901234268669,1.247063571040557,Iris-versicolor
+4,5.041360986222156,2.342612856881523,3.535043650732116,1.1256989476262476,Iris-versicolor
+5,4.339753971405962,2.6344649664502895,1.1580416735100614,0.20534921461422742,Iris-setosa
+6,4.63566882808013,2.4054107141435237,1.2329162898391708,0.02223633184136725,Iris-setosa
+7,4.649236625686508,3.202242566734667,1.6165547389089945,0.08986685070794304,Iris-setosa
+8,6.698646806302141,3.1548707966454335,4.611680804595772,1.3540720813420406,Iris-versicolor
+9,5.427944047811432,3.841949623804239,1.5976932808510556,0.39014612321414405,Iris-setosa
+10,6.633182806003536,2.9943771990564745,4.905227564841188,1.4584731880831436,Iris-versicolor
+11,6.918158503274427,3.0625700921283188,5.233780570720833,2.2784498910401005,Iris-virginica
+12,6.799566734338907,2.525606153393216,4.790083362712266,1.3233004038127754,Iris-versicolor
+13,6.2069713417779875,3.014461748205464,5.031455015343251,1.6255528722655488,Iris-versicolor
+14,6.5798554004339085,3.250745866193292,4.154848277380768,1.4685354251549998,Iris-versicolor
+15,7.300037826734547,2.649524798030481,6.197223568008141,1.893553475669716,Iris-virginica
+16,6.703487741422918,3.2264805790210325,5.600930799295612,2.0911117519966482,Iris-virginica
+17,4.848779536547044,2.7726528666980355,3.896625245017598,1.3780967411015177,Iris-versicolor
+18,5.665906291011997,2.7116043806939296,4.565740731917696,1.487968068686729,Iris-versicolor
+19,4.287489103154439,2.9180453688194024,1.281793085649341,0.10698729924036776,Iris-setosa
+20,5.963822376104164,2.4659989020312985,3.7545506146969805,1.280641412290572,Iris-versicolor
+21,5.872242976768298,3.0997826349300275,4.413016598221706,1.3686958549096095,Iris-versicolor
+22,5.374724812550722,3.2624543560007906,1.3811489957151422,0.24323777851413372,Iris-setosa
+23,4.649836089504782,3.1284392646220054,1.3053772415076699,0.1814170790844153,Iris-setosa
+24,4.421581138416352,2.7264686709896457,1.1077130589887627,0.09435496732075668,Iris-setosa
+25,5.477189801769505,3.52203832679435,1.2318734569106182,0.3649512884428065,Iris-setosa
+26,6.186957678903871,3.09790497964714,4.151436317185276,1.551681433206981,Iris-versicolor
+27,4.9062186798598395,2.847756192005235,1.1990492166416957,0.21025560783689629,Iris-setosa
+28,5.046200082059556,3.46596799182531,1.5350135098838111,0.23325974534152202,Iris-setosa
+29,4.351748507116952,2.7820003946778677,1.1555022803081467,0.20523088445387774,Iris-setosa
+30,6.837705440118641,3.040987563050184,4.883236591439468,1.6795364093446121,Iris-versicolor
+31,6.90207445879741,2.9301884538497776,5.052931111289574,1.6479764312666745,Iris-virginica
+32,6.090507018474735,3.3623487553826577,4.921124962908774,1.4159996987027612,Iris-versicolor
+33,6.362707984497847,3.2110134804968498,5.370708175766329,1.7450593918145796,Iris-virginica
+34,5.333538214762667,3.6563771860757734,1.391051242929441,0.24273652257666975,Iris-setosa
+35,6.956349158507551,2.9255957468781446,5.267672259507897,1.9075147485888047,Iris-virginica
+36,5.971903876119292,3.1103357805097667,4.399243835799853,1.4329376123374657,Iris-versicolor
+37,5.417989943436978,2.6650704069404263,3.887131648635271,1.2116350771254891,Iris-versicolor
+38,6.050835055306953,3.0016816683412095,4.323406506679429,1.4414289591830307,Iris-versicolor
+39,6.250580052135907,2.7817967868938274,4.4628432269961795,1.4662893514160324,Iris-versicolor
+40,6.6600610934720885,2.8819497574734547,5.443499488119401,2.276130471428516,Iris-virginica
+41,7.109139559937447,2.7695911446909975,5.913890043568585,1.8427482463755156,Iris-virginica
+42,5.146365079365996,3.1855049925349603,4.897415538926679,1.7861407400084148,Iris-versicolor
+43,6.835602898288021,3.0590686898200694,4.050286149492576,1.658269806423128,Iris-versicolor
+44,5.814965853288156,2.142072473856651,3.6394189154250416,0.876948631387935,Iris-versicolor
+45,4.617326056346602,3.5705100723207366,1.3716592619769652,0.21153619711262137,Iris-setosa
+46,6.070475906533368,2.7488401875115867,4.9649142247007045,1.7320605304182157,Iris-virginica
+47,6.003716325785934,2.5849053315569166,5.217122752038837,1.4889223529025355,Iris-virginica
+48,7.804582423183453,3.199487121459946,6.100469901181064,2.27831641610334,Iris-virginica
+49,6.827989011487799,3.271154780012263,5.717362621903765,2.2681389912233008,Iris-virginica
+50,6.156737559601392,2.809355930734227,4.3565832895155525,1.4380432291989178,Iris-versicolor
+51,5.1492871241405105,3.4436916608672656,1.545439396471477,0.20367906585134,Iris-setosa
+52,5.346194819750929,3.6515189087091757,1.5572869464287977,0.2102892900136692,Iris-setosa
+53,6.356602851942798,2.638215729460813,4.0165349300183975,1.3377637396483593,Iris-versicolor
+54,6.220723145515668,2.6913180794237967,4.513144364906042,1.175375038898929,Iris-versicolor
+55,6.819021008853755,3.1421464893497157,5.4310037002098674,2.1615096577148436,Iris-virginica
+56,5.152138543678759,2.425526639135084,3.9643625126268947,1.2515190336772652,Iris-versicolor
+57,5.250706464415232,2.5353454406295874,3.776215066310767,1.632554922524188,Iris-versicolor
+58,5.867707248411472,3.0484327451396678,4.51395021369643,1.4484226215574874,Iris-versicolor
+59,5.521023118875259,2.4605950705162996,4.1155502509433255,1.0339812402291784,Iris-versicolor
+60,6.418837306770683,2.4364506492827402,5.116349541480551,2.004124590874698,Iris-virginica
+61,7.102248657937782,2.8371091349989475,5.508973053274515,1.9621657132800356,Iris-virginica
+62,6.289032074164823,2.9590156380155173,5.18145288951264,1.9085696556110578,Iris-virginica
+63,6.168505625382441,2.7628826076378576,4.936573764545642,1.7899707254912398,Iris-virginica
+64,4.648550084472441,2.8626455164266407,1.3006001968663308,0.15873042485234967,Iris-setosa
+65,4.62252738059974,2.6873029340939865,1.1870087380566854,0.12570965129884198,Iris-setosa
+66,5.704398975809172,2.8987953983016714,4.205962119317472,1.3460855961834872,Iris-versicolor
+67,4.684355901631031,2.9907981115939273,1.4168258134418648,0.09653059196497046,Iris-setosa
+68,6.912074424076541,3.0950567781494347,4.865869730917997,1.937237577356309,Iris-virginica
+69,4.780549194560903,3.024159752513465,1.3731409138886197,0.15661260936567112,Iris-setosa
+70,6.924459833784302,3.0887046932314837,5.695268523026797,1.870922148332968,Iris-virginica
+71,6.509364955267806,3.2384845735006413,4.363180716751441,1.4963339909766618,Iris-versicolor
+72,6.4112073744066524,2.725092516526222,5.764372845241506,1.8372515168714438,Iris-virginica
+73,4.462207593760617,2.91057068798838,1.4161627489090347,0.1527872122223709,Iris-setosa
+74,4.999595260624728,3.98478220048008,1.392532439767194,0.3184345218298102,Iris-setosa
+75,6.630330282253587,3.0352719363416742,4.566367564344935,1.4056580883268648,Iris-versicolor
+76,6.747340045439652,2.6974418013563914,5.021760580579104,1.7582659780497392,Iris-virginica
+77,8.136533105652722,3.2517955246357597,6.743347697165565,2.0074832113876027,Iris-virginica
+78,6.573074446869918,3.321276937784807,4.637177042803205,1.950934326328769,Iris-versicolor
+79,5.856992116868615,2.3272489781392522,4.629895405881248,1.0434527144295807,Iris-versicolor
+80,5.77211261166894,2.88521185593968,4.563825743456257,1.4246234937048545,Iris-versicolor
+81,5.2885305993174105,2.6045857748107197,3.947236513374871,1.3858676003349988,Iris-versicolor
+82,4.366191756220187,3.203349807268828,1.548865634019166,0.1892817882665358,Iris-setosa
+83,6.463170219829017,2.199648464679671,5.026709190858113,1.5462367012542722,Iris-virginica
+84,6.7447264862805785,3.1595950983571726,5.116489209601776,1.8722679276251903,Iris-virginica
+85,6.623728793262403,3.148996584955814,4.802833582532266,1.6108298632540432,Iris-versicolor
+86,7.000287382982129,3.1358077238926803,6.0352532032940065,2.186064419337518,Iris-virginica
+87,6.935067069236269,3.012627441202479,5.750000941200163,2.2745714646439357,Iris-virginica
+88,4.85475357888414,3.3912906156835447,1.2510814562700472,0.1936182113239966,Iris-setosa
+89,5.617124404890257,2.780525787656554,4.328459192827591,1.1721912137614057,Iris-versicolor
+90,5.3120980001505345,3.59029595887021,1.286388465447114,0.34265598027140154,Iris-setosa
+91,4.531115050735529,3.1796344070358407,1.5809232255114178,0.24169685088713422,Iris-setosa
+92,5.090472652952646,3.7697246951591117,1.6116367599624257,0.2030359897749376,Iris-setosa
+93,7.103797550032256,3.1319240959017245,4.51983617719978,2.239301803313983,Iris-versicolor
+94,6.145077685359466,3.0271125928811107,4.632018393922906,1.8274816187006782,Iris-virginica
+95,4.625389710303962,3.0457707623918777,1.469232230658048,0.1347885607790311,Iris-setosa
+96,4.649403793080828,2.913260692481277,1.0133078024096407,0.12186657709633611,Iris-setosa
+97,5.767019772748294,3.412085698298828,1.2464017880491398,0.31956088945356087,Iris-setosa
+98,6.109858337852291,2.9422260757347907,5.512737582889141,2.1309987453729367,Iris-virginica
+99,4.65896830604644,3.444222090447936,1.200591275265753,0.21206537157264826,Iris-setosa
+100,6.693321832168903,2.600381684846006,5.345940995219876,1.4997463304152678,Iris-virginica
+101,4.994128904615402,3.0960230716379216,1.4084826458400022,1.394956986822673,Iris-setosa
+102,5.296661056807,3.396102231236647,1.5288950830818662,0.17379283360168093,Iris-setosa
+103,6.76099997795537,3.427335130730137,5.07781738839412,2.5790589979706544,Iris-virginica
+104,6.757302346421082,2.9382992168501616,5.213117100397099,2.2821886613743425,Iris-virginica
+105,4.5852106972919096,3.2741034971429777,1.5523737923288714,0.3034761956934333,Iris-setosa
+106,5.994710803743449,2.816478444547584,5.200575315888917,1.8955291346667151,Iris-virginica
+107,6.4172688272746345,2.641485703045989,4.7049507623351445,1.9096477451550735,Iris-virginica
+108,4.582321520910319,3.453673157617968,1.4760075985932446,0.17827550099058748,Iris-setosa
+109,4.663311077440892,2.9691626843493033,1.5752644456222344,0.2136947835111751,Iris-setosa
+110,6.158219208198201,2.9128791247768473,4.640674889021956,1.4708894530280143,Iris-versicolor
+111,6.365354071297791,2.9766741772236434,5.141597866428675,1.7816625690822254,Iris-virginica
+112,4.315209024570188,2.6591972605480656,1.2743181198928926,0.22854552106041492,Iris-setosa
+113,6.429806145449559,2.5624405964788144,5.408140710639162,1.6600598775752171,Iris-virginica
+114,6.494934722019087,3.2939528753520837,4.407538515635842,1.737176648761174,Iris-versicolor
+115,6.190283935544414,3.0794811703110727,4.912131730377401,1.5154518932344865,Iris-versicolor
+116,4.6397770387008235,3.2041744053534913,1.2841993720429516,0.2739943977557664,Iris-setosa
+117,6.211816335690273,3.073047559086934,4.07679373924875,1.7654188968838957,Iris-virginica
+118,4.610631828035102,2.6576028556434443,1.0520922292199577,0.10414003593837126,Iris-setosa
+119,5.624482504883238,2.732312316092226,4.046757624011882,1.286650782822659,Iris-versicolor
diff --git a/iris/tvae/3/21/test.csv b/iris/tvae/3/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/21/train.csv b/iris/tvae/3/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/21/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/21/val.csv b/iris/tvae/3/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/22/synth.csv b/iris/tvae/3/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..201ba6c8b172c82557b224153323dd524c7d1759
--- /dev/null
+++ b/iris/tvae/3/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.625546736775487,4.218309116464027,1.471240340644048,0.13639499251732504,Iris-setosa
+1,6.345043082685936,3.123337104079065,5.074331553466331,1.6468891945070308,Iris-versicolor
+2,5.179413958495178,3.933429091630927,1.572150027680052,0.3333504176447709,Iris-setosa
+3,6.242056814695712,2.860368110167337,4.610408342812208,1.576236392394579,Iris-virginica
+4,5.340668672481125,4.1507584488321285,1.4165930431980243,0.27968096872035264,Iris-setosa
+5,4.795561277495313,2.9748298113619396,1.5101107549037547,0.22784650568017686,Iris-setosa
+6,5.282861327291499,3.268911367851114,1.2380590917919077,0.19485557652201507,Iris-setosa
+7,4.532882728874119,2.8916608770386203,1.2580622559238046,0.23395533764349583,Iris-setosa
+8,6.138017004378713,2.732733781229018,4.804440022350371,1.8557780432828845,Iris-virginica
+9,6.529231163632542,3.2501353616568145,5.425447232050029,2.7126694695263316,Iris-virginica
+10,6.462329633967956,2.7184088123206576,5.0636649924502075,1.6510369465526114,Iris-virginica
+11,4.741321613344406,3.3204213675786294,1.6877185551268026,0.22238130577432402,Iris-setosa
+12,6.511210737963407,3.143354371691112,4.312287608728473,1.413089190272917,Iris-versicolor
+13,5.453412032505219,4.051786426519937,1.517290910098962,0.3998455924296232,Iris-setosa
+14,6.823222469210189,3.3198982614643837,5.652836672133629,2.2257320523313053,Iris-virginica
+15,6.691366723604546,3.2089150198261014,5.382925261074385,2.3390460448687076,Iris-virginica
+16,6.733166258044252,3.146314282809724,4.703114820080964,1.6990297895254598,Iris-versicolor
+17,5.9167324314325755,3.8926591116091647,1.7472299298480896,0.2393829896252706,Iris-setosa
+18,6.357843736155264,2.6094819588203295,4.050474037372026,1.63548948693264,Iris-versicolor
+19,5.686084409883216,3.004685732620726,4.854748783408544,1.2733088977016336,Iris-versicolor
+20,7.04361111839117,2.9457108254601523,5.424688255611839,1.7864889145656089,Iris-virginica
+21,6.0312555735844855,2.2197478871984053,5.6633739044368525,1.7721711507239095,Iris-virginica
+22,5.381141724331438,2.962280236890568,4.536707041154004,1.3349923459998885,Iris-versicolor
+23,4.6983893205747735,3.2301997564876497,1.6993518506831662,0.17080206769675452,Iris-setosa
+24,5.358226405269726,3.535088988424832,1.7008587867762999,0.24134936117925648,Iris-setosa
+25,4.789271979642506,2.8464496038972777,1.372822289398577,0.22736018393549334,Iris-setosa
+26,5.281184706368798,3.6857136881364494,1.3879277404537955,0.22660797112820485,Iris-setosa
+27,4.8939162433893975,3.2601896713275873,1.2661298591592185,0.3195373949250474,Iris-setosa
+28,5.81587946636506,2.7882651932588938,3.4374090241454534,1.359663514608451,Iris-versicolor
+29,7.221106492057929,3.0575346518479054,5.639310366619759,1.9598940904673725,Iris-virginica
+30,7.096526291101468,3.0114652129988806,5.284186830424063,1.9210463758771708,Iris-virginica
+31,6.049063875678985,3.3963685575259777,4.528197026019766,1.9915852164491392,Iris-virginica
+32,5.643996192911292,3.7489180778667457,1.3082995369927035,0.29575851372698636,Iris-setosa
+33,6.528433608860785,3.5650196122186033,5.359355877667693,2.259734457501229,Iris-virginica
+34,4.602538906010189,2.69022867510758,1.0640912172325776,0.20915384907838674,Iris-setosa
+35,6.609551891602005,2.935343644583287,5.159187329759497,2.16462751861005,Iris-virginica
+36,4.938542200816065,3.5156878973414707,1.3461705226700675,0.27643693371868705,Iris-setosa
+37,6.778665587407364,3.4011343986891207,5.478540505458424,2.3038080028202623,Iris-virginica
+38,4.639116369459511,2.5176665971301606,1.209945435632442,0.13653428101145093,Iris-setosa
+39,5.45981873182955,4.167160221912995,1.6261023176707268,0.2037487717822336,Iris-setosa
+40,6.711210329989638,3.327076966892799,4.967287644833077,1.7383513107968276,Iris-virginica
+41,6.3414383516375805,2.8140337705900356,5.00937301411037,1.917802448493644,Iris-virginica
+42,6.316351691320368,2.9356227661364693,5.556336206114007,1.6515949087555577,Iris-virginica
+43,5.097474181834505,3.6056975059737484,1.510625865417061,0.2653917828630658,Iris-setosa
+44,6.016131430019985,2.8366546750794885,4.309389432305553,1.4870603211421818,Iris-versicolor
+45,7.392770995581468,3.2688062955552444,5.877798698055867,2.1897882554758956,Iris-virginica
+46,6.185157290003441,3.1503265805313925,4.732457047004143,1.6975534559019976,Iris-versicolor
+47,5.13446877319572,3.1337256825920177,4.323169017306514,1.5799451077423061,Iris-versicolor
+48,6.175748138299028,3.0707806807518514,5.071773243012942,1.9401055107718306,Iris-virginica
+49,6.2254960324731545,2.7301176937779794,5.176050396899294,1.7123859243271404,Iris-virginica
+50,5.14947011950286,3.5715421397311657,1.4692383852595474,0.2868794630787075,Iris-setosa
+51,6.689868895744126,2.9670134820447918,4.2914293314668805,1.2505344706905581,Iris-versicolor
+52,4.51378943256925,2.5235512251394816,1.3493360726185577,0.21744416543369685,Iris-setosa
+53,5.599334172243287,2.8452139297142955,4.360050795302169,1.1966150860632083,Iris-versicolor
+54,4.438431954884394,2.585347029902965,1.1381757400050287,0.2549477623776334,Iris-setosa
+55,5.325650690881311,3.497385070488001,1.6051378624763024,0.2236370941303497,Iris-setosa
+56,4.663524578160651,3.245532633704116,1.6532915535419825,0.20740683826082829,Iris-setosa
+57,6.547856319865148,2.864911747431124,4.372183089641078,1.1568425972886738,Iris-versicolor
+58,6.063012996382126,3.0046659767137074,4.7594243906173475,1.9721723695557067,Iris-virginica
+59,5.872234015954569,2.8689799835286287,4.080630756800087,1.3705194724456535,Iris-versicolor
+60,5.110484394216817,3.806159594434578,1.5425462299101729,0.1831442383615945,Iris-setosa
+61,6.571591428452714,3.4488154403695717,5.854934504933828,2.3206763678637166,Iris-virginica
+62,5.920058041684327,2.618656837170651,4.651051251379223,1.3272674780854339,Iris-versicolor
+63,7.424192485760429,3.2641870628006715,5.677120852842311,1.7626136978195384,Iris-virginica
+64,4.564633259325482,2.861166692577596,1.2437224705832652,0.18657456984675502,Iris-setosa
+65,5.280015575630656,2.5579714603777868,4.308785434170521,1.4539913846531611,Iris-versicolor
+66,7.211616552622387,3.386659981531787,5.997360308918966,2.1819931384838562,Iris-virginica
+67,6.775978217753713,2.9779634579602843,5.747502258716905,2.3900400439174216,Iris-virginica
+68,4.402187275857437,3.1634185912798896,1.1792908051346187,0.19630186530645422,Iris-setosa
+69,5.473377816130211,3.9834607098450707,1.7098793276758708,0.17090584766224787,Iris-setosa
+70,6.866146728604164,3.4157448001400663,5.525009431740934,2.6824878174050006,Iris-virginica
+71,4.551570974604147,2.791270596682379,1.572883550050073,0.2669423303915987,Iris-setosa
+72,6.019562475951895,3.3961172152813113,4.458694050919685,1.500830768970723,Iris-versicolor
+73,6.349505978643481,2.701000064168053,4.464448707934125,1.559501579862068,Iris-versicolor
+74,6.824461951228811,2.912722992085755,5.478635195478779,1.9811437331472244,Iris-virginica
+75,4.994913957938196,3.2310888032282996,1.362510730086748,0.30105684617000283,Iris-setosa
+76,6.998470895535439,2.8634284207288654,5.572492974909223,1.8011037013271614,Iris-virginica
+77,7.139967329395945,3.0674102926480917,5.880355633506383,1.741828200745418,Iris-virginica
+78,4.764369816576187,3.220862040915283,1.4395704908300833,0.167112152829621,Iris-setosa
+79,4.781801724279119,2.986409202306254,1.2788720048562623,0.23713648599133766,Iris-setosa
+80,6.508840243183499,3.143156365304682,4.655374683416056,2.079385620873481,Iris-virginica
+81,5.307054305358384,3.445377066515257,1.3401791079774688,0.2270779452502575,Iris-setosa
+82,6.6214032852124705,2.5325608933525086,4.994904130224403,1.8562230558499138,Iris-virginica
+83,4.635588538732326,2.850043777486564,1.3136718977204398,0.31731078267474105,Iris-setosa
+84,6.002648743130415,2.735562219505642,5.020402949531682,1.7908816387627966,Iris-virginica
+85,5.248407707802474,3.6452276662422616,1.485117723727863,0.19590613862278217,Iris-setosa
+86,6.4290413690234365,2.696194700529013,4.83084239624504,1.4115158162224821,Iris-virginica
+87,7.020362683379179,2.634067352259427,5.640673981925982,1.83135441191752,Iris-virginica
+88,5.4707353910670005,3.757605526711952,1.4866564063606285,0.19786774911312524,Iris-setosa
+89,4.6012292129561265,2.711462658451263,3.9538539210952823,1.21410101324759,Iris-setosa
+90,6.528694822697069,3.0947968538918738,4.776340433029317,1.6060163880018354,Iris-versicolor
+91,4.751269436650989,2.4625672757292616,4.125708159537833,1.142690572796475,Iris-versicolor
+92,4.76462964898732,2.4066976802300655,4.064543849756128,1.2269618789441825,Iris-versicolor
+93,6.518073087982145,3.223727577040635,4.633783412197843,1.2109760354803567,Iris-versicolor
+94,5.607821073305201,4.056899982543994,1.2009318138218472,0.2554400367618426,Iris-setosa
+95,4.579655214823351,2.85992171889712,1.2684692119645997,0.21874914778073715,Iris-setosa
+96,6.599570305174653,2.747875305041556,5.963667116754871,1.8390155187487864,Iris-virginica
+97,6.048098565851407,2.5994043225330445,4.150857597437352,1.5477224945096753,Iris-versicolor
+98,4.832655334767122,3.326773031273187,1.429989642006795,0.1661593632696604,Iris-setosa
+99,6.397612243892669,3.2292442206673693,4.475901882074488,1.5211505567978352,Iris-versicolor
+100,4.814534048363502,3.8473650423408925,1.601665798607942,0.15322522826620993,Iris-setosa
+101,6.107468014566876,2.910737380784208,4.815040271419617,1.5795681916295414,Iris-versicolor
+102,5.204410108733501,2.1411447748175862,3.555475182301504,1.302381644594532,Iris-versicolor
+103,4.858356790671572,3.3402011484054297,1.4418806020198263,0.33547163078815984,Iris-setosa
+104,4.977326116534184,3.2414796204624694,1.2101960935718243,0.264522786716062,Iris-setosa
+105,4.557936082605575,3.6779484785736796,1.7054344138168935,0.13630991249910435,Iris-setosa
+106,6.610207827808587,3.6863635237979384,5.631236701348542,2.2904124684004126,Iris-virginica
+107,5.946501494183286,3.022714955417801,4.185135208150573,1.2768333007590058,Iris-versicolor
+108,5.456208571860543,3.1682231679833834,1.2761148231721964,1.4735652039617344,Iris-versicolor
+109,5.890624125884529,2.822997616179432,4.443380647823467,1.536884308806903,Iris-versicolor
+110,6.171936741554445,2.8293690866399133,4.284401680377378,1.528583742231894,Iris-versicolor
+111,7.895042805745029,3.883076120741051,6.172039240084961,2.3549289900262753,Iris-virginica
+112,5.522351351063355,3.73386572923347,1.5723214664548437,0.25799312003206004,Iris-setosa
+113,6.56633813435807,3.1198767533770706,4.5068644342707165,1.4730544252278952,Iris-versicolor
+114,6.457823745549627,3.1122998547244465,5.878056289467568,2.128480328978661,Iris-virginica
+115,6.384567332974189,3.170084242116433,5.388827265070116,1.8108915708981905,Iris-virginica
+116,5.265402015932707,3.9613398696108346,1.366018814367311,0.3146417003217331,Iris-setosa
+117,4.668934748040191,2.7736707457154672,1.5940669740985753,0.20298634565991058,Iris-setosa
+118,6.571406376799002,2.8503045367854405,5.010863425023411,1.4830341809244905,Iris-versicolor
+119,4.8690026044659716,3.1562820434860535,1.302616097265461,0.1837961252288758,Iris-setosa
diff --git a/iris/tvae/3/22/test.csv b/iris/tvae/3/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/22/train.csv b/iris/tvae/3/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/22/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/22/val.csv b/iris/tvae/3/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/23/synth.csv b/iris/tvae/3/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..583ca06f905832fc5196870568ebea9c3360dedb
--- /dev/null
+++ b/iris/tvae/3/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.684813699852569,3.1373278944745437,4.495280178994792,1.3763164853763514,Iris-versicolor
+1,4.810006369457057,3.956536560527235,1.453495469892942,0.18129880112406288,Iris-setosa
+2,6.4938805443371646,2.8281214028630246,5.341305359223242,1.880659615974479,Iris-virginica
+3,4.953272745341028,3.1393848665873656,1.2860530616143149,0.23929260780101425,Iris-setosa
+4,7.447789044685158,2.5981408833667534,5.847230118098559,1.8237012790761968,Iris-virginica
+5,6.023569626270826,3.3573119180131763,5.168758263868383,2.202376199402013,Iris-virginica
+6,5.232460373480528,4.017682635724873,1.1415717620923809,0.3678656387683479,Iris-setosa
+7,6.069713138748248,2.81064809871235,4.675686051330474,1.9554754644156107,Iris-virginica
+8,6.967640823805568,2.938554881928584,6.284813814158713,1.8862265742530062,Iris-virginica
+9,8.071842999163579,3.1589833843940576,6.5671931050287045,2.052186372900516,Iris-virginica
+10,5.103996869905305,3.4652510781821584,1.3766235619874185,0.17003444999295192,Iris-setosa
+11,4.9074908662647685,3.2375611016101633,1.3520121025914218,0.23599014098535262,Iris-setosa
+12,5.131564502580981,3.2362969457459676,4.817081490040977,1.2606334716451069,Iris-versicolor
+13,6.576381025985214,2.7789185197511355,4.644825946409833,1.2201008497572983,Iris-versicolor
+14,4.727746991316069,3.4268338056298377,1.2305709220982142,0.3147992128938785,Iris-setosa
+15,6.142528015138731,2.739055803868082,4.530192579238321,1.597521719273896,Iris-versicolor
+16,6.577166495555186,3.1745403711289315,4.95524660203005,2.0951497651066973,Iris-virginica
+17,5.188571776833801,3.4090964698996795,1.1925715879080374,0.3610688047836166,Iris-setosa
+18,6.638426981321937,2.658778136655475,6.185301334877433,1.9558655542355263,Iris-virginica
+19,4.6872009821667655,3.0591141249426603,1.5153932583237328,0.1292275400968099,Iris-setosa
+20,6.772483003963069,3.1072676365329324,5.295861232140213,2.30220117123523,Iris-virginica
+21,6.389146186829196,2.8121060565146587,5.111697053856421,1.5201493203557592,Iris-virginica
+22,4.95864940332754,3.5981162295077582,1.4603777866207446,0.31604610225009494,Iris-setosa
+23,4.6250881499809635,2.8449203661372113,1.401163211158863,0.23494766494924735,Iris-setosa
+24,6.127122425271424,2.718636754529116,4.990548297296239,1.8662684453886054,Iris-virginica
+25,6.613680703558181,3.2285135277527433,4.771329855833495,1.3159406799573081,Iris-versicolor
+26,5.075402078771326,3.258096842145013,1.4234353614819202,0.09639159438364772,Iris-setosa
+27,4.95411033645074,2.7491609374427073,4.075917482459632,1.360274479542995,Iris-versicolor
+28,5.0160713205335705,3.254675103731779,1.4870034681715505,0.2458157278124941,Iris-setosa
+29,4.727449782686338,2.6995466039562914,4.131805026864212,1.2624093085337957,Iris-versicolor
+30,6.877281835869409,2.6306455802601425,4.918976066313949,1.58313848522439,Iris-virginica
+31,6.505775325089901,3.0698092577291294,4.17606084943948,1.295380429261486,Iris-versicolor
+32,4.980618241509705,2.8188841639092406,4.22860643312326,1.303187717429177,Iris-versicolor
+33,6.964044072365123,3.0586293165359213,4.2007808482628635,1.4447361651408834,Iris-versicolor
+34,5.663211888420936,2.5100293441793333,3.8401278899053946,1.0201655129649672,Iris-versicolor
+35,6.515841340930755,3.0214811510888118,4.848643576621511,1.381681805761469,Iris-versicolor
+36,3.9069897431229323,2.8554768048212167,1.2951803642807707,0.19768213673073282,Iris-setosa
+37,4.973016710145135,3.0837099249572497,1.3007728190664376,0.18282445210408582,Iris-setosa
+38,5.2150592614056865,3.617526719198486,1.5335415695357013,0.23610970081481533,Iris-setosa
+39,6.449925480947602,3.0858072395588385,4.785212120533212,1.8915232669827962,Iris-virginica
+40,7.193129507331449,2.726086823925797,6.202863898898073,1.8575087061780284,Iris-virginica
+41,4.975809115305367,3.398864429114904,1.3604481137941935,0.24751264120939537,Iris-setosa
+42,4.847532666096054,2.836114087579758,3.8476208191696193,1.0800081179818892,Iris-versicolor
+43,5.835100020355508,2.464603101941896,3.8479539599078203,1.5265391867330138,Iris-versicolor
+44,4.683144194032493,2.67164246029896,1.1056875153460526,0.14077574991662825,Iris-setosa
+45,6.773912175922204,2.5638297175494404,6.175568467094214,1.7514114530498344,Iris-virginica
+46,6.69888381740158,2.894853522500734,5.516204336960135,1.9320795803458632,Iris-virginica
+47,4.941663129841875,3.351821498281824,1.4071654299417884,0.18003082207353974,Iris-setosa
+48,6.260207203321683,2.9325349230053717,5.147707402952937,1.622721205427307,Iris-versicolor
+49,5.960806340751212,2.439239782677474,4.7312705842376745,1.524011272926402,Iris-versicolor
+50,4.737997391424024,2.785300332110567,1.5315661782111156,0.06271899556459457,Iris-setosa
+51,4.432237626323048,2.558028163495173,1.3729583425885665,0.12356613726230248,Iris-setosa
+52,5.079054463176863,3.325411610855955,1.5119113332917153,0.20001343101525482,Iris-setosa
+53,6.564289832055684,3.2126107708054925,4.351034690747445,1.3135019889344615,Iris-versicolor
+54,4.567790182010283,3.0546804453550003,1.4517077862811372,0.3243786856700871,Iris-setosa
+55,5.747830812265039,2.4537883790995867,3.8788562543538223,1.3757192477787732,Iris-versicolor
+56,6.861702304140184,3.299046098468912,4.3539551217964565,1.419193691247183,Iris-versicolor
+57,5.038927327249403,3.6624109962467504,1.3915860276724163,0.2065142506141247,Iris-setosa
+58,4.580628932799808,3.076911412624923,1.3263695116527807,0.2051662401489275,Iris-setosa
+59,6.774551446172921,3.0702575143727646,5.482511542280114,2.1353976612886796,Iris-virginica
+60,5.232540371573413,3.655474044220413,1.6290754269617413,0.2257194362344599,Iris-setosa
+61,5.310501917215254,4.26607618026713,1.2778715980245534,0.25652675004799363,Iris-setosa
+62,5.5522959026697025,3.318638674211514,1.4569085280141278,0.25853998689160573,Iris-setosa
+63,4.763716335459079,2.978336885954234,1.1677198459900306,0.18712445550240775,Iris-setosa
+64,6.0125239075929695,2.473233608888288,4.351175408585629,1.6673308058956604,Iris-virginica
+65,6.6509854657423455,2.8709562314326704,4.908145222448093,1.802477918029442,Iris-virginica
+66,5.268735412843322,3.020498355338245,3.9794929934133076,1.2208632589967534,Iris-versicolor
+67,6.445327589551982,2.7403331368915165,3.5914994732757477,1.229037741690043,Iris-versicolor
+68,6.251914434136681,3.073109185838854,5.202168960794111,1.722118285771507,Iris-virginica
+69,7.488517656713441,3.0622121262445106,6.201639253428969,1.9828510071874696,Iris-virginica
+70,5.238393096001271,3.349860059418008,1.599013164186663,0.14235883599367413,Iris-setosa
+71,6.614817466518009,3.178023809548664,4.7445946008607995,1.5105909963466106,Iris-versicolor
+72,7.639001515601855,2.715791589001334,6.512919694948114,1.6855976611233676,Iris-virginica
+73,4.642950917892859,2.841326382697097,1.1027724719131968,0.19578820260074487,Iris-setosa
+74,4.89465415063239,3.669307162119585,1.367163986722439,0.20272668208616498,Iris-setosa
+75,6.0971216386294875,2.594901022374112,4.307944307963135,1.391649907588566,Iris-versicolor
+76,5.12538417027198,3.247685729784177,4.5720281818814605,1.245938656344192,Iris-versicolor
+77,5.224417214029148,3.64617251442127,1.6172856134958646,0.2528309084527489,Iris-setosa
+78,6.339494289975243,2.920541819811049,4.8483045984805795,1.755033663210453,Iris-versicolor
+79,6.075509473577259,3.0894475004121777,4.534799456000425,1.3644355971370281,Iris-versicolor
+80,6.5820515614772255,3.2920398052305906,4.386077703015651,1.7441367695643644,Iris-versicolor
+81,7.58939979338284,2.9862726128938006,5.967615823499115,2.1150349998192737,Iris-virginica
+82,5.160537062169881,3.5729692160966335,1.5400999639042057,0.2038203183100765,Iris-setosa
+83,7.297445962272341,3.226819455230467,5.749351298766541,2.054186645420005,Iris-virginica
+84,5.260031006955506,3.657419816227679,1.1129213175902604,0.30140892385415197,Iris-setosa
+85,5.032422808386124,3.459082572525022,1.4704971116577614,0.26693313273011554,Iris-setosa
+86,7.426189581019584,2.912636012935741,5.605398767180769,1.9775415142955453,Iris-virginica
+87,4.646838668738733,2.2155379775133275,3.855480379806426,1.4583655770424016,Iris-versicolor
+88,5.376684869205882,3.3123727310796567,4.601979761994684,1.3058742839408906,Iris-versicolor
+89,6.413564594213446,2.5885308272049117,5.863815566408941,1.9409172167526159,Iris-virginica
+90,6.311974980770309,2.7271804001041837,5.081175000671003,1.7893351758412626,Iris-virginica
+91,5.225422400201043,3.5624521652646823,1.330840349011971,0.05376261945812816,Iris-setosa
+92,5.176205171296914,3.31224386903207,1.4794362099461318,0.24855149143040398,Iris-setosa
+93,6.625679109563524,2.9569741877611975,4.850541952110129,2.0730435484870573,Iris-virginica
+94,5.913834499932987,2.6943649901751185,4.979268744116949,1.579989143557018,Iris-virginica
+95,4.7963860927511925,3.1332417148913705,1.425918499869412,0.23158696453307817,Iris-setosa
+96,5.336592335063136,2.8263520940254714,4.716730252273232,1.4898847985405848,Iris-versicolor
+97,5.683246266124109,3.3949952107115884,1.6028033234993682,0.18307847141352718,Iris-setosa
+98,4.928382493457262,2.983063697977687,1.264228565576632,0.17110465391204743,Iris-setosa
+99,6.903281637842053,2.970719748810324,4.891660654372846,1.6900226668450073,Iris-virginica
+100,5.762630348571423,2.7197735261101204,4.318222895686851,1.451167464534994,Iris-versicolor
+101,6.564427939135967,2.2749443925735857,4.483406677765329,1.032919698391857,Iris-versicolor
+102,6.345889190027874,3.2578906668677323,5.5074604173770485,2.283960758527901,Iris-virginica
+103,4.758660634138047,3.5189632701410734,1.5346313212748373,0.17461809721402768,Iris-setosa
+104,5.777927887999374,2.725884043535522,4.079575635857692,1.2470126213779347,Iris-versicolor
+105,4.543657063182632,2.4972435177238648,1.5134252958648928,0.1792230321775707,Iris-setosa
+106,6.147960942069556,2.8790629590280465,4.468793046524138,1.3970914104369894,Iris-versicolor
+107,4.924443720538844,3.4209319730690635,4.468531194735788,1.4417664792831302,Iris-versicolor
+108,5.491542712296777,2.727486267234894,4.7588274564001765,1.7423447770709386,Iris-virginica
+109,6.090500357183606,2.637402722099701,4.924116060798282,1.3287062494889628,Iris-versicolor
+110,6.639176668428402,3.051476440865651,4.398989169738702,1.7615658823011497,Iris-versicolor
+111,5.609994475663283,2.9310069479121923,4.170570623842329,1.2787854999834387,Iris-versicolor
+112,6.750632873796316,2.971584159239816,4.465700497359869,1.3329702378922987,Iris-versicolor
+113,6.8234037551118965,2.972805619038977,4.389488615944974,1.4106364838757477,Iris-versicolor
+114,6.281177735525961,3.1043426364255913,4.206755761355234,1.5161807287463465,Iris-versicolor
+115,5.127366441567963,3.6509869167058273,1.4250465411801216,0.2514471195206348,Iris-setosa
+116,4.904455257751599,3.255565881569815,1.5157164102005416,0.12544240680221327,Iris-setosa
+117,6.227341472563425,2.893179647665026,4.406270012097242,1.4949566589635364,Iris-versicolor
+118,4.896060523955918,3.320556591404325,1.5204531482843253,0.3513934256223944,Iris-setosa
+119,4.195757653869107,3.2092266897637285,1.2927596860249913,0.30225163488237783,Iris-setosa
diff --git a/iris/tvae/3/23/test.csv b/iris/tvae/3/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/23/train.csv b/iris/tvae/3/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/23/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/23/val.csv b/iris/tvae/3/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/24/synth.csv b/iris/tvae/3/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8d3e6fe9a16052afd4aa94ed2cd0e32e4d094b9b
--- /dev/null
+++ b/iris/tvae/3/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.876076691513353,3.3132264652633547,1.537347130565485,0.12950912118402877,Iris-setosa
+1,4.194828681636733,2.945620305081576,1.2265366528594606,0.16657282317131544,Iris-setosa
+2,6.280884798133908,3.1714809138019073,4.517787018333793,1.6098568617821567,Iris-versicolor
+3,6.568465152090159,2.6844419166730944,5.415160342157661,1.547224239584175,Iris-virginica
+4,6.058201960247321,2.9265685486986355,4.285243762874125,1.535016721130863,Iris-versicolor
+5,5.953361358895233,2.9870718231541,4.209375029149107,1.2571670444356866,Iris-versicolor
+6,4.738471711524935,2.896691161068253,1.3222003347930547,0.13927609534517832,Iris-setosa
+7,5.533306145872428,3.485170154598563,1.4715688369766762,0.2404224669388309,Iris-setosa
+8,4.650378544381367,2.8851655028361445,1.372723026588491,0.26049032499513475,Iris-setosa
+9,6.320920754772478,2.979155520449111,4.521891029929261,1.3088186545030003,Iris-versicolor
+10,4.959062297330665,3.440643639845211,1.4555523293670374,0.09578221944047982,Iris-setosa
+11,5.477064254150038,3.1234934735046944,1.4962759240022323,0.2211615605009873,Iris-setosa
+12,7.7905882609032675,3.294899388070606,6.051727052232266,2.462438650398333,Iris-virginica
+13,6.090068627085084,2.975634518272949,4.710437307324289,1.3985165083358218,Iris-versicolor
+14,6.3554925248362,3.3294179153214754,4.933096452065718,1.6444066651024352,Iris-versicolor
+15,4.99799303483054,3.6144464130463834,1.3364385832657586,0.23046675547077355,Iris-setosa
+16,5.8786939057940035,3.9936353703163396,1.5946892184501624,0.21281123859610385,Iris-setosa
+17,6.976473701116598,2.8039258706272903,5.395941537194297,1.7788585845818425,Iris-virginica
+18,5.228194334106073,3.2560214867274633,1.5323701414142445,0.3243084969475276,Iris-setosa
+19,4.895783725165574,2.8921879350427395,4.523646688000743,1.280318241074285,Iris-versicolor
+20,4.548489370676686,3.112076582783888,1.4433938639442212,0.17116415935259088,Iris-setosa
+21,5.2660043504630885,3.096223384312954,4.432116432576744,1.5263137295401907,Iris-versicolor
+22,6.520208796386723,3.011759163703216,5.1406141902980975,2.1442360362508492,Iris-virginica
+23,5.943841175954783,2.618990955186939,4.5038865678621125,1.2704030163981093,Iris-versicolor
+24,6.8799265117741655,3.4291180559526326,6.32678473921398,2.674544051396552,Iris-virginica
+25,7.245193726282756,3.1353149854338342,5.695799122200762,1.802547496130504,Iris-virginica
+26,4.682423253995035,3.054014514634341,1.3906210908358594,0.30930374254736925,Iris-setosa
+27,6.461763929798696,2.7702074050705714,4.959595869188361,1.5818770832260711,Iris-virginica
+28,6.172770741398172,2.7741032344991337,4.121110927410222,1.1478061734842357,Iris-versicolor
+29,7.132750888880555,2.8609724837758677,5.367712013639994,2.0477362713912703,Iris-virginica
+30,7.1979534452342655,3.2907283470678275,5.878542197490906,1.9535648931536165,Iris-virginica
+31,6.882516720355032,2.751137356235021,5.494089678005881,1.9178284573984632,Iris-virginica
+32,6.383194440503589,2.6137026124305667,4.265127276567915,1.6503521013585258,Iris-versicolor
+33,4.701007420297386,3.163306704271053,1.1314302133827385,0.23831380690776363,Iris-setosa
+34,5.5396360284889825,3.7869752812798727,1.4141360633837547,0.4861687892025671,Iris-setosa
+35,5.882873148746249,3.2080573401721515,5.3486816863190185,2.215393313853093,Iris-virginica
+36,4.4760990391878375,2.9760207083084875,1.5542653047213555,0.16014763491884382,Iris-setosa
+37,5.151106519830202,3.053297193663106,1.2975347099072747,0.2066141643048437,Iris-setosa
+38,5.194738624895205,2.286605366208387,3.755416552802278,1.2954971414682088,Iris-versicolor
+39,5.552509072999415,3.7972407808860793,1.4319631197415885,0.1606295339593995,Iris-setosa
+40,6.31630263507195,2.356667610198703,4.566164549492245,1.2375903270213737,Iris-versicolor
+41,5.317000008939989,3.5102715745270276,1.4046036969801223,0.2941083156315841,Iris-setosa
+42,5.849759918069974,2.7161255240638305,5.2112512443286025,1.615585606440839,Iris-virginica
+43,4.718147664003879,2.800005637805271,0.8638596012860403,0.10593792464368479,Iris-setosa
+44,4.702870169193266,2.898638619284844,1.3025400510052187,0.17421003705842897,Iris-setosa
+45,5.736363297910914,2.6103834446537633,4.464063800461539,1.0230514660161645,Iris-versicolor
+46,6.887377801198552,3.526719204291709,5.813870795444344,2.9432912832310185,Iris-virginica
+47,4.734877465339229,3.248488751104678,1.5541074467415954,0.27537977284969395,Iris-setosa
+48,4.997774260017737,3.6682560140320257,1.3818858398681833,0.19523686210367083,Iris-setosa
+49,6.4941555388203325,2.836482673388589,4.9876826021963145,1.9309632967596166,Iris-virginica
+50,5.174212684506285,3.285305773034266,1.473688742322404,0.26262742346014023,Iris-setosa
+51,6.526301662546185,3.0648604546981697,5.069243836733001,1.8775942425234153,Iris-virginica
+52,6.643318742662178,2.8475168244807505,4.2151577439298356,1.0362651107466352,Iris-versicolor
+53,4.796232046454992,3.0348373508894335,1.4104014936221483,0.22132923698853957,Iris-setosa
+54,5.03674054760722,4.026682018247847,1.3250250680610092,0.4129597126256346,Iris-setosa
+55,6.840964491934143,3.066372024760257,5.416029402848766,1.9106690155202093,Iris-virginica
+56,4.910581462592738,3.7766933412431123,1.6603790149145703,0.25017289059911385,Iris-setosa
+57,4.682659210778186,2.909373483095308,1.4094537698797591,0.09506042676380633,Iris-setosa
+58,6.608155374888427,3.042021330396749,5.4426957100535756,1.785077510942123,Iris-virginica
+59,5.083619207440309,3.3322702760618648,1.4817862334408216,0.2673930364754126,Iris-setosa
+60,7.150345904796226,2.996046681941282,6.069902236686392,1.7040515648496126,Iris-virginica
+61,5.028129793683424,3.0152339930901997,1.2074349673750155,0.16429000463461188,Iris-setosa
+62,6.8372822270898705,3.4688717555696016,4.699925340703429,1.743792784784851,Iris-versicolor
+63,4.225166035144774,3.693314174704199,1.46206453262013,0.2247252051325422,Iris-setosa
+64,6.308393135578971,3.057749395063604,4.3714665941557715,1.494899374632454,Iris-versicolor
+65,5.860123337352947,2.9609098061976917,4.285582017981757,1.2882789888735218,Iris-versicolor
+66,5.733390365767627,2.648242891239144,4.612443866598797,1.2552617650375877,Iris-versicolor
+67,5.119872976135868,2.944118265382925,3.7063657362313105,1.2062150657683597,Iris-versicolor
+68,6.824934710880416,3.3350319660018153,5.920185627950774,2.1989556723259565,Iris-virginica
+69,6.8540558626749934,2.404720760903978,5.833989867219291,1.717933492856675,Iris-virginica
+70,5.351991523989427,3.333824079691411,1.3106652419705103,0.17538371066571756,Iris-setosa
+71,5.397433538672607,3.388967151359697,1.4091773397054976,0.32072534391948226,Iris-setosa
+72,6.417503560005026,3.065275818492306,5.037741149287084,1.5806274975866041,Iris-virginica
+73,5.139719631906727,2.7498420525993845,3.916250315339468,1.2098861258293305,Iris-versicolor
+74,5.598067252922511,2.594614502406889,3.532777827292877,1.2136216940823923,Iris-versicolor
+75,6.581527831165432,2.9870743355092917,4.876664720448551,1.7159792115005628,Iris-virginica
+76,6.641328896821975,2.8508457696284895,4.765774582540834,1.702868115336669,Iris-versicolor
+77,4.998256435222057,3.449372573281848,1.1937589109179347,0.10949724847558204,Iris-setosa
+78,4.246597249714767,2.1322705783065548,1.0447527024119887,0.0038743824805780314,Iris-setosa
+79,6.489631387014252,2.8663920027749765,4.256128990451536,1.1647240805988286,Iris-versicolor
+80,4.23416522111439,3.6717682307682007,1.314594105008714,0.25778950098946685,Iris-setosa
+81,6.197249876339086,2.852303238164375,4.807824283741816,1.4270492086120043,Iris-versicolor
+82,7.026240466864486,2.873721688697251,6.180983701205594,1.7716280814206025,Iris-virginica
+83,6.65821025301096,2.9608007166174315,4.019420016979682,1.5772438736996726,Iris-versicolor
+84,4.678133558947442,3.0825046602805557,1.3420461461137552,0.21045133539281724,Iris-setosa
+85,5.245051891114766,3.401880927718898,1.3327438277837607,0.13685030919911284,Iris-setosa
+86,6.366413839409381,2.851285934997352,4.870970838963016,1.9109463014967132,Iris-virginica
+87,4.276903072376214,2.6554111418104984,1.4246093898983496,0.19975860955075117,Iris-setosa
+88,6.912740820650546,2.909433996899138,5.718555164120802,2.1890827528090737,Iris-virginica
+89,6.561464290025336,2.88994720936936,4.976112041102432,2.0290692120807425,Iris-virginica
+90,6.338188511361632,2.78562684308255,5.386741438221787,1.7446809559738667,Iris-virginica
+91,6.680871952656192,2.686659924035464,5.4538489292282,1.7910903734407875,Iris-virginica
+92,6.328796959288816,3.0839086945155922,4.931850460932774,2.0627321385264454,Iris-virginica
+93,6.789500453647532,2.7211435099069763,5.408868511597258,1.493240331398542,Iris-virginica
+94,8.106660824115986,2.6964078291448286,6.649591655322203,1.806382282602403,Iris-virginica
+95,6.198268470640928,2.88526467786526,4.383062455768647,1.5186678632649113,Iris-versicolor
+96,6.833978425955192,3.150392818038174,5.8121481888643105,2.33951532649897,Iris-virginica
+97,7.0728380171793095,2.830572147747735,5.678866220784387,1.7874967159627653,Iris-virginica
+98,4.539528846459212,2.9570458873524434,1.1439584177427395,0.0014101385584135429,Iris-setosa
+99,7.266701030432601,3.019514340153532,5.385265139679891,2.0168897965953625,Iris-virginica
+100,5.94039588457865,2.473250897306908,4.482614673248107,1.241051708101297,Iris-versicolor
+101,6.579757241628943,2.9166260612900796,4.644921985017575,1.2645091775879158,Iris-versicolor
+102,6.728885403393044,2.9683495851676334,5.686663993793879,1.8323702298039084,Iris-virginica
+103,7.102936377537634,2.896270560734704,6.049593651772269,1.886196385767036,Iris-virginica
+104,6.01063646453029,2.944756688241001,4.374393732563232,1.3020891998571644,Iris-versicolor
+105,4.473065900346999,2.4003476360736653,4.214069825210181,1.0682522874079532,Iris-versicolor
+106,4.977620342270991,3.6571006179644616,1.3151932503908517,0.23705292835295735,Iris-setosa
+107,6.210037532214997,2.837084600001145,4.737181636958049,1.5697436539406737,Iris-virginica
+108,6.263685346664767,2.3857555924194744,4.507211787979511,1.3041391630354018,Iris-versicolor
+109,6.118294963128255,2.5284879812438055,3.1747651897947384,1.1869304254315587,Iris-versicolor
+110,4.591141713065138,3.210643386327902,1.4882707263547585,0.300888740128504,Iris-setosa
+111,5.327557506092417,3.357007270262694,1.3227992677194758,0.24207078267830492,Iris-setosa
+112,6.908248146597929,2.7963595682076354,5.162214695694226,1.400586627052624,Iris-virginica
+113,6.98494356624284,2.664304742598394,5.922787957786726,1.604120313168676,Iris-virginica
+114,5.422065975810624,2.593808083318111,3.7497293254665376,1.1376745963684591,Iris-versicolor
+115,7.314691853004918,3.1722853481371946,4.480655046382435,1.770059879689024,Iris-versicolor
+116,6.806565932302625,2.8365684067602612,5.426248542216403,1.9958965811097662,Iris-virginica
+117,6.726083941451127,3.2230623894334403,4.9662748249140165,2.192800164984333,Iris-virginica
+118,5.940876628129808,2.144560931709055,4.060848991645262,1.094011859264937,Iris-versicolor
+119,6.983034096813064,3.1409864415136988,5.941869442384498,2.0307700758464167,Iris-virginica
diff --git a/iris/tvae/3/24/test.csv b/iris/tvae/3/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/24/train.csv b/iris/tvae/3/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/24/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/24/val.csv b/iris/tvae/3/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/25/synth.csv b/iris/tvae/3/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8e09439f2f10f34987e6255b8ad1a2eb122563fa
--- /dev/null
+++ b/iris/tvae/3/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.575784467704307,2.8369133429704005,4.071639119965425,1.1934511193914898,Iris-versicolor
+1,7.681563138083856,2.928549408680323,5.7268932148903415,1.871948112767757,Iris-virginica
+2,7.343881463446908,3.0893334724312944,5.992333789821281,2.522118272072927,Iris-virginica
+3,6.342273783707707,3.2432680479934004,4.654961499122919,1.6171362533593652,Iris-versicolor
+4,6.013055131949718,3.0366831748399616,4.857271633236862,1.7655879474027854,Iris-virginica
+5,6.442799395926273,3.328322159459052,5.584482344741761,1.833027856287508,Iris-virginica
+6,4.564967005291515,2.6067896872557945,0.9956156466976732,1.4698476243333038,Iris-setosa
+7,8.113982689099602,3.1709459639539275,6.20510433554619,2.192988177995635,Iris-virginica
+8,4.896092175693956,3.1425615243940506,4.761524085009887,1.1160953148574784,Iris-versicolor
+9,6.749980508179756,2.9654037457600135,5.016834138273956,1.8542979088214278,Iris-virginica
+10,5.352984310145026,3.2586599783896704,4.536318873144588,0.4589547978740435,Iris-versicolor
+11,5.845062630791714,2.7744889444601593,4.254904329669506,1.1941476450177568,Iris-versicolor
+12,5.4461242928703255,2.4207642410138552,3.9364104469915087,1.3257184373369149,Iris-versicolor
+13,4.7527450131579805,3.3150319778120463,1.441067441786953,0.2441239715742304,Iris-setosa
+14,5.272761884011937,3.465526689920447,1.421773380815437,0.43670173208832197,Iris-setosa
+15,5.868591627862721,2.589506706423304,4.507269860237235,1.5680683744213453,Iris-versicolor
+16,4.815435223923197,3.1641275209282136,1.4313093683646876,0.3086097536058501,Iris-setosa
+17,4.840797335240795,3.1694759079687236,1.4698739099398317,0.20040279371742858,Iris-setosa
+18,5.000839206607014,3.7207896464874692,1.4551424632567975,0.21618343177544544,Iris-setosa
+19,5.900246194341749,2.944421287517423,4.224204731821775,1.254792756234273,Iris-versicolor
+20,4.686945534209082,2.7542092737262633,1.2138456322345879,0.14039478075271877,Iris-setosa
+21,5.317947665957339,2.7865783865274354,4.722553016776172,1.407531757809755,Iris-versicolor
+22,5.2857588680215075,3.1141105274180005,1.4734575579970328,0.22120162082908065,Iris-setosa
+23,5.746892898934431,3.790415125154183,1.6439407532543433,0.25342557403627664,Iris-setosa
+24,4.4345335656963965,2.9047474788820313,1.3291725183270948,0.1610268839943167,Iris-setosa
+25,5.277782424762606,2.5014737432911867,4.686431364299523,1.436208033407354,Iris-versicolor
+26,6.3936525441085035,3.0275784895642324,5.258920903416116,2.0360874825903417,Iris-virginica
+27,6.2964003884432485,2.9560959073584314,4.351681291675712,1.5504828696396227,Iris-versicolor
+28,6.707887053589549,2.848156195341788,5.327340237102562,1.9431402506085904,Iris-virginica
+29,7.476772333176042,3.403733729946272,5.98672558377446,2.2526074124694957,Iris-virginica
+30,6.899547789592419,2.8514405265584744,4.35285628845043,1.5398713295225552,Iris-versicolor
+31,5.4463234893401635,3.223985044369258,4.246943278338639,1.4817491913680378,Iris-versicolor
+32,6.757086769083265,2.7488711529622405,4.889537345355313,1.6871164026454908,Iris-virginica
+33,6.243769579829752,3.1653096098864366,5.4024552467703755,1.8522523021820907,Iris-virginica
+34,5.003825373428594,3.4142605146494027,1.5622266188628635,0.32246359046996353,Iris-setosa
+35,5.2180140749972,3.1665224856642578,4.638829518893755,1.6306164882856917,Iris-versicolor
+36,6.318173401739658,3.065221266130317,4.414843274688801,1.2790659561028241,Iris-versicolor
+37,4.626540338896134,3.237657574824677,1.649704136186473,0.17686533203800467,Iris-setosa
+38,5.6573640485473105,2.490014598839571,4.111062844813171,1.402613926072273,Iris-versicolor
+39,6.3208204829213495,2.8308308816674135,4.605462851843629,1.402053363304538,Iris-virginica
+40,6.845195668533007,3.2009405997254783,6.1193947184983175,2.200853044074954,Iris-virginica
+41,6.009671450604782,2.813392561139177,5.487601558969345,1.5753978558120756,Iris-virginica
+42,5.136809966436034,3.648858721372216,1.543244811045623,0.39071882837325267,Iris-setosa
+43,7.434774512958715,2.8560008139577526,6.868926123235541,1.8836380424824013,Iris-virginica
+44,7.383338185946695,2.8257742798264975,6.232429192302786,1.9205770620124616,Iris-virginica
+45,4.685389965036824,3.107346228192043,1.5354222947201357,0.26452655183847296,Iris-setosa
+46,4.505033750898603,2.641136291855275,1.3921489099956648,0.23116603347853043,Iris-setosa
+47,5.074438795004351,3.222366801562411,1.60704212129645,0.20352061891265216,Iris-setosa
+48,6.075923997946242,2.5425763338759264,4.322095915786352,0.9938835907972117,Iris-versicolor
+49,7.697065728651635,2.820198382961158,6.093090292686301,2.4311970120235293,Iris-virginica
+50,5.577142490697039,3.647852603031656,1.36945476341665,0.33932084982579735,Iris-setosa
+51,7.014329593105152,2.869546067147864,5.5922900548709515,1.8885088145948559,Iris-virginica
+52,6.323207762400938,2.7574798299203076,5.9071154675881505,1.963595889119106,Iris-virginica
+53,5.28181301127664,2.30691289299366,3.5479907482511717,0.12302373409488748,Iris-setosa
+54,6.749423086289929,3.406727833173174,4.765070185668224,1.655399980656349,Iris-versicolor
+55,5.535492670014379,2.778683907430112,5.090927810073164,1.7388009065042496,Iris-virginica
+56,6.540044708897269,3.0845883781046752,4.88023306084205,2.443807169501863,Iris-virginica
+57,6.179124968436858,2.630599984992318,4.3321054082197925,1.5551255418748766,Iris-versicolor
+58,7.735375688210907,2.985497264644698,6.735319179325807,2.0663616041802917,Iris-virginica
+59,6.41368818182903,3.2245919850566316,4.431042087296978,1.3986870944912975,Iris-versicolor
+60,5.276213703786019,3.6811630491110487,1.5814734687494048,0.3683964799632297,Iris-setosa
+61,5.746770007917914,2.8507190797263164,3.971006262115241,0.9612094007582466,Iris-versicolor
+62,6.021364880808522,3.4585261709763317,5.105209349859911,2.040464686788204,Iris-virginica
+63,6.1020213469362234,2.295880723803137,4.222890652492376,1.2816398727898886,Iris-versicolor
+64,6.294123262537298,2.7926812627503215,5.428905038317909,1.929529463625422,Iris-virginica
+65,7.033517160593471,2.6324021543228646,5.214155646633714,2.1263341548549444,Iris-virginica
+66,6.370650003807357,3.0272903165185707,4.571641053433225,1.4780691053798063,Iris-versicolor
+67,7.002926114118491,3.349384054296654,5.853779537877238,1.9109089193383348,Iris-virginica
+68,4.92288015936683,3.7082623943332136,1.3069979285042077,0.1891865721614597,Iris-setosa
+69,4.72059971283961,2.7769316651546263,1.3415119582602337,0.18692471293490365,Iris-setosa
+70,4.779656718104525,2.6837276002449504,4.1952642262324735,1.22087977054546,Iris-versicolor
+71,6.251080157660448,2.9245100482850708,4.5830157198748545,1.7983537968055876,Iris-versicolor
+72,5.173122275947461,3.434739419343487,1.4796892403217663,0.35544499036700394,Iris-setosa
+73,7.203110822720368,3.44329321066492,3.9590907005942153,1.811362441595078,Iris-versicolor
+74,4.419385331070526,2.7477587754857122,1.366849214001026,0.3289922628831043,Iris-setosa
+75,5.364293097902978,3.7134744615006445,1.5179942126612682,0.22559050267588662,Iris-setosa
+76,4.468439296510472,2.8583237179116137,1.3346223551089642,0.22555002069496222,Iris-setosa
+77,6.276900785460834,2.8544033431379763,5.331477339343633,1.83072861370809,Iris-virginica
+78,5.910462142679902,2.958711288163206,4.378805889341543,1.3532097132757,Iris-versicolor
+79,7.205637284233932,3.224113315598766,5.672972894437145,2.3123416234729897,Iris-virginica
+80,6.312269766700304,3.182098910158151,4.40579609506421,1.5626033495126301,Iris-versicolor
+81,6.104272166444856,2.646190819965112,4.1384144589843626,1.370673511312774,Iris-versicolor
+82,6.113364123034845,2.7433417766728554,4.555510047947509,1.3148821911982418,Iris-versicolor
+83,6.539303791063225,3.234784017067356,5.6678204648773045,2.2308095871195066,Iris-virginica
+84,6.127104352171612,3.009944480848286,4.894570192903075,1.5673966611459238,Iris-virginica
+85,6.226159056997975,2.9590125816738877,4.720283675154117,1.9983093187234344,Iris-virginica
+86,5.242544857926385,3.7861899569614117,1.5627334268190212,0.33416164155535893,Iris-setosa
+87,4.53542047623985,3.0481506890633807,1.288937932189116,0.30185937521428535,Iris-setosa
+88,5.598440672506107,3.5126075312283698,4.521302746651816,0.3374403473850548,Iris-versicolor
+89,4.689986084393745,3.3177904317343887,1.5025358602720185,0.18550424209307687,Iris-setosa
+90,5.757283575190528,2.899642673176503,4.618588645183598,1.653103368901876,Iris-virginica
+91,4.721725420488209,3.247068308160055,1.1621099725600321,0.2998271611398563,Iris-setosa
+92,6.100995471981806,2.8475818842003457,4.853710252449619,1.5723509681570607,Iris-versicolor
+93,4.739686000782948,2.7452942206405386,1.2937877405153397,0.13733787425031474,Iris-setosa
+94,6.163355885418568,2.8189490077292163,4.276679244931,1.433042656527087,Iris-versicolor
+95,4.3817053069299225,2.772614579686828,1.1762596829468492,0.14174336012337724,Iris-setosa
+96,6.930131738849282,2.7842620188567544,5.830134687105718,1.786324080780985,Iris-virginica
+97,6.464715779917554,3.1639265693002536,5.435640613160319,2.207365178247621,Iris-virginica
+98,6.632667128325026,2.793638135983197,4.926470747856917,1.7494093518220724,Iris-virginica
+99,3.95095793225702,2.428445624352206,1.246377853320034,0.024967560826785806,Iris-setosa
+100,6.278901555856758,2.964121500376607,4.950514781304508,2.7652983186325892,Iris-virginica
+101,4.688356669851701,3.203976452740076,1.4204331846484344,0.18565838351526814,Iris-setosa
+102,4.990252904466384,2.5348127386462904,3.1441864118940375,1.386670792961589,Iris-versicolor
+103,4.711344266202963,3.720150150782043,1.7122083910941803,0.21914747195416806,Iris-setosa
+104,6.683048687924822,2.867186681909889,4.911534720105328,1.6652413068552079,Iris-versicolor
+105,4.822676342229332,2.9113855345211577,4.439195968014215,1.4016975010540542,Iris-versicolor
+106,4.764727746053696,3.1028977889193095,1.4871585466950545,0.2710344426790467,Iris-setosa
+107,6.512252821799839,2.8853337954011695,4.665010484331289,1.5387016585135762,Iris-versicolor
+108,5.4284077031618585,3.3678873940533167,1.4163052233031166,0.26007303084126193,Iris-setosa
+109,4.419090573924961,2.3306473395243796,0.999692113351275,0.039368683792856046,Iris-setosa
+110,6.115575419717029,3.173393424293766,4.775424438583089,1.55437552632491,Iris-versicolor
+111,6.314967558460537,2.510021982086612,5.471656317335996,2.110068429494901,Iris-virginica
+112,4.880799756577606,3.135555252042866,1.4480428255726485,0.20704647537913362,Iris-setosa
+113,5.043959347138985,3.41854483711998,1.4646428349993987,0.16543467386690025,Iris-setosa
+114,5.086722583462549,3.3849487570230727,1.3246784994722482,0.16205424073868244,Iris-setosa
+115,6.381615175827186,3.2731027381290327,4.537084913842945,1.1224693901934524,Iris-versicolor
+116,5.0058013498234075,3.2022150156639437,1.4774699176595687,0.21288147347869063,Iris-setosa
+117,4.70729743600739,3.182197327071723,1.1530862068970311,0.15449904404043774,Iris-setosa
+118,6.505614779001366,2.5923893369513342,5.311404126505036,1.6709909983095472,Iris-virginica
+119,6.803537880933125,3.463262583029861,6.195594796001395,2.548971601914648,Iris-virginica
diff --git a/iris/tvae/3/25/test.csv b/iris/tvae/3/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/25/train.csv b/iris/tvae/3/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/25/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/25/val.csv b/iris/tvae/3/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/26/synth.csv b/iris/tvae/3/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2b5570fb266aa545ff536cf3d4b1f05fb09fd8e8
--- /dev/null
+++ b/iris/tvae/3/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.982304699092896,4.002865674691174,1.2811428916709213,0.43850387383948464,Iris-setosa
+1,5.927063635961543,2.8697232632285745,5.115579603423724,1.5080867755389398,Iris-virginica
+2,6.4257524194421665,2.6858120397830385,4.299056506902159,1.35861097800567,Iris-versicolor
+3,5.4152217587199365,2.9059524117766906,4.251508038779602,1.310566327666467,Iris-versicolor
+4,6.534727230816245,3.2304774040520297,4.789947791128447,1.635509692359596,Iris-versicolor
+5,5.473133370003026,2.406666884391981,4.1404791566943135,1.3639641210620137,Iris-versicolor
+6,4.9391322822913395,2.679171763053724,4.385275188835192,1.365213050177204,Iris-versicolor
+7,5.00433047030186,3.249914099581244,1.544828382164497,0.2036094889720625,Iris-setosa
+8,4.838708375327801,3.18048492633065,1.4933244993780328,0.2262881216526661,Iris-setosa
+9,5.755967136577653,2.8747856221001795,4.322902370980593,1.3773713104504572,Iris-versicolor
+10,6.50186397502129,3.011707166926135,4.511173355680349,1.7026970898122349,Iris-versicolor
+11,4.709406476933299,2.876683877898747,1.246685650519583,0.17215612104873068,Iris-setosa
+12,6.5821537858937145,2.8926380590123784,5.694782613173287,1.6683921603912963,Iris-virginica
+13,4.500177619644632,2.790337235990026,1.3771654906131998,0.26643114059593087,Iris-setosa
+14,4.823462697263887,3.472564020200845,1.4837077032437531,0.343378813048996,Iris-setosa
+15,4.89261979907447,3.2197927032388005,1.6787514931419407,0.19719786085269153,Iris-setosa
+16,4.953379087471037,3.3938100649432332,1.5152122797218484,0.2706751253547947,Iris-setosa
+17,6.933050813084092,2.8966887299833224,5.055858256462503,1.54345744117988,Iris-virginica
+18,6.467798941043786,2.6149176794382125,5.338720669235021,1.5359024270125623,Iris-virginica
+19,4.858388484546781,2.8561455490038403,1.4206727713538951,0.16560219994339836,Iris-setosa
+20,6.383778402882558,3.0783578345689775,5.625864958579076,1.889360551943256,Iris-virginica
+21,6.289698313210831,3.1914740509659527,4.510231588556505,1.489426330870321,Iris-versicolor
+22,5.9598687940751764,3.2179843061714624,4.926562200491342,1.911647439162146,Iris-virginica
+23,6.45160253564493,2.862754987600537,4.4635357053517675,1.3491244490262333,Iris-versicolor
+24,6.310843028198007,2.6043847111800473,3.404667799515852,1.2479356095056309,Iris-versicolor
+25,6.350282313935893,2.429006815505132,5.271410142604275,1.7759343454308854,Iris-virginica
+26,7.66130682244623,3.0804593180545567,6.235056191346274,1.9235379964524588,Iris-virginica
+27,6.622422478751096,3.211193311513105,5.548451849855537,2.3594568261065976,Iris-virginica
+28,6.531141256905863,2.996570506415427,5.154983093330909,2.3179438431093375,Iris-virginica
+29,4.859314671979124,3.0880907952264844,1.2660249182796195,0.07094587103855948,Iris-setosa
+30,6.3138098923869395,3.0443167443932544,4.422584145635008,1.3934162146603761,Iris-versicolor
+31,6.424740484821674,3.18838952609433,5.435102531022146,1.8467005097259326,Iris-virginica
+32,4.0383920681542875,3.306798455112747,1.2709809773054923,0.18548584793839507,Iris-setosa
+33,6.3025690082442125,3.0130757988944894,4.444255793480715,1.3066248012601989,Iris-versicolor
+34,4.173961624086552,3.1177761955014303,1.3375844537517978,0.21593933273000598,Iris-setosa
+35,4.734537613614858,2.6504087921852375,1.0269021322929295,0.07863737166335388,Iris-setosa
+36,5.442646348453138,2.188458502783162,3.616918278139816,1.4780119393376627,Iris-versicolor
+37,6.236860176421815,2.8959034834779804,4.497113035865037,1.332542008268426,Iris-versicolor
+38,5.446050100867186,4.006074493726648,1.1556763666660717,0.6288950972361071,Iris-setosa
+39,6.356106618914323,2.831039119026639,4.8398613734450375,1.2073329458905802,Iris-versicolor
+40,6.618634685878059,3.1804193856425713,4.836067936859929,1.6936214156209555,Iris-versicolor
+41,7.071397556972953,2.8806628364640554,5.419837623748268,1.6238071762082593,Iris-virginica
+42,6.243015016649613,2.2444178520151254,4.775228811350959,1.2904112284762779,Iris-versicolor
+43,4.5730406176829055,3.346477237699359,1.3009525471521537,0.23801495613725415,Iris-setosa
+44,6.629266216088319,2.721151104393466,5.346760142650429,1.7116197388844954,Iris-virginica
+45,5.172298315624022,3.7578475400689837,1.1054535154924108,0.09275069026647431,Iris-setosa
+46,6.881054490048898,3.1397769124838675,5.219020103432762,1.942610654697531,Iris-virginica
+47,5.065591377545509,3.2522188119949504,1.6264002211240502,0.20919059546275076,Iris-setosa
+48,6.75663246729944,3.092747694322308,4.466968934471106,2.0847184310082234,Iris-versicolor
+49,4.807227155920343,3.019001467023034,1.3733057682269105,1.2907148522065108,Iris-setosa
+50,4.9421572424914775,3.1699373138918268,1.2429644782540294,0.16096998848078195,Iris-setosa
+51,4.937458096317741,3.660455067484575,1.4131983013006524,0.32098312741729146,Iris-setosa
+52,4.933469133558584,4.066146289867163,1.6687626950283627,0.37890300438454283,Iris-setosa
+53,4.381192157704696,3.4982167091609933,1.4153093901915133,0.23546337186021268,Iris-setosa
+54,4.731611642305877,3.16285347927892,1.3199509328524415,0.29932889643572924,Iris-setosa
+55,4.941244705182133,3.0874786807513797,1.4852201945524097,0.12463612370356517,Iris-setosa
+56,6.215668385090126,2.6823968977499186,4.424765601432094,1.576646014159502,Iris-versicolor
+57,6.053010147913437,3.240874042977353,5.19112959415471,1.957752503553498,Iris-virginica
+58,4.551685692225747,2.9499916223350495,1.3967210597626758,0.23088768794277467,Iris-setosa
+59,4.393338367237083,3.21184937391692,1.261032639940601,0.1774793668405809,Iris-setosa
+60,6.2105577725173715,2.9282954651636057,5.421601560733097,1.8735014332301425,Iris-virginica
+61,6.146645706372002,3.14137472861588,5.301490143971437,2.059700493406245,Iris-virginica
+62,6.901506981485608,3.2036734068582864,5.879457713648401,2.350070730113109,Iris-virginica
+63,5.507076482490653,3.875743352364977,1.4615773229284552,0.4730308169707239,Iris-setosa
+64,6.5230830767383186,3.4889649789283745,5.95872537136967,2.43876941362179,Iris-virginica
+65,4.332487792701119,3.7478764047222204,1.4737153128562468,0.15733958190240593,Iris-setosa
+66,6.2336370115832915,2.8979752844898075,4.355019192345985,1.2624565316860161,Iris-versicolor
+67,5.968711730335825,2.6057289068354135,3.89952583192364,1.4404612993944537,Iris-versicolor
+68,5.151236585080529,3.2876831531006454,1.411571065254878,0.21495284019689206,Iris-setosa
+69,5.111263854972947,2.944789771788959,4.201304311190536,1.3104591350176895,Iris-versicolor
+70,6.7686752046988,2.87894990280727,5.756313713881851,1.8760987233841546,Iris-virginica
+71,6.463239728277031,3.354049416768985,5.094747928045747,2.2109802698200873,Iris-virginica
+72,7.148010311394091,2.9069853677215245,5.586324589596253,1.700690957654763,Iris-virginica
+73,7.247297679445783,2.762562029570456,6.013447000762634,1.582268808716326,Iris-virginica
+74,7.040500371177007,2.705869725968949,5.032553171279185,1.5956264156530886,Iris-virginica
+75,4.854152517022075,2.878333340732663,3.746371694682521,1.163170065425526,Iris-versicolor
+76,6.056655917417288,2.7459392909348543,4.2337566173910455,1.4881760043719865,Iris-versicolor
+77,7.399876315375913,3.3300918882976123,5.927348171559235,2.078678574468238,Iris-virginica
+78,5.44632772975551,3.6040163104120797,1.3111681640638766,0.2085122766009942,Iris-setosa
+79,6.879177987562379,2.970646237879014,5.896220507905466,2.3240429636026114,Iris-virginica
+80,4.7257810260117505,3.339957614463327,1.268114272128185,0.2879218522849024,Iris-setosa
+81,5.992913048456421,2.578046696832942,4.547712351701564,1.2388887596840312,Iris-versicolor
+82,5.94593968286188,2.9975167382241166,5.014912490686253,1.7929032730368926,Iris-virginica
+83,6.9418437624825025,3.5880010600774814,6.147177019555585,2.303595255997825,Iris-virginica
+84,5.963222729249042,2.8262941099395045,4.5565326987958885,1.1901277888442008,Iris-versicolor
+85,6.3962309858513,3.1986410965258374,5.793940509447922,2.060607547867361,Iris-virginica
+86,5.462958501206873,3.378090895465897,4.126196887023959,0.31226056660273227,Iris-versicolor
+87,5.92773798558027,2.459974357460356,5.911224147989268,1.567214522982754,Iris-virginica
+88,5.176295145524712,3.434810502878038,1.3125462898039766,0.29390297033561946,Iris-setosa
+89,6.027151363554954,2.9380042738064844,3.557847944135389,1.1675201428290627,Iris-versicolor
+90,6.642916256119613,2.9858984130251334,4.855305460293524,1.9035974214633502,Iris-versicolor
+91,6.739419825714431,2.2021442534914253,5.2792861578220105,1.6188750902053466,Iris-virginica
+92,6.87878570133125,3.2436227989463076,4.87140740860669,1.4135787901563517,Iris-versicolor
+93,6.525239002270161,2.6321233492157226,5.090075283269606,1.5076481014808147,Iris-virginica
+94,5.496291305749898,3.6471058608481037,1.5004236623492408,0.24158257755285395,Iris-setosa
+95,5.4614795338745825,3.5737638409776293,1.200324102584914,0.23758183433469768,Iris-setosa
+96,6.75501237784411,3.1955685424288243,5.261804155429049,1.9960529686632067,Iris-virginica
+97,5.067322504294774,3.0957637508533646,1.529351930692013,0.16506261947265993,Iris-setosa
+98,6.246466601605143,2.748473965180359,4.543301811791325,1.697067620635107,Iris-versicolor
+99,5.930742507127048,2.968397879277563,4.376985799512715,1.0894251887931752,Iris-versicolor
+100,6.203127348080262,2.8627246552742083,4.84339797257541,1.5810900535463859,Iris-virginica
+101,6.5342888239960235,3.0388464872235628,4.929172974276358,1.9907464229872058,Iris-virginica
+102,6.3417792840742,2.695834778827405,5.889491047010342,1.82422368868812,Iris-virginica
+103,6.45230433466261,3.1256500567774133,5.631236140199717,1.7626313405949965,Iris-virginica
+104,6.16145566222057,3.096302032566072,5.306534344338309,2.1304588659467174,Iris-virginica
+105,6.533524332375655,2.41026096122555,4.565029038999771,1.5358319808833905,Iris-virginica
+106,6.489193193697138,3.030684008260265,5.06478068456519,1.7060289594867961,Iris-virginica
+107,4.94101071247702,3.006898668135014,1.4085567808396104,0.19718123564596146,Iris-setosa
+108,4.630260175530026,3.2729945482276093,1.540679632180266,0.2179492197829383,Iris-setosa
+109,5.274137615019433,3.3837442489903715,1.4768450037089051,0.1624846773656568,Iris-setosa
+110,6.381647981829817,2.863644656089967,4.630649102667406,1.4046777171782794,Iris-versicolor
+111,5.452695802344573,3.47427384974832,4.620620211514294,0.16476159622557338,Iris-versicolor
+112,7.4523312328594455,3.893799747399735,6.5744823528066725,2.343920846004638,Iris-virginica
+113,6.9517559092894485,3.2707795399204223,6.125029118682541,2.014672809381002,Iris-virginica
+114,6.6035310316261295,2.943055761957849,4.923678773894258,1.9931715354610848,Iris-virginica
+115,7.316258413001637,2.8327124980342586,6.220933546477259,1.8969342976195966,Iris-virginica
+116,5.993032985700416,2.8851426783486103,4.540044652073936,1.4318300930685446,Iris-versicolor
+117,5.904497183385711,2.9958968815206375,4.435328274723663,1.5204068311221157,Iris-versicolor
+118,5.438709680802802,3.6738680191677298,1.314416896884753,0.22651798826658917,Iris-setosa
+119,5.712388147342021,3.0572921594365434,3.8715232015708874,1.2346442649950597,Iris-versicolor
diff --git a/iris/tvae/3/26/test.csv b/iris/tvae/3/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/26/train.csv b/iris/tvae/3/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/26/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/26/val.csv b/iris/tvae/3/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/27/synth.csv b/iris/tvae/3/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aa7445cc3e59bc386905ce2fc75b05106edd296c
--- /dev/null
+++ b/iris/tvae/3/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.655483068057635,3.6451935560292994,1.383530518356779,0.09730955580890716,Iris-setosa
+1,4.797094520074507,3.0636101376424825,1.2934360208169817,0.11431823196100985,Iris-setosa
+2,6.8074387794061355,2.6134512040623794,4.528812266250594,1.5105326481871677,Iris-versicolor
+3,6.8574564950216,3.4548020707304388,5.459670999476198,2.0682841553655087,Iris-virginica
+4,5.233301155931409,3.717909603947196,1.5395994513161442,0.33267639400517557,Iris-setosa
+5,7.131417137555837,3.233858900692224,5.949360986446922,1.7879999177018868,Iris-virginica
+6,5.26523784704601,3.7664830630392627,1.6302185313430546,0.18070739064121177,Iris-setosa
+7,5.104194898743269,3.502571800649317,1.514215753085808,0.2035567761695687,Iris-setosa
+8,5.099134166867719,3.3770855569744134,1.6369276124234302,0.37237796408641055,Iris-setosa
+9,6.628219440652666,2.9227359874956487,4.8504588619447055,1.5888287932064904,Iris-versicolor
+10,6.985562954344455,2.9884506226992893,5.691700431284593,2.051484131065752,Iris-virginica
+11,4.5712652353838195,3.1111234583254803,1.4568679654375918,0.1361425317128568,Iris-setosa
+12,4.611468408972481,2.662195294157365,1.1373263210751763,0.22417941634267474,Iris-setosa
+13,4.652085286616728,3.022109286606611,1.4074064331778895,0.1767494419710032,Iris-setosa
+14,5.076959023658173,3.9137159350006896,1.292134057186291,0.0973386341631318,Iris-setosa
+15,6.218822624429164,3.4650765469190707,4.497372437324764,1.584652292303143,Iris-versicolor
+16,6.055688284696648,2.8081356079539352,3.699826340734472,1.434977549683487,Iris-versicolor
+17,5.86346700931282,2.990094730359334,4.145794433511106,1.3628157186177277,Iris-versicolor
+18,5.099206828161049,3.1303887668496326,1.5530099294160833,0.33697639408996194,Iris-setosa
+19,6.474091193002472,3.1463783447437828,5.289978685334377,2.030748577659104,Iris-virginica
+20,4.537986066494094,3.1507213441453183,1.3575302595582026,0.19663812306229259,Iris-setosa
+21,6.561764699527114,2.97048464464606,5.4809594055381154,1.7776176558327306,Iris-virginica
+22,6.412017947685509,3.1173339693842474,5.054941972791403,1.5623062956011846,Iris-versicolor
+23,4.983280642457422,2.77218319876752,3.4945052671324017,1.3659981282363258,Iris-versicolor
+24,5.157275862868579,3.5786052748274133,1.5892488678810408,0.22996271868351298,Iris-setosa
+25,6.981960786116002,3.095248945501765,6.251619030224088,1.940472080957897,Iris-virginica
+26,5.520953159344721,2.3366400369369265,3.962856601818056,1.4726273860599333,Iris-versicolor
+27,6.11605542583533,2.978161414976165,5.295021998663117,1.7541765283819397,Iris-virginica
+28,4.941883788936846,3.1996697141802515,1.4958242438687588,0.26268761853124667,Iris-setosa
+29,6.149189431856589,2.913650611630608,4.759137875474617,1.8485178083243436,Iris-virginica
+30,5.155308633532599,3.290215850306096,1.494969530312058,0.2126472614772814,Iris-setosa
+31,6.849453145152448,2.8716877469080293,4.851991328494097,1.6522385593786197,Iris-virginica
+32,5.455880513120502,3.3600922879064123,1.6600821614935055,0.2684891424691065,Iris-setosa
+33,6.408130655388318,2.955845899435645,4.296730098360729,1.3984893571313544,Iris-versicolor
+34,5.50698612011576,2.030762657024156,3.181306853484543,1.2060831415037443,Iris-versicolor
+35,6.759852988474618,2.9517460503501938,5.1125769458767065,1.6941841497944867,Iris-virginica
+36,6.7707998144633965,3.202506809800856,5.265780740300013,2.2350322085641574,Iris-virginica
+37,8.195288409735946,2.8866076766806024,6.393356597779867,2.083764604027988,Iris-virginica
+38,4.96912062374111,3.432351659728468,1.5051751854517244,0.17875384127095145,Iris-setosa
+39,6.666467883600959,2.755539527335929,4.9889164959356735,1.4624686001886253,Iris-versicolor
+40,6.231570902474873,2.908253122496711,4.141505705350103,1.0126405576849935,Iris-versicolor
+41,4.911394579876758,2.508605055255965,3.7825713989389538,0.9875457416500314,Iris-versicolor
+42,4.7098832265905495,2.7690353397002756,1.1723664404278054,0.06695560519413568,Iris-setosa
+43,6.881157196607563,2.5291704325460427,5.59154660358954,1.4518245783855128,Iris-virginica
+44,5.395942894980738,3.9151441398187177,1.4981128448569083,0.26279148307181815,Iris-setosa
+45,5.126569050913062,3.32425711479691,1.5959566542257813,0.37326041352245665,Iris-setosa
+46,4.837184116243872,3.217903326022992,1.3690243029516496,0.1869410540951025,Iris-setosa
+47,5.293199147853206,3.5409678177054147,1.6628931234415072,0.2419117763051649,Iris-setosa
+48,4.7260354253474945,2.894863086232787,1.5064576736241784,0.206333093787065,Iris-setosa
+49,4.754735306532433,2.957685345347195,1.0964155495511867,0.10808575178654642,Iris-setosa
+50,6.502350642277668,2.9586881822881685,4.862373508994764,1.880202150957811,Iris-virginica
+51,7.17372949724478,2.886532870020858,4.614171686566108,1.6099857353867641,Iris-versicolor
+52,6.695793781769677,2.961609726247577,5.409963991192155,1.7568772350130377,Iris-virginica
+53,4.6184489012480885,3.0151066075137503,1.498743055264263,0.2854252852825098,Iris-setosa
+54,4.941466899476681,2.9396877716793473,1.2284205792122216,0.11930717435822971,Iris-setosa
+55,5.0064632463002035,3.2718443499735694,1.5512341781079815,0.09418328000622253,Iris-setosa
+56,5.643636647060163,2.284703088531795,4.3833511353813,1.425147615812143,Iris-versicolor
+57,5.357543223286112,3.225710890505746,1.378349416811687,0.27836585990877966,Iris-setosa
+58,6.6067180207999225,2.7995159389222564,4.21562323496328,1.7124179920775844,Iris-versicolor
+59,5.921325249488853,2.45735941320424,4.148700165294365,1.3834657602489555,Iris-versicolor
+60,6.611954360524267,3.112645755499767,5.714206727928821,2.5560186103026417,Iris-virginica
+61,6.22488032698258,3.001444031089654,5.283397829347028,2.144186923318796,Iris-virginica
+62,6.693947366613474,3.3483499019042107,4.961757770803504,2.356649668018874,Iris-virginica
+63,4.85182168206406,3.3349142190300034,1.2820233272597295,0.2524175155906706,Iris-setosa
+64,4.498958898269147,3.038500084761006,1.4542136226875537,0.2510626759197903,Iris-setosa
+65,6.834954034916679,3.0842085097876493,5.873969238967771,2.1249806304328516,Iris-virginica
+66,5.701128838557172,2.932616111829346,4.598515677830644,1.253856200122785,Iris-versicolor
+67,6.034579586356127,2.9115691272944435,4.338904689610375,1.532589306481618,Iris-virginica
+68,6.270099580353184,2.8927512618235887,4.913495067053821,1.5529676224613247,Iris-virginica
+69,4.679822181290124,2.9202026812600548,1.2769733670077126,0.2591464456227774,Iris-setosa
+70,5.250158090760731,3.6223660531185273,1.676061472006892,0.21630336657466714,Iris-setosa
+71,6.019586332589229,2.878976710393996,5.039795048520249,1.4756715173670583,Iris-versicolor
+72,5.568604861973822,2.867118173229831,3.9739155967061257,1.1982117678779387,Iris-versicolor
+73,6.770588192307387,2.470229458475818,5.085346658838053,1.8402478238891289,Iris-virginica
+74,4.389852760789175,2.5936027836073827,1.3309819329073216,0.20824270990616958,Iris-setosa
+75,6.905896247130789,3.262526811428774,5.107819507032209,2.002620188217053,Iris-virginica
+76,5.1501882135880654,3.686833117796943,1.577056288117772,0.35170909196642347,Iris-setosa
+77,4.872568850176987,3.390758466476698,1.4301436458000398,0.18106679868323655,Iris-setosa
+78,5.014550431216006,3.8357779089648814,1.6644180298590041,0.2768376664420538,Iris-setosa
+79,4.629433565140989,3.1319951699379467,1.51500209619517,0.1668553760973057,Iris-setosa
+80,6.060559710416498,1.9439446176778965,4.855299144705833,1.4812901336205915,Iris-versicolor
+81,6.65159453883836,2.916368001152078,4.468200745425872,1.7767896169829454,Iris-versicolor
+82,6.0446210220208,3.1242626580951747,4.138922599165201,1.1849128465182355,Iris-versicolor
+83,5.245233168637364,3.663923629966753,1.6134827165558216,0.21636822116491633,Iris-setosa
+84,4.96567854310358,3.649351008505625,1.4303683887652003,0.2077104423100789,Iris-setosa
+85,4.634726034443183,3.071487578685359,1.4412267792235554,0.18595168233163883,Iris-setosa
+86,7.505556347616781,2.906928918007978,5.5726122344461695,1.8014187479707837,Iris-virginica
+87,6.223646602576988,2.9352863366916107,6.1522530746620605,2.255321502114728,Iris-virginica
+88,4.627548377820596,2.6901137980282726,1.4186306044433048,0.2557190430560828,Iris-setosa
+89,6.327599211542057,3.0599839671121165,4.432763951480846,1.4975609441293143,Iris-versicolor
+90,6.665640898217162,3.185158091268096,5.3011287393406885,2.19922084485622,Iris-virginica
+91,6.442223892071528,3.037706938546892,5.053404728739853,1.8814040293331933,Iris-virginica
+92,6.086229545091601,2.657670340087433,3.8739655368883525,1.5076709179815002,Iris-versicolor
+93,7.049496844404274,2.9892834349929367,5.43253321513792,1.9396224730857223,Iris-virginica
+94,6.430632999714957,3.1007053253213765,4.881756558422558,1.6642226439948344,Iris-virginica
+95,6.21647324662942,3.007189710541073,4.853276168433551,1.5750891393358146,Iris-versicolor
+96,7.027764123184872,3.416185729348681,5.699390591993751,2.2118928051769196,Iris-virginica
+97,4.516189108789763,3.581142594332699,1.3081563372762128,0.11135281663817728,Iris-setosa
+98,5.013918530209652,3.2900499036764117,1.3945966390937476,0.20101889723307226,Iris-setosa
+99,4.3194024535205156,3.3274227447061238,1.3266474244760285,0.1649179546179674,Iris-setosa
+100,4.712092537356932,3.261174710305908,1.0930826612576805,0.2677480496924015,Iris-setosa
+101,6.593967163157664,3.1051737565446356,4.528855447742619,1.5224080855495088,Iris-versicolor
+102,4.9283965398343526,2.767908263694604,4.277452202004429,1.5516568354753006,Iris-versicolor
+103,5.598168442812646,2.386572514294041,4.053410257005912,1.3470092048965805,Iris-versicolor
+104,6.499248173703913,3.0699315682617248,4.850855754793112,1.5058251350874685,Iris-versicolor
+105,5.4981091032682,2.5284488362913544,4.50350604214202,1.1109733082425746,Iris-versicolor
+106,6.889721428103799,2.990947627991608,5.180206876360814,1.7308530505981885,Iris-virginica
+107,5.760176830558031,2.574126719899663,3.8409996408169436,0.998220758655604,Iris-versicolor
+108,6.2568898220255615,3.224357074437913,5.067589132889518,1.9047413133434523,Iris-virginica
+109,6.296057629759798,3.1820937554087907,4.243036395239099,1.6367172567374846,Iris-versicolor
+110,6.550907134214134,2.5565571379752026,4.499952820978109,1.26222619794,Iris-versicolor
+111,4.302013846823468,2.808705839899037,1.3852694364861422,0.15932558189701335,Iris-setosa
+112,7.06700936059604,3.132077158453738,5.711062793397244,2.150680168901376,Iris-virginica
+113,5.002816285617968,2.865569571124511,1.1768257813942857,0.17743199080232708,Iris-setosa
+114,6.014999765923675,2.7640464831359055,4.309637549391799,1.2682716859693828,Iris-versicolor
+115,6.825921366036777,3.1507398251042806,5.592918126247492,2.3171336293864404,Iris-virginica
+116,4.467422525080131,3.014204093679475,1.247729747622558,0.33673730648130046,Iris-setosa
+117,5.000029575791015,2.9222894921715215,4.769100049467856,1.4884263526298385,Iris-versicolor
+118,6.247403516286145,2.964780337488851,4.498820277215601,1.52921655976909,Iris-virginica
+119,6.664765425040146,3.2750370501224606,5.628955375873471,1.895596176306494,Iris-virginica
diff --git a/iris/tvae/3/27/test.csv b/iris/tvae/3/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/27/train.csv b/iris/tvae/3/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/27/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/27/val.csv b/iris/tvae/3/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/28/synth.csv b/iris/tvae/3/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bce7660b51eeca43bc403bdcd035d42619444a01
--- /dev/null
+++ b/iris/tvae/3/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.171968079088307,3.82759072038435,1.5181868857287442,0.23151257233682415,Iris-setosa
+1,5.16696001943282,3.3470081390079454,1.403305945622092,0.07137912797204093,Iris-setosa
+2,4.690000455555277,3.762369413923645,1.4543411059195361,0.19455460219194715,Iris-setosa
+3,6.190533274576985,3.1326132971493683,5.046496738844358,1.6037789545417562,Iris-virginica
+4,6.058541465600706,2.2583332373317253,4.561628416051485,1.5062786786299243,Iris-virginica
+5,6.947129422308654,2.7853568125076467,5.182808973461927,1.5834467575997817,Iris-virginica
+6,6.423975705793063,3.010442960592461,4.880026273943049,1.8538854567165748,Iris-virginica
+7,4.556813748696713,3.2637203091197824,1.5039042977358208,0.28713477466091264,Iris-setosa
+8,6.315268835063087,3.28922475635283,4.588432385898724,1.3676964540819734,Iris-versicolor
+9,5.155399629163816,3.35024154928573,1.3689799713057713,0.20544684687405232,Iris-setosa
+10,5.324144951326447,3.4586654028605532,1.6137344757859051,0.14342686216747255,Iris-setosa
+11,5.962799464973711,3.1629582623376415,5.641988623076793,2.0731550909720773,Iris-virginica
+12,5.48671590968024,2.472675720043826,3.8501342820238804,1.2665543267407497,Iris-versicolor
+13,6.298343612811279,2.8916547433424453,5.126172662938286,1.7667878191402786,Iris-virginica
+14,6.3889225319977205,2.9251630343584902,4.548962599390541,1.2977043006522904,Iris-versicolor
+15,6.618233716802205,2.562377655320464,5.376256779361776,1.5896674987599986,Iris-virginica
+16,6.168716149946368,2.8249212756876796,5.17026562915228,1.5772890914849567,Iris-virginica
+17,6.331835775004499,2.6696345254643083,4.611384426553047,1.7730246795846993,Iris-versicolor
+18,6.147196916414313,2.9763286208970157,4.105088824917099,1.3734500888894803,Iris-versicolor
+19,6.542477012557449,2.724354623589563,4.925359029992559,1.551228505454205,Iris-virginica
+20,6.531843772016474,2.8001688363795756,5.868003756466177,1.8294175756097857,Iris-virginica
+21,4.740085085257124,3.235200925377629,1.4371174481917892,0.2783762704654583,Iris-setosa
+22,4.426734004525549,2.993489381499928,1.563816109140504,0.25739863692185555,Iris-setosa
+23,6.833377902547035,3.327312080026104,5.849634596103977,2.3780962644905896,Iris-virginica
+24,5.257397598273067,3.8834429505520243,1.2994610201277141,0.2238116808025796,Iris-setosa
+25,5.1438193743821,3.155622249153638,1.4378195081359357,1.4167645033974057,Iris-versicolor
+26,4.89176382370641,3.0668861947874304,1.3036004144334747,1.237022515419102,Iris-versicolor
+27,5.461873837001001,2.9361600979440476,4.721493413619542,1.2402015676739908,Iris-versicolor
+28,6.247184757341453,2.5441386773091086,4.642671047559525,1.5549945763695028,Iris-virginica
+29,4.477988709101474,2.8625350095134396,1.3014052140739887,0.13263164221613505,Iris-setosa
+30,6.773944314893896,2.696248635738041,5.726818733254067,1.6267975262453216,Iris-virginica
+31,6.468578075696675,3.598783562713508,4.672530721799802,1.584305770843604,Iris-versicolor
+32,6.819985001688744,2.8751645229164704,5.382245982114719,2.001855984646462,Iris-virginica
+33,7.0884285647185,3.3696686654266474,4.7968866080543995,1.545930372166628,Iris-versicolor
+34,5.877905451415369,2.728266490178267,4.95504428403018,1.7781794304130796,Iris-virginica
+35,6.322053273734101,2.9495618674172044,4.491226424216637,1.4666046392459244,Iris-versicolor
+36,6.391768980357792,3.254224133029648,4.806163381583761,1.6868901301428048,Iris-versicolor
+37,5.8043936519490105,2.788169880581313,4.0853654102512325,1.0488865026764058,Iris-versicolor
+38,6.0254240204696075,2.8612803806774387,4.306836624237622,1.46862393894369,Iris-versicolor
+39,6.628905085205787,3.125990052561423,5.029054466595617,1.7591064226241164,Iris-virginica
+40,6.275371369682562,2.8875748521711833,4.835432253093641,1.514047321214274,Iris-versicolor
+41,5.486996805031911,3.2604084629089316,4.544233437544667,0.2416612597550818,Iris-versicolor
+42,7.132392490924758,3.6965301044601078,6.364569092161505,2.648891081204146,Iris-virginica
+43,5.239308908470364,2.3845362411986906,3.9427698011631396,1.2236724781851842,Iris-versicolor
+44,6.236053911604579,2.3461146097989483,5.116189392332936,1.421260533721986,Iris-virginica
+45,5.0549464749302455,3.159551143422147,1.2793659785803817,0.08823412766737362,Iris-setosa
+46,4.782881811946144,3.3019680792453845,1.4292110312542126,0.3369673797277693,Iris-setosa
+47,6.012212037448619,2.284860614225275,3.798662927836231,1.102033855517182,Iris-versicolor
+48,5.055270945574604,3.2403281130953796,1.7372098675531498,0.2467481104005589,Iris-setosa
+49,5.517252845138227,3.2200562844346687,4.572565109330777,1.4723214894158638,Iris-versicolor
+50,5.121309619804501,3.7774142027815807,4.49639494894536,1.661047201580657,Iris-versicolor
+51,4.731497674282658,2.871365406686728,1.346226622018148,0.20940740529833596,Iris-setosa
+52,7.445479723381264,2.966869748469486,5.328455906281328,1.6562210370663684,Iris-virginica
+53,5.229332484598937,2.9425792970224225,1.4291227315257637,0.219732347248176,Iris-setosa
+54,6.755816346109935,2.855599955891113,4.8711938854017,1.470039468752448,Iris-virginica
+55,6.194724500877834,2.673016887684885,4.422153037282413,1.734927146677185,Iris-versicolor
+56,6.641119541804589,3.058016716898424,5.341975734345394,2.100440900994391,Iris-virginica
+57,4.546837955766669,3.3558804986348103,1.4545167682570554,0.22285739262861307,Iris-setosa
+58,4.6907612999852,2.7535672983404536,1.4908624360891098,0.03968219703762077,Iris-setosa
+59,6.106111923608104,3.0776210491837874,4.531409530286527,1.4262365305532343,Iris-versicolor
+60,7.056366800013229,2.918745130633735,4.636171668731846,1.4799452352689717,Iris-versicolor
+61,6.617608020938597,3.11369704055825,5.404658195498111,1.8862406904722804,Iris-virginica
+62,5.8719026624591315,2.4469536862708545,3.8791006255480687,1.0782674180283043,Iris-versicolor
+63,6.396778927371393,2.772368146975338,5.399227800793304,1.4855258923239747,Iris-virginica
+64,4.550905914991015,2.5542443234399057,1.3403047882485493,0.12180929880541885,Iris-setosa
+65,4.92677912268687,3.675344720960421,1.4942732483783219,0.24730694931433334,Iris-setosa
+66,6.336171811676695,2.604900580095083,4.534674329330196,1.5393004070735379,Iris-versicolor
+67,5.260325606145313,3.5306721959760146,1.4527276069890078,0.19755905757668232,Iris-setosa
+68,6.159389455538808,2.9417163546259593,5.233044880663762,1.7164191875032622,Iris-virginica
+69,6.758016982120668,3.511391285513,4.766864774019207,1.8793345048377277,Iris-versicolor
+70,4.78182738416613,2.440668343851676,0.9422695441429825,0.08808796431271104,Iris-setosa
+71,4.844004730917212,3.1972246042820176,1.665056793873174,0.31045890614725347,Iris-setosa
+72,6.037242570645301,3.1066037868473297,5.0729461018663855,1.8599104526475072,Iris-virginica
+73,4.794353165665069,3.2906516566055775,1.6320970588419068,0.1611773120915378,Iris-setosa
+74,5.22159838316007,3.2913486078421714,1.4044178063766417,0.0453304746340005,Iris-setosa
+75,6.437299233905844,2.7571328114101985,4.448749598092316,1.6817854278281783,Iris-versicolor
+76,6.832921160540838,2.688557420941283,4.8374742959982475,1.6229685655953887,Iris-virginica
+77,6.872415177483646,2.971803787728327,5.991280626595224,1.8690652216310804,Iris-virginica
+78,4.8818888870042745,2.3080116169416693,3.292864412894205,0.9463620612641406,Iris-versicolor
+79,6.726199603372069,2.991572281167113,5.0379417362873085,1.761732760948303,Iris-virginica
+80,6.621554039685466,3.024407621914394,5.36740140816504,1.6954363954164613,Iris-virginica
+81,4.843743497798111,3.11671962329354,1.2194413500805967,0.22445193472456526,Iris-setosa
+82,6.946168400309535,3.101961966120832,5.8026396402502955,2.087925920967864,Iris-virginica
+83,6.667988847705167,2.7537216510676092,5.778135738663966,1.8737272573607795,Iris-virginica
+84,5.053441557153495,3.5686789637704015,1.4208470268817905,0.3021250514039838,Iris-setosa
+85,6.546333584613771,2.5536921827252206,5.137365869318238,1.581610269290085,Iris-virginica
+86,5.121046079801483,3.8105651163700367,1.5996184756771665,0.29914540048697963,Iris-setosa
+87,5.579786709746586,2.465482156075438,3.6757859561027653,0.9865002338703907,Iris-versicolor
+88,6.32731243425517,2.861256734424914,5.082667092492803,1.9075431274420664,Iris-virginica
+89,6.464977632020671,3.224025040110541,4.48881947297758,2.3735599208118576,Iris-versicolor
+90,4.750598026486732,3.5679663094250547,1.3910426064988528,0.3170745412347588,Iris-setosa
+91,6.098491548130704,2.4390472558527336,4.006920796745894,1.0920766398610382,Iris-versicolor
+92,4.578775419681046,2.9634996983623654,1.379285074399726,0.20741391853009888,Iris-setosa
+93,6.047859034860151,3.0752606465738923,4.961431305357978,1.7320979180520883,Iris-virginica
+94,6.96629292664973,3.039083306576114,5.579892954600729,2.0885183977954163,Iris-virginica
+95,6.818974953408559,2.450707418519064,4.071687000136704,1.3581997922952536,Iris-versicolor
+96,6.991861258782618,2.9359334250640217,5.869035578899694,2.287506586145543,Iris-virginica
+97,6.533372254393772,2.975208251139954,5.393679374987093,1.8214790763907949,Iris-virginica
+98,6.338276704728007,2.768635133029303,5.208767515849151,1.6955366500075573,Iris-virginica
+99,6.0772189462787765,2.920550597333106,4.076128009197528,1.1746384919814095,Iris-versicolor
+100,4.833979696229964,3.8805201447639193,1.5151595132071962,0.3303035485440675,Iris-setosa
+101,6.457513636427608,2.8080191224190663,5.167940302199758,1.77361112117434,Iris-virginica
+102,5.0130771262904,3.337643289104546,1.2874520231355404,0.210812341019239,Iris-setosa
+103,5.802902695021377,2.802297123036682,4.161199145590292,1.1659594474295858,Iris-versicolor
+104,4.652397988061421,3.2726729555361636,1.5334681557134895,0.2964383617387207,Iris-setosa
+105,4.9055731638921545,3.3168074080062877,1.360524693007702,0.2860177201994736,Iris-setosa
+106,7.6968001523919005,3.2362150608369475,5.8969165926954865,2.149546218239931,Iris-virginica
+107,7.548696433712655,2.7734526430122677,6.300747785026575,2.210450281041085,Iris-virginica
+108,6.595214576544588,3.1921323399663803,5.604513428714066,2.530441051410054,Iris-virginica
+109,6.502612169726825,2.8893457460979945,4.1823572007930965,1.1912131763532945,Iris-versicolor
+110,6.311332130074394,2.799388582648085,4.36926122042537,1.7440961830150932,Iris-versicolor
+111,6.538410166737575,3.028694025361182,5.787769664715179,2.0363739295138927,Iris-virginica
+112,6.616753876021082,3.162909735768715,6.2130804864981695,1.648809172940251,Iris-virginica
+113,6.592253575832407,3.257466417366061,5.064685040258649,2.1286916936120672,Iris-virginica
+114,6.14870213898519,3.023968725933115,4.959603462174797,1.597112364233573,Iris-versicolor
+115,4.846488888077501,3.5120505569840343,1.2630888847913766,0.19131198304305747,Iris-setosa
+116,6.1911945976695,2.682681411474773,5.485065718970171,1.976034277439679,Iris-virginica
+117,5.950372516376396,2.4823789870031856,4.360862344023972,1.3106474893514437,Iris-versicolor
+118,5.991587913753926,2.5899997690631764,4.090977894516584,1.3704196542111324,Iris-versicolor
+119,6.572748513355251,3.305998047316113,4.332496677802681,1.9197849477012088,Iris-versicolor
diff --git a/iris/tvae/3/28/test.csv b/iris/tvae/3/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/28/train.csv b/iris/tvae/3/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/28/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/28/val.csv b/iris/tvae/3/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/29/synth.csv b/iris/tvae/3/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5e9f48e1088544b63e816e42b57c3fea1c33a35f
--- /dev/null
+++ b/iris/tvae/3/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.186910266579995,2.7771834115747716,4.888470282223248,1.691683315789532,Iris-virginica
+1,6.435511636946361,2.5878652866707816,4.851162442790796,1.3880185357846369,Iris-virginica
+2,6.6760827746298235,2.8234288594427093,5.059217807187604,1.8057668843948973,Iris-virginica
+3,7.456957550203778,3.231993378849226,6.610047655016504,2.122093278116085,Iris-virginica
+4,6.403318451972303,2.6271560884356457,3.876042274955986,1.2202269008214983,Iris-versicolor
+5,6.149009937404005,2.966396235928281,4.128715206647233,1.403544868638977,Iris-versicolor
+6,6.68655185620481,2.8191009093608748,5.533888834814073,1.7502173838794715,Iris-virginica
+7,5.374967858218534,3.790894494897817,1.254280276058918,0.31310079623246545,Iris-setosa
+8,6.894636441807838,2.8642310921631347,5.235610523879403,1.6415229431774319,Iris-virginica
+9,4.980077119939887,3.3891419510170984,1.5732648490166794,0.29068570843705543,Iris-setosa
+10,5.492960962335615,3.8356255866096243,1.3267934188663904,0.1642716143467516,Iris-setosa
+11,4.3310760240269985,3.1082134223667466,1.4317501677568825,0.13289252538052834,Iris-setosa
+12,6.166587463495345,2.7889337435054284,5.326327900991016,1.9134582189905456,Iris-virginica
+13,7.325643932269257,3.568131175369815,5.923655415766765,2.253792662673331,Iris-virginica
+14,6.296212900310445,2.453250603369584,4.585405852853999,1.5997296432557668,Iris-virginica
+15,5.221684134319201,3.4375401343146152,1.3651652739209088,0.24521969905880311,Iris-setosa
+16,5.97263128825076,2.7527382650842176,4.22858544893905,1.4178045720676733,Iris-versicolor
+17,4.7911443806435985,2.817230111236849,1.091065405405814,0.11704291983708975,Iris-setosa
+18,6.814439106761712,3.0437436506404087,4.774952781675956,1.8939727510721511,Iris-versicolor
+19,6.331972084797564,2.8279453971248945,4.6485089234016455,1.7181639097525576,Iris-virginica
+20,5.392812946641006,2.4115016658958095,4.513245548864985,1.1765098759925217,Iris-versicolor
+21,6.893590296789143,3.0261167693624453,5.504565715989902,1.8554590758627036,Iris-virginica
+22,6.381025765576189,3.1387866065825203,5.101826451708601,1.7662342960697042,Iris-versicolor
+23,5.14483656419625,3.137909230680995,1.415456812030259,0.10163807831938301,Iris-setosa
+24,6.654938320313468,3.1128787489751133,5.832281099948806,2.408004845100823,Iris-virginica
+25,4.931874669441816,3.175439912387628,1.4697432590030566,0.2818412769105764,Iris-setosa
+26,5.148297213461792,3.3660808889806693,1.2721784074119105,0.15806623203628817,Iris-setosa
+27,6.151642745852623,2.8087453843195287,4.410410143593473,1.3221018697410054,Iris-versicolor
+28,6.381106544006396,2.566123910856844,4.8107690193810875,1.5495330450073856,Iris-virginica
+29,5.253494455398077,3.563810747599935,1.4597381844324566,0.26156710446276643,Iris-setosa
+30,6.4643538267883125,2.9831684210004012,4.843750312960564,1.7216902327237609,Iris-virginica
+31,6.385534407312445,2.752840533496279,4.615488845298487,1.583380705160534,Iris-virginica
+32,6.085291965115103,2.9413716723513086,5.104686576552078,1.7563831747678806,Iris-virginica
+33,6.578418061508476,3.356016695432388,3.931696928278982,0.40640324082614765,Iris-versicolor
+34,7.364908855572915,3.1062623222774883,5.2507055893533074,2.1939930099382985,Iris-virginica
+35,7.359945479329554,3.0470773693353936,5.80189841515961,1.8471483951639174,Iris-virginica
+36,6.204377316089433,2.5395762841251677,3.926571483988215,1.3774408631002015,Iris-versicolor
+37,6.17251093198864,3.008510195318951,4.6771137179005695,1.6417002386112785,Iris-versicolor
+38,5.137497942352486,2.9636550242138466,1.550496546635539,0.21111618591837872,Iris-setosa
+39,6.605285222203698,3.0800311268119063,4.610924294672971,1.9729885586732676,Iris-virginica
+40,6.796888612699167,3.378963908394726,4.906536151876933,1.8406256995212715,Iris-versicolor
+41,5.61471954624348,2.865905589864086,4.560786781694828,1.4755059062808225,Iris-versicolor
+42,7.530558613766236,2.8253564624245335,5.861998216574272,2.0885940360242388,Iris-virginica
+43,6.199953340068638,3.128258497889823,4.490664364748907,1.8730741048529351,Iris-versicolor
+44,4.171854341115184,2.3881610031489333,1.1011651846275754,0.3335692403948336,Iris-setosa
+45,6.270966369782841,3.028417472126717,4.918873196996643,1.8114721286947417,Iris-virginica
+46,6.056480574469225,3.082214352679036,5.621926078463401,2.216570866858631,Iris-virginica
+47,5.546023288930008,3.394916227696948,4.813944859975096,1.6180165995719202,Iris-versicolor
+48,6.512637768271905,2.6502682398056137,6.157850143124886,1.7372339262975254,Iris-virginica
+49,6.455044716227469,2.952193024789693,4.509400690471802,1.429756970362465,Iris-virginica
+50,4.5634515589001134,2.744422049060232,1.196929245226582,0.07248468339243189,Iris-setosa
+51,5.546581778804072,2.5194895286569494,4.244336751524491,1.2763827552289508,Iris-versicolor
+52,4.854723222847263,3.6078203170674956,1.2711609276617923,0.21802078919486356,Iris-setosa
+53,5.2359069720980465,3.2677187853505405,1.237671455192012,0.18267650351241485,Iris-setosa
+54,7.465406365203254,3.2518178462574254,6.2579916124681745,2.176745713436853,Iris-virginica
+55,6.649139254810648,3.144814806971881,4.439787219144977,1.6738351481605236,Iris-versicolor
+56,7.144565086574528,2.8934771490459976,6.220069310743457,1.9157189540788109,Iris-virginica
+57,6.462094403806823,3.3751039806779626,6.045800723604567,2.2557673308314907,Iris-virginica
+58,5.55531749857755,3.269859577239844,1.5083356863944866,0.171549648794554,Iris-setosa
+59,5.819827490690988,2.980728566004625,4.910278703866563,1.4683943966070787,Iris-versicolor
+60,5.560170038248606,2.7846159892227624,4.272418299970813,1.3376872893819471,Iris-versicolor
+61,6.547645535148493,2.7571272697358995,4.881731936274112,1.1648619862058118,Iris-versicolor
+62,5.273054820177248,3.351823104470375,1.39932776750589,0.24287059234533404,Iris-setosa
+63,5.796594225341921,4.073405856889881,1.6439388074456318,0.30980991401839575,Iris-setosa
+64,5.013353909609994,3.5338963110793897,1.527153570156176,0.3179626654236233,Iris-setosa
+65,6.42068584412598,2.7077217325234284,4.930255565066486,1.975987826181948,Iris-virginica
+66,6.0631643859606665,3.0369123605070403,4.594913185079145,1.6510642381958376,Iris-versicolor
+67,5.7620114090122545,2.64949938210853,3.5022542877479155,1.089299644678806,Iris-versicolor
+68,6.0620329549256144,2.864601029531542,4.812405904045768,1.4294970159765075,Iris-versicolor
+69,6.1246342465977675,3.0084515120878037,5.131570696416018,1.495037309997534,Iris-versicolor
+70,5.122442377010132,3.385355191575766,1.3171738564759026,0.17203917111671102,Iris-setosa
+71,6.166498882739156,3.08307444144005,4.568120843644983,1.2144017112193313,Iris-versicolor
+72,5.959614750467463,2.550323388986042,5.22687144510307,1.703654248325427,Iris-virginica
+73,4.464211523241844,2.922240632861866,1.337065974621679,0.026791794295569077,Iris-setosa
+74,6.398241710284118,2.901793044239261,5.104591483098581,1.8515410204197393,Iris-virginica
+75,4.739732548243786,3.413864778732949,1.4174383542857383,0.1359411519419881,Iris-setosa
+76,5.003721567923452,3.1838763699735493,1.5833033518653845,0.26036788398115307,Iris-setosa
+77,6.836578328046524,2.9474390050209913,4.9332924646904,1.697643969612598,Iris-virginica
+78,7.244196618465191,3.0212645012139627,5.708537113680845,1.8753232686072474,Iris-virginica
+79,5.4805164111219185,3.6842659929792267,1.3692569870407685,0.34439758947546695,Iris-setosa
+80,4.26157501750435,3.665466684007783,1.4699456080737814,0.1525985084725262,Iris-setosa
+81,6.4483471941642145,3.134049836109309,4.832594201021235,1.6874391433718967,Iris-virginica
+82,6.460512830983733,3.2230644769513344,5.1917680574429905,2.4033729234769723,Iris-virginica
+83,6.640905244351606,3.0423180072293494,4.507344091580119,1.467185123219272,Iris-versicolor
+84,6.29308237380173,2.8958421842935516,4.9959463867129426,1.8838725066482418,Iris-virginica
+85,6.3572705629046995,3.2515797057789095,4.408486958717883,1.975758562465927,Iris-versicolor
+86,6.888398113353955,2.9977336612529264,4.796026737772597,1.304036526588591,Iris-versicolor
+87,6.103911998527428,2.6787684698673226,4.636435400085713,1.6146240924964192,Iris-virginica
+88,7.518568511286684,2.5473444931781177,6.406249561259168,1.93481451064561,Iris-virginica
+89,6.5530630759632995,2.554975648947315,4.805182438307249,1.440610770325621,Iris-virginica
+90,5.410053806555526,3.097283697761266,1.404390603491399,0.26968919635964356,Iris-setosa
+91,4.907451219692714,3.176570508437733,1.3160205510351928,0.23184501920483286,Iris-setosa
+92,6.177381842229325,2.686947712244691,4.583190866037059,1.474871421992691,Iris-versicolor
+93,4.9334655253994315,3.1322505902080575,1.7319698254514861,0.22953305861972895,Iris-setosa
+94,6.724291788859493,3.325855798227751,4.250623807850897,1.7194712132727639,Iris-versicolor
+95,5.885321127237971,2.919807172258035,4.888684596976373,1.6213421391622083,Iris-virginica
+96,5.990633702278003,3.067832581778944,4.351719580788288,1.5182257729360595,Iris-versicolor
+97,4.816111189293235,3.491288942478611,1.486290217880345,0.19870883790147148,Iris-setosa
+98,6.97003583895188,3.0463217090351384,5.622512751114721,1.786125945081187,Iris-virginica
+99,6.350591264369742,2.2281930732518425,4.867690838156318,1.5857571638830288,Iris-versicolor
+100,6.991127912568437,2.870298315762378,4.618152593527365,1.6455829008416398,Iris-versicolor
+101,4.581806196154138,3.228210010298147,1.477130412651787,0.1961477975836447,Iris-setosa
+102,6.159537895762011,2.9149295632634664,5.0622222484115165,1.732928701835528,Iris-virginica
+103,5.012755688629969,3.368519461364435,1.4059262214064732,0.252667020178564,Iris-setosa
+104,7.31399821196157,2.5638125486387144,5.960901707927418,2.1904614278113903,Iris-virginica
+105,4.880870638026772,3.298642293876717,1.135458700705414,0.12569988609217164,Iris-setosa
+106,5.516717985173286,3.433424495078051,1.4424518953370111,0.23003252889069353,Iris-setosa
+107,5.23928722078593,3.2314642289641573,1.455453419760365,0.25164549661981295,Iris-versicolor
+108,6.5829951603299905,3.017151653064419,5.621110287439947,1.9188803142931952,Iris-virginica
+109,5.170340670651967,3.1744335475768595,1.44724543776807,0.3187915951505165,Iris-setosa
+110,6.37376610442822,3.2680110968292957,5.228987555225231,2.1276075305578015,Iris-virginica
+111,5.993392522064885,3.2058773916169265,4.530824991485028,1.7261175025168558,Iris-virginica
+112,4.664846982736778,2.56852023510225,3.7244288447727762,1.5998477579839465,Iris-versicolor
+113,6.315487905120141,3.3837942305994186,5.112016323097428,2.200685147176013,Iris-virginica
+114,6.971809454982136,2.768393992611996,5.220586562007409,1.757297011083734,Iris-virginica
+115,4.556226857662851,3.059772219330708,1.523724671383742,0.33442975594663066,Iris-setosa
+116,7.742793901034432,3.6534042390258366,6.007142582998275,2.3199734779311316,Iris-virginica
+117,5.100430886583569,3.4893971221507813,1.369696732675662,0.31205551392575026,Iris-setosa
+118,6.69659134389883,3.1028815226722424,5.913115753398916,1.9919489379546373,Iris-virginica
+119,6.31961619616503,2.0269682568603047,4.8658460801120285,1.3355295406398708,Iris-versicolor
diff --git a/iris/tvae/3/29/test.csv b/iris/tvae/3/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/29/train.csv b/iris/tvae/3/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/29/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/29/val.csv b/iris/tvae/3/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/3/synth.csv b/iris/tvae/3/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4ee87bb061096a53e59d2e9106ed7360ce2fb02c
--- /dev/null
+++ b/iris/tvae/3/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.678214544052781,2.183624519632771,5.069656023603286,1.5140247040075383,Iris-virginica
+1,4.680008968687682,2.9830741300500447,1.6394646861145534,0.31646424113570815,Iris-setosa
+2,4.756469248987111,2.9140046693881825,1.4796965558813893,0.13784616823297097,Iris-setosa
+3,4.745989376771251,3.374690252319736,1.5337288177061528,0.22537828547366062,Iris-setosa
+4,7.033712938829736,2.603141059034138,6.210004997381683,1.838440550334373,Iris-virginica
+5,5.772684912851156,2.771998880733701,4.569391231705068,1.2116876685854197,Iris-versicolor
+6,5.191596408914359,3.6163896651525795,1.5370539867245387,0.3276976566741398,Iris-setosa
+7,4.440575120912174,2.7293578358572215,1.455181772131752,0.14333628138098986,Iris-setosa
+8,7.104085743879599,3.371733159896203,6.280795040629195,2.7025837648060613,Iris-virginica
+9,5.256099981902691,3.782118435708229,1.5481425611668045,0.2291708654481671,Iris-setosa
+10,6.907841954972921,3.1532133758074763,6.494630362927827,2.32787770942031,Iris-virginica
+11,4.791013118306188,3.471825518401436,1.070960277425051,0.18348400011839228,Iris-setosa
+12,5.308345412890871,3.1742251818022074,4.324884039629324,1.5973510584860446,Iris-versicolor
+13,5.06088533533571,3.278293638882331,1.471739051474724,0.13298476384395047,Iris-setosa
+14,6.762713475909054,3.2921656830118895,4.182546065276966,2.1349821734845307,Iris-versicolor
+15,4.851962674858306,3.840196900441531,1.5463337076450328,0.19901059519881617,Iris-setosa
+16,4.579966505450477,2.9675426996999925,1.392447692630838,0.23404496869710883,Iris-setosa
+17,6.064527469320038,3.0023133491756853,4.9494361985139665,1.9713463593672929,Iris-virginica
+18,5.039038869891799,3.5519766262978596,1.7925391247119675,0.16168550471490184,Iris-setosa
+19,4.47447717263162,2.399400672047274,1.1759610745351448,0.05305962878793713,Iris-setosa
+20,6.2615862336502754,2.7068348872312766,5.366071624314783,1.6644831512212814,Iris-virginica
+21,6.4815985129081515,2.5669414459156665,5.508719355701249,1.64652668996126,Iris-virginica
+22,5.55739505474702,3.412715857848063,1.3780046166472344,0.08464831205528753,Iris-setosa
+23,6.352012248106315,3.125758759948201,4.601833672180841,1.3625277587790559,Iris-versicolor
+24,6.235172306850305,2.560061126165654,5.491456332794127,1.4857372602520256,Iris-virginica
+25,7.015476108205866,3.074764337889683,6.224702362791423,1.8544931035897751,Iris-virginica
+26,7.613636554515593,3.0499566875229887,5.949973816601938,1.9540424338573197,Iris-virginica
+27,4.387592152272955,2.8487474672274846,1.4822767471198757,0.25340709585640275,Iris-setosa
+28,5.3977289365304335,2.721361105077066,4.642016119586448,1.3247792874300512,Iris-versicolor
+29,5.140270407522567,3.6846787488827695,1.3827440940956215,0.21190500135884544,Iris-setosa
+30,6.631219891404921,2.945492691334838,5.2283335366452075,1.8690606422528835,Iris-virginica
+31,7.185550358892351,3.373819502169661,4.2775737625207535,1.6832055145828577,Iris-versicolor
+32,5.202789270966209,2.075389180190764,4.032757370830056,0.6944395170971301,Iris-versicolor
+33,5.894240929936029,2.6319815919654563,4.992349222184315,1.561417194927069,Iris-virginica
+34,5.0049806600246844,3.2919516929624644,4.838705809299372,1.5322178559255513,Iris-versicolor
+35,6.850704272254931,3.173791168561931,6.112113241831398,2.164613392816837,Iris-virginica
+36,4.736203483884946,3.158678019217906,1.541711399485315,0.3502874196725861,Iris-setosa
+37,6.443404549688293,3.184845505437905,4.173168989149932,1.590403844853581,Iris-versicolor
+38,5.093951169994835,3.0023191589788283,1.2835042715587655,1.4062280597376953,Iris-versicolor
+39,5.897989254304166,2.7461656777953447,4.001362753580591,1.1126369339997655,Iris-versicolor
+40,6.174413615709588,2.749819491634491,5.264176009622959,1.6936950455120214,Iris-virginica
+41,6.305299994863552,2.9992253447450996,4.349277708096919,1.434612814385046,Iris-versicolor
+42,6.136465975420549,3.0349533054401574,5.082643455745996,2.0454553625729046,Iris-virginica
+43,5.078047575932588,3.29398984852973,1.3699290220910108,0.20101764733141034,Iris-setosa
+44,5.789487572460162,3.246297946901271,4.72053207094618,1.3394609513887639,Iris-versicolor
+45,4.416219702845408,2.8133333779156873,1.6346362558379535,0.2572381639689801,Iris-setosa
+46,4.270052193965386,2.4618134128066274,1.2713932833277173,0.3264923050506287,Iris-setosa
+47,5.251294089261703,3.9368347711786185,1.4573604503762516,0.2596272599146307,Iris-setosa
+48,5.760610905535704,2.5749689985491866,4.9420499547468335,1.508016010990589,Iris-virginica
+49,4.7576022418029895,3.2087299332297206,1.581453812816121,0.17355309226336982,Iris-setosa
+50,4.482067151200928,2.841683624760768,1.5214850737206644,0.17120526549347864,Iris-setosa
+51,5.015519264133467,2.8042406907503783,3.951088054571366,1.2784316722904518,Iris-versicolor
+52,5.065064134931036,3.340018009237681,1.3709714483112512,0.2917386496331454,Iris-setosa
+53,7.080775358129716,2.9639226847555893,5.3133863107324135,2.209679060121333,Iris-virginica
+54,6.528961364951557,2.3811036091635103,4.089605728556517,1.372378340232857,Iris-versicolor
+55,4.53792774297139,2.7402185582639085,1.125134028541901,0.2542414722550197,Iris-setosa
+56,6.368953317651016,2.173776710466022,5.369660899973185,1.5810750038301247,Iris-virginica
+57,4.857832469731748,3.6820710410990345,1.3632119607130033,0.27178395004050193,Iris-setosa
+58,4.981597191011197,3.388694830480258,1.6073204671440247,0.18841388061834957,Iris-setosa
+59,6.086976031375759,3.1226687445027004,4.807091292785468,1.417234708390253,Iris-versicolor
+60,6.258692492662631,2.827972582549505,4.248754038829952,1.6065274589641096,Iris-versicolor
+61,6.17877065680264,2.9961882023221675,4.1089949471843035,1.319961821778341,Iris-versicolor
+62,5.362834973182772,3.8542363861786417,1.552216852211336,0.14436705353880513,Iris-setosa
+63,6.2731685848188645,2.5146653737978464,4.349610174758164,1.1392098649586184,Iris-versicolor
+64,6.658397872245656,3.0743769129742704,5.732232674094765,2.2223291686082196,Iris-virginica
+65,6.170692563117893,1.9886948365748047,4.655849183450183,1.3364711309198931,Iris-virginica
+66,5.306905605988682,3.2172277626306958,1.4243567463792293,0.15788424172748378,Iris-setosa
+67,6.215462381258812,3.180876764689317,5.576570042854521,2.283940332091506,Iris-virginica
+68,5.028103076514139,3.3367423127567255,1.3126383707269924,0.3040195040652337,Iris-setosa
+69,6.471296012495942,2.477023690050408,4.759137183680101,1.2719627902471815,Iris-versicolor
+70,5.50523641351586,2.541053839595347,4.1361939664659655,1.3530819489602026,Iris-versicolor
+71,6.713230531646296,2.8359380758771517,5.388357162929182,2.1312837545658483,Iris-virginica
+72,6.730494004336737,2.935314525520956,5.255045561636414,1.7246196733456225,Iris-virginica
+73,4.925123561236726,3.403052761194588,1.406834315804587,0.20559152113734072,Iris-setosa
+74,7.511180397517343,3.302769659427687,6.128189487132969,2.3083718909815243,Iris-virginica
+75,6.476350096550739,3.11451030111211,4.706005051000943,2.141009724271733,Iris-virginica
+76,6.913405555120925,3.4658005241504,4.569595880024285,1.4879203552810214,Iris-versicolor
+77,5.578223196323315,3.8137580746647095,1.250477643901754,0.22311245424464687,Iris-setosa
+78,6.243570410749277,2.8327573797719947,5.44996127931384,1.9881940969718312,Iris-virginica
+79,6.812150293102706,2.941506417394735,4.319213573241909,1.7011245431008712,Iris-versicolor
+80,4.625461936417706,3.3629925647466803,1.6868499105904733,0.3514408361971512,Iris-setosa
+81,4.960047828644016,3.4965507414419563,1.5102553925657594,0.22110459200464208,Iris-setosa
+82,7.023985816284853,2.9575840082818656,5.572699587468994,2.2117218891022024,Iris-virginica
+83,6.664045312224896,3.4003180517791733,6.182173961144939,2.3953233794250566,Iris-virginica
+84,6.098765840122394,3.0948781073652807,4.077567727654979,1.1543798214046854,Iris-versicolor
+85,7.477290784440256,3.104872490188084,5.499170322525764,2.045150113405652,Iris-virginica
+86,6.176564228363187,2.840190896126776,4.6950850205024635,1.4573589467032022,Iris-versicolor
+87,6.163676764476133,3.073622226426925,4.690584184240974,1.4475681859834244,Iris-versicolor
+88,5.999050942650146,3.225030674561073,5.50004747068201,2.231669467056433,Iris-virginica
+89,4.696719608046899,3.280678660693562,1.569063805953322,0.3068128772076732,Iris-setosa
+90,5.673099680534614,2.808823368408534,4.566247861297826,1.391584607297395,Iris-versicolor
+91,6.002784573708491,3.0491504237881624,4.290325590734329,1.4270233420474951,Iris-versicolor
+92,5.659745421665738,2.8219008045429272,4.398425705947285,1.4466090847611148,Iris-versicolor
+93,6.323247391630545,3.2532595445065273,4.976634424335976,1.459017177897025,Iris-versicolor
+94,6.282448435101966,2.956362945637486,4.761990354447223,1.6435664285083125,Iris-virginica
+95,5.885314343565433,3.0109390637511093,3.932924640312472,1.5487878546927538,Iris-versicolor
+96,6.7976422806033305,3.2671236046833396,4.525349474308395,1.3945549797234706,Iris-versicolor
+97,6.056963431652997,3.0695119361948677,4.684887223631995,1.6190581144950826,Iris-virginica
+98,6.347591920461087,3.0761741842760193,4.646161030027626,1.3353320607650887,Iris-versicolor
+99,4.852077041508796,3.02853942744997,1.2202237697143516,0.09067789828194933,Iris-setosa
+100,6.425000842110077,2.8977803972162914,4.946675731167132,1.7113063956357548,Iris-virginica
+101,5.703607327354513,2.795064520058557,3.725551761964847,1.5230501728769772,Iris-versicolor
+102,5.9967560692062065,2.4656415183845604,4.387557824575749,1.165210608330249,Iris-versicolor
+103,6.295981465946095,2.918386846859027,5.183909806921819,1.5805496309792244,Iris-virginica
+104,5.023905194766706,2.769566645029796,4.373663590901564,1.1818205963456678,Iris-versicolor
+105,4.452502569967049,2.8664723777684085,1.0823045824746291,0.13410630603526885,Iris-setosa
+106,7.581135165544755,2.4573119997741477,6.708403529739861,2.2344058856924747,Iris-virginica
+107,5.7968944859511335,2.7536067234377226,3.4014161083850354,1.3807153333387605,Iris-versicolor
+108,6.185047439652088,2.820816425520634,4.259171239600425,1.1682196580402653,Iris-versicolor
+109,5.511010084624811,3.576463953647719,1.2323109082807449,0.40730951398961435,Iris-setosa
+110,7.432904843466398,3.0367285285609777,6.065603699080337,1.82389000182777,Iris-virginica
+111,6.627770131246908,3.3939020846512933,5.496649938521804,2.3207545072723903,Iris-virginica
+112,6.571676012384853,2.842845468265019,4.676634272093778,1.3483081158475234,Iris-versicolor
+113,6.427037135851129,3.086060379893733,4.837427630669819,1.366699166294887,Iris-versicolor
+114,5.239982772149357,3.4236805711715292,4.450758199315011,1.4805973443405416,Iris-versicolor
+115,5.197160005338527,2.5207754422995396,4.157520197315144,1.3609340742069522,Iris-versicolor
+116,6.717953416971187,2.912136495135259,4.708880829331133,1.8217192819095693,Iris-virginica
+117,5.109460322081536,3.525923642983165,1.3144783942371008,0.21779239202346484,Iris-setosa
+118,6.359235604477386,3.1514059185040604,5.294084570087589,1.8743772096370197,Iris-virginica
+119,4.954129056202416,2.656438284205683,4.464907609597306,1.3584793096799852,Iris-setosa
diff --git a/iris/tvae/3/3/test.csv b/iris/tvae/3/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/3/train.csv b/iris/tvae/3/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/3/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/3/val.csv b/iris/tvae/3/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/4/synth.csv b/iris/tvae/3/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b062a773b5e57309fb6b5a7cd1234e8d31bcc886
--- /dev/null
+++ b/iris/tvae/3/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.209019268332862,2.756220499381581,4.772540033627506,1.2938400807740904,Iris-versicolor
+1,5.781026396271819,2.8417353114633723,4.004317929163446,1.4213253286446976,Iris-versicolor
+2,6.523473370629694,3.032929672593263,4.549044816678393,1.4534342846466366,Iris-versicolor
+3,6.904892821009295,3.08120252914842,4.694676231448972,1.4018161951384105,Iris-versicolor
+4,6.544446923850852,2.9179830198215138,5.134433974111096,1.567542359113562,Iris-versicolor
+5,4.467544806511031,3.3696692623568874,1.136825202327061,0.2865948724789777,Iris-setosa
+6,6.677761613334884,3.297735071451348,4.691910948067494,1.4299667469365847,Iris-versicolor
+7,6.692773529039475,3.057820256719015,4.672414668474139,1.3757067303322728,Iris-versicolor
+8,6.042795794413346,2.8635496837694947,4.198024666483681,1.329918700423147,Iris-versicolor
+9,6.661899834854117,2.722620166650576,5.488378431196418,2.0407499044513955,Iris-virginica
+10,5.876913945292709,2.9864829362997805,4.267178649416728,1.1948669645597552,Iris-versicolor
+11,6.303539385970521,2.9142975761523395,4.971033692565857,1.5194912570583203,Iris-versicolor
+12,6.5100635074803614,2.930632843009534,4.979703469779705,2.011693454967833,Iris-virginica
+13,6.510754575915142,2.952776815507446,4.51672410099033,1.5689130338119976,Iris-versicolor
+14,7.447468629456128,3.431454832167379,6.133968362498685,2.1028251732137573,Iris-virginica
+15,4.573262328813537,3.2558458191518294,1.5574773262666017,0.2620348588504562,Iris-setosa
+16,5.864248038625864,2.7505379341112053,3.9907084230845022,1.2589576847606876,Iris-versicolor
+17,6.659204215204934,2.8610831953428972,4.664407099793255,1.5898019687466074,Iris-versicolor
+18,6.906410526596758,2.7992397562357074,5.518104103566026,1.9046373276455115,Iris-virginica
+19,5.251697442305214,3.5807254344199713,1.3876947033936824,0.34408534937670254,Iris-setosa
+20,6.321836560776767,2.9777456479587627,4.5157149004851425,1.1916236395206918,Iris-versicolor
+21,4.176376530187695,2.386141605785396,1.1930049444818565,0.2406432039049335,Iris-setosa
+22,6.526413321176274,3.030709819943891,5.307794286594259,1.9115860952917094,Iris-virginica
+23,5.100642018884855,3.1060975045103985,4.637635731304902,1.163284825435273,Iris-versicolor
+24,6.677018660201563,2.94783386126708,4.580616569328221,1.43882900330393,Iris-versicolor
+25,6.5090312106571995,2.3012397289579805,5.696344576104049,1.72574191896196,Iris-virginica
+26,6.608667807468882,2.9829350773394765,4.318307288746549,1.305355312573447,Iris-versicolor
+27,5.616992368827267,2.9267789756668927,4.282662154658954,0.9218363527788421,Iris-versicolor
+28,7.106593995927951,2.9563629514443392,5.259380955225191,1.6146401395706897,Iris-virginica
+29,4.566244722742657,3.1365907941176094,1.4180121762071811,0.07953140634730987,Iris-setosa
+30,6.636768719243514,3.4528776111151713,5.925270946758111,2.4435324646530487,Iris-virginica
+31,6.880492235090518,3.26365324195381,5.464263597300859,1.9719277837443898,Iris-virginica
+32,6.164592867363505,2.1559824935519165,5.120498377129588,1.6876149978958785,Iris-virginica
+33,5.7152921411696616,2.9715090951956915,4.7995353707776145,1.4878619221948297,Iris-versicolor
+34,4.550313165266439,3.373025198927991,1.3977397429362897,0.258754194364039,Iris-setosa
+35,4.996200687646703,3.218848317311897,1.4188812155505335,0.2119752784338692,Iris-setosa
+36,5.335982709892996,4.066862545728489,1.5760179193464712,0.33329075430561766,Iris-setosa
+37,4.76915183034339,3.405508783825595,1.381045052321236,0.31689218582053025,Iris-setosa
+38,4.223646766380771,2.787116402168931,1.222761646277656,0.20112891246334502,Iris-setosa
+39,5.8278219644956755,2.5008449646443927,3.915883379191174,1.0650829598245666,Iris-versicolor
+40,4.330243586872464,2.6089347092607205,1.3294559782738753,0.19990890187618787,Iris-setosa
+41,5.148979760743324,2.662333072851977,3.6942398754537313,1.3440970854943342,Iris-versicolor
+42,5.4411591704352125,2.5816822413840272,4.665717177373962,1.7416200146954668,Iris-virginica
+43,4.788129776500319,3.4096971262981897,1.6644691397266025,0.2835377921974044,Iris-setosa
+44,6.04642303414737,2.9285208182705356,4.179036001354194,1.205522716629995,Iris-versicolor
+45,6.493082588196155,2.888422633714813,4.794291868181586,1.6167028540064792,Iris-virginica
+46,6.455751556810817,3.202146421151326,5.548712364206114,1.9330670074935727,Iris-virginica
+47,4.964784214422225,3.3562115245842334,1.3830732557366596,0.22822291095708092,Iris-setosa
+48,4.467187390452875,2.879771773955189,1.105797920120966,0.2798866995433545,Iris-setosa
+49,7.68465777991667,2.531012006510673,7.057740307160129,1.6962621297826355,Iris-virginica
+50,4.917698921717823,2.3961945305243524,3.959654187269739,1.094514170450939,Iris-versicolor
+51,3.781261970888522,2.632541656049,1.2911115860964644,0.11960798325625496,Iris-setosa
+52,6.917317359921067,3.3947085191586215,6.4848956084139795,2.296493380572328,Iris-virginica
+53,4.969247829796018,3.490038448614363,1.472346325238657,0.2878982947168816,Iris-setosa
+54,4.261105614520674,3.1626108854918766,1.5253139194488912,0.21185520503913988,Iris-setosa
+55,6.393117071454036,2.8886036660288745,4.982965160334207,1.8064584799850996,Iris-virginica
+56,5.828909501958284,3.089389344975904,4.589297969659907,1.3957995132200713,Iris-versicolor
+57,7.642526841919783,2.9949419061719618,6.302799966890481,2.0592006424810645,Iris-virginica
+58,5.312026911905891,3.294561422493776,1.5677499799523469,0.21802373114114065,Iris-setosa
+59,6.317303720343669,2.2706448127188006,4.75583531990892,1.441568020598374,Iris-versicolor
+60,7.055904227609386,3.1351751156844374,4.833978802509335,1.4009799222241648,Iris-versicolor
+61,4.55886693329779,3.461969825458698,1.3550589680626086,0.26191165408428385,Iris-setosa
+62,4.722638612252264,2.710118890189787,1.253174297419006,0.23660553514218327,Iris-setosa
+63,5.385835574153246,2.5919799827001593,5.216737487533106,1.2331995474362374,Iris-versicolor
+64,6.607441815277886,2.95879936941384,5.478099067268013,1.8757119506649311,Iris-virginica
+65,4.581238901426816,3.2122617416787373,1.4468751642161892,0.22859132063633608,Iris-setosa
+66,6.579112408043978,2.526079406835101,4.704719076472262,1.405761333069685,Iris-versicolor
+67,6.472057452913492,2.755594772552849,5.261010053195197,1.4087089680924114,Iris-versicolor
+68,5.130557011976733,3.6781747934653044,1.6774237292923166,0.18830533619232823,Iris-setosa
+69,5.462153190460944,3.3375645286729627,1.4542755934955507,0.25296119802425776,Iris-setosa
+70,6.389949512020262,2.63431408203032,4.304778192547484,1.6153485435288495,Iris-versicolor
+71,4.632092845934778,2.8295737040635602,1.3414004218405255,0.10794387737998765,Iris-setosa
+72,6.915841717455318,3.3396322204710662,5.007834316496081,1.7316278549039954,Iris-versicolor
+73,6.735318629941564,2.441781472716518,5.517323432479714,1.7109462989959987,Iris-virginica
+74,6.548188312895329,2.9206482288710385,4.768847830363592,1.6507542305413632,Iris-versicolor
+75,4.672506154863966,3.1967873105121543,1.3545089861888455,0.23049368091332276,Iris-setosa
+76,5.243400592685231,3.5110524017382154,1.5043372233063452,0.2770716923304713,Iris-setosa
+77,6.623009613879986,3.366578592461918,5.107412923568608,2.3209109060903543,Iris-virginica
+78,4.51261427937901,3.6336321992395053,1.7751518684931051,0.22290990983333647,Iris-setosa
+79,4.937484389793461,3.1129126657307666,1.4294326248164837,0.2170649273351153,Iris-setosa
+80,4.481365458665105,3.264354709412551,1.5065393326665864,0.24180020287753698,Iris-setosa
+81,6.25134247141016,3.193446527316834,5.071732068621012,1.4806407647816262,Iris-versicolor
+82,5.696749259912009,3.1480856961371906,4.646708330266712,1.261031592874711,Iris-versicolor
+83,4.561460014047439,2.8532450529057205,1.2439551043380317,0.1319564715140303,Iris-setosa
+84,4.971563419451794,3.2323629033033803,1.400605637439659,0.2091139705324793,Iris-setosa
+85,6.6166891219837,2.793291509199128,4.559605593327616,1.486133788690988,Iris-versicolor
+86,4.717131800794382,3.2027700670502206,1.293105831322732,0.26917448735025734,Iris-setosa
+87,6.168609226720332,3.2829601885555397,5.310107884732631,2.191315859067864,Iris-virginica
+88,5.028029898127691,3.781554963541878,1.4867317739486627,0.2126142836151631,Iris-setosa
+89,4.58974932065772,3.4351206211030947,1.25335176987656,0.18371001604116022,Iris-setosa
+90,6.500814652533566,3.2020551424698698,4.739751454373587,1.4254235696244653,Iris-versicolor
+91,4.964143749703396,3.263617051463845,1.490537712331597,0.19341095907696904,Iris-setosa
+92,7.036057806796273,2.840464207807051,5.263126336084095,1.8199516006605223,Iris-virginica
+93,6.059208563149505,2.7564655748636073,4.878636070610993,1.4735417732599814,Iris-versicolor
+94,4.454932442495057,2.882118068936846,1.2571369755154467,0.18532339338437315,Iris-setosa
+95,7.254187184825911,2.8070698024430154,6.069464121887544,2.113803099415915,Iris-virginica
+96,5.228814794822279,3.8896042428761763,1.354688400086818,0.23694703822136087,Iris-setosa
+97,6.7797976514710685,2.6407675023849406,5.407817356476485,2.0767133788360033,Iris-virginica
+98,6.239407456892995,3.094789755919852,5.146242661621009,1.6883350225565323,Iris-virginica
+99,5.1247428978516405,2.64970403007455,4.349463674495886,1.2639497296211568,Iris-versicolor
+100,6.644577178623851,3.073687216497227,4.813970855642939,1.9031163518928778,Iris-virginica
+101,5.032101100355661,3.4921881293056467,1.3913656553648444,0.2642586078784046,Iris-setosa
+102,6.665571364074324,2.972994853716219,5.04650911780292,2.3242242216887865,Iris-virginica
+103,6.140965475722945,2.840019318958979,4.493850262080063,1.5275363015961112,Iris-versicolor
+104,6.45346140081689,2.5903227156151334,4.6674175055508575,1.6256336283449944,Iris-versicolor
+105,5.126519559545817,4.459769026846052,1.633583230696914,0.32761486531506234,Iris-setosa
+106,6.84411334457637,3.1240716931344292,5.6114689201351,1.6680927029768156,Iris-virginica
+107,4.485965004230433,3.3297963864341407,1.4836214786254762,0.22964908255866973,Iris-setosa
+108,4.859188510824407,2.95907148335135,1.337100693651014,0.2896180347695716,Iris-setosa
+109,4.684751892161913,3.056995317517458,1.2721777822462257,0.0942618131906918,Iris-setosa
+110,5.246353465138761,3.594914179983556,1.4544782871473858,0.23436845166440315,Iris-setosa
+111,6.955500825647296,3.687796948936092,6.0049882153369865,2.2991344897449633,Iris-virginica
+112,5.749409449014219,2.834429121400108,4.838986839558935,1.7304149443328602,Iris-virginica
+113,5.942108582957143,2.3781857154366186,4.8951440524891785,1.332244648498677,Iris-virginica
+114,7.083574802465746,2.819920524487117,6.342761770531687,1.989511050911673,Iris-virginica
+115,6.751357107060862,2.908685556801595,5.463885601845918,2.004402759996915,Iris-virginica
+116,4.7355657969569505,2.9760035553038455,1.3470217677547094,0.13635218857430753,Iris-setosa
+117,6.449477053990638,2.84688351240288,4.797040159290612,1.6847804478046808,Iris-versicolor
+118,6.037118319138894,2.6016912673799433,4.271398709609375,1.356434596352161,Iris-versicolor
+119,6.391752109481784,3.317361552303699,4.260080218296528,1.309699373149983,Iris-versicolor
diff --git a/iris/tvae/3/4/test.csv b/iris/tvae/3/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/4/train.csv b/iris/tvae/3/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/4/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/4/val.csv b/iris/tvae/3/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/5/synth.csv b/iris/tvae/3/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0f698a093782a76532f77bbeee00c2731698b719
--- /dev/null
+++ b/iris/tvae/3/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.119146543078204,3.1513013810747945,4.507904332882906,1.602318219520089,Iris-versicolor
+1,7.172450853929851,3.0741356479950777,6.045998722985995,1.9994137498435889,Iris-virginica
+2,6.5458980617241,2.964421883253319,4.372515171066842,1.2048325879740398,Iris-versicolor
+3,7.476956870819437,2.6385148333364885,6.248630326084324,2.0827356527822567,Iris-virginica
+4,6.994127554812998,2.7145291619280614,5.676200270121707,1.8990706425238089,Iris-virginica
+5,7.677829951199257,3.3353840162333497,5.8365395507775,2.5406954065021914,Iris-virginica
+6,4.382096173489176,3.122373929409696,1.1901535442842879,0.179507986353411,Iris-setosa
+7,4.910497360699267,3.3585121410091228,1.4497248225271488,0.21562937924056277,Iris-setosa
+8,6.176890483525988,2.6457907367329936,4.253171764119501,1.27977370033408,Iris-versicolor
+9,5.105901388998319,3.246540112540048,4.739174939813341,1.5283092860723078,Iris-versicolor
+10,6.258388679759962,3.05427992738251,4.903552421180489,1.7288496136554983,Iris-virginica
+11,4.640562952729971,2.7522558770337033,1.4198965862586004,0.10546138956364817,Iris-setosa
+12,6.5526123569677255,2.8128856316217137,5.5983963203238325,2.0171285760262645,Iris-virginica
+13,6.7504167188527635,3.1664942720651643,5.732170424949242,2.05079925821698,Iris-virginica
+14,4.514486024701059,3.3596459720986975,1.6141641103138562,0.33699972787217813,Iris-setosa
+15,6.5495626694662175,2.5858856822634837,6.209467974753688,1.8567667030768282,Iris-virginica
+16,5.452768112378157,4.246743031517907,1.556225447877009,0.16747272613988065,Iris-setosa
+17,7.442994783102649,3.141796767365688,5.898191473750662,2.233227314162823,Iris-virginica
+18,6.456796445556015,3.022980161995619,5.26182270033057,1.8064058050386813,Iris-virginica
+19,6.24311729747399,3.0841692741740685,4.41554027465453,1.2190554629300734,Iris-versicolor
+20,6.373069018889941,3.2053216287922073,4.8127570896534815,1.4388254957617492,Iris-versicolor
+21,6.083328793510505,3.1159693331841143,4.502423420110562,1.5893755048287541,Iris-versicolor
+22,5.964384810359009,3.1602282438029774,4.586003856628966,1.4638526998686237,Iris-versicolor
+23,4.9222056863788515,3.684083968665838,1.3475305036402767,0.31783285095170977,Iris-setosa
+24,5.914541460576098,2.292446397001608,3.708816251552908,1.4016174894920992,Iris-versicolor
+25,4.598988113320673,3.043193723523633,1.4527681581249159,0.23739770561811888,Iris-setosa
+26,4.66204538597821,3.1229802663916355,1.4840695198779095,0.23057034041723437,Iris-setosa
+27,6.127727463312215,2.9823339843612975,4.928987421543265,1.496715793380423,Iris-versicolor
+28,5.59438178531547,2.726324105878406,4.476020425838241,1.211396518925956,Iris-versicolor
+29,6.975674683349618,2.6959424471385773,5.953784238340526,1.859637227583453,Iris-virginica
+30,5.358174722935166,3.431299166315023,1.5066670072222539,0.32252316281130067,Iris-setosa
+31,6.061420823118558,2.4696083810729217,5.1186241545282005,1.2775549543834475,Iris-virginica
+32,6.436521311269928,2.790757453926668,4.821811513664384,2.049963299861726,Iris-virginica
+33,5.184986803175837,3.3675269816471127,1.366281225023065,0.2418162042341423,Iris-setosa
+34,6.423703088647407,2.9037511446515865,5.332605171249263,1.5678098275853134,Iris-virginica
+35,5.228309906776209,3.5761133928630247,1.3371821614006956,0.23760298866861554,Iris-setosa
+36,5.638213512624989,3.240883801394038,4.037142153185444,0.8768893666958195,Iris-versicolor
+37,5.186610844778585,3.2582807936971747,1.3658248807406235,0.162314413681306,Iris-setosa
+38,6.605041432732811,2.9623073159453486,4.756996345119238,1.5121813474829613,Iris-versicolor
+39,5.851833035661089,2.720187351035659,4.169613230764716,1.548867037494769,Iris-versicolor
+40,6.773591937834599,2.6014179748564987,5.831181022747757,1.661927359509032,Iris-virginica
+41,5.873139277998804,3.0028064322333594,3.8734154769361515,1.3877150728803638,Iris-versicolor
+42,5.755476127725939,2.3534978107406683,3.5182725643437163,1.1796519781069783,Iris-versicolor
+43,4.240968751421643,3.976352756415682,1.5894014405095218,0.1715541979672892,Iris-setosa
+44,5.216332005737262,3.506874214350686,1.3918672029876054,0.33111143102727747,Iris-setosa
+45,6.408585452197302,2.490172823002944,5.246456212894575,1.521590464615231,Iris-virginica
+46,6.67754317234652,3.0422250054196183,4.374710651659168,1.3603009953288807,Iris-versicolor
+47,4.755563690538787,3.320363081168498,1.4291429650896357,0.15218526049668823,Iris-setosa
+48,5.953852097026774,2.7293702476026405,3.510865213870925,1.3082748429678541,Iris-versicolor
+49,6.175530200509306,3.0270589884126724,4.769568833609332,1.3645838406474227,Iris-versicolor
+50,5.638135068613474,3.566832718979461,1.3163787478505327,0.1854460757789506,Iris-setosa
+51,6.536020765209293,2.953932778042202,4.636456911427275,1.463983777341605,Iris-versicolor
+52,5.813652315009738,2.8367381063901513,3.973930315349315,1.0941561388332475,Iris-versicolor
+53,6.489212274457091,2.933470667355231,4.884786817545877,1.6105860256957072,Iris-virginica
+54,7.257041614136808,2.945933242258197,6.308773880249699,1.9555250559518031,Iris-virginica
+55,6.623023547605,3.187161270778046,4.419067872804564,1.3702870968831768,Iris-versicolor
+56,4.77061145671422,2.951149334216117,1.3663020484382433,1.5489890014075856,Iris-versicolor
+57,7.784459753826663,2.6303896460619187,5.532112755142763,1.9668072392612153,Iris-virginica
+58,6.274480748998785,2.704779131375183,5.093061797413675,1.6300956429802913,Iris-virginica
+59,4.576535381862108,3.083098736798413,1.4034034021949928,0.14137270214268416,Iris-setosa
+60,6.381915739052556,3.0301370850475293,5.25283357225485,2.0380592951210197,Iris-virginica
+61,6.845755121657107,2.940162768508712,5.0126969719398415,1.1431394419187768,Iris-versicolor
+62,5.228666898396517,3.9442942300809922,1.264019798316969,0.46065799719947087,Iris-setosa
+63,5.0902094653425,3.385683491648136,1.503507195388123,0.3136768342009962,Iris-setosa
+64,6.783978879961899,2.964510908739896,5.220730133452086,1.9977367408683282,Iris-virginica
+65,4.800021287488813,2.9497060374226387,1.438726636204893,0.11315726994662478,Iris-setosa
+66,5.405970325352593,3.64394474781109,1.6797546113561168,0.28989615761004245,Iris-setosa
+67,5.009421842058297,2.7010835678137837,3.6353985868811938,1.419842122957051,Iris-versicolor
+68,5.6586966201027185,2.838464562461444,4.152751655889716,1.5821422780476417,Iris-versicolor
+69,6.680869596529844,2.815592766698488,5.283674587266628,1.6123767332229162,Iris-versicolor
+70,5.045049307267409,2.5091504589236484,4.36575519041088,1.16051438764674,Iris-versicolor
+71,6.952371283695954,3.217984006193134,4.919417056440207,1.5837219275063328,Iris-versicolor
+72,7.278803724841642,3.225708728445531,4.337004265271596,2.4112304479224917,Iris-versicolor
+73,4.9627502828252466,3.429644695584267,1.5970303624779223,0.15316164643670044,Iris-setosa
+74,6.1997970207418005,2.9109686477588386,5.470245331598616,1.8914336496469346,Iris-virginica
+75,5.867081662598689,3.0641976082919626,4.319161962044747,1.6342915620583527,Iris-versicolor
+76,7.468490501795414,2.9902018356469684,6.550632800953566,1.8602308844095838,Iris-virginica
+77,6.255063624114051,2.5390372417335745,4.362658097712055,1.4358141254367107,Iris-versicolor
+78,6.9377127018023454,2.851605436263515,5.61012642560207,1.6377808360768238,Iris-virginica
+79,5.86234582879447,2.9821474366427534,4.25705417050202,1.3018311614890543,Iris-versicolor
+80,7.59902175067057,3.249117557004743,5.9768498180173,2.1944930173009256,Iris-virginica
+81,6.178241664302944,2.7691967769962025,4.265444498704551,1.1208841375680487,Iris-versicolor
+82,5.694306308484381,3.204700457980893,4.077210862366573,0.5928728939072563,Iris-versicolor
+83,6.676036508840515,3.108810563172215,5.448705940996465,2.581571708363048,Iris-virginica
+84,7.499197672785552,3.0126084206464974,5.199963370030661,2.0524147373676156,Iris-virginica
+85,6.771677825323503,3.2829132037003634,4.338396960555405,1.6554558469937555,Iris-versicolor
+86,4.240254804531159,3.63784007316758,1.5130861253808627,0.15004418826592353,Iris-setosa
+87,6.356172906674675,3.1593625100886897,4.735642162978491,1.5178730003667193,Iris-versicolor
+88,4.964369609121735,2.8888851685692485,4.116941274044884,1.3982914469554721,Iris-versicolor
+89,6.031094830671442,2.9914972994942755,4.116018832368168,1.4176313838056747,Iris-versicolor
+90,4.478282503753444,2.52684271119147,1.4400639021137471,0.298680694123703,Iris-setosa
+91,4.439413441187207,3.240178649843896,1.3534199038700434,0.12009997219561558,Iris-setosa
+92,6.400590023400628,3.229696418080586,4.802238482591739,2.4889776504752383,Iris-virginica
+93,6.043497153694058,2.988165755574348,5.022510906965721,1.4031133676092793,Iris-versicolor
+94,5.157673071731973,3.3147610583397085,1.3870222679314927,0.2125283440125454,Iris-setosa
+95,5.62971006381655,2.4154169697003627,4.701910506607948,1.2350512020793691,Iris-versicolor
+96,6.202452469842984,2.757586552094589,4.3322595642637545,1.2951622848997362,Iris-versicolor
+97,6.986764917242955,3.3267290122020174,5.9786202289035755,2.040312299539882,Iris-virginica
+98,4.681960819524133,2.6375145200282364,1.1249697213531633,0.08974189865264118,Iris-setosa
+99,5.266521401410128,3.2471120935698523,1.3614226154928764,0.19954148158875523,Iris-setosa
+100,6.622832950914073,3.0050395644100303,4.776288135481055,1.3784975900733631,Iris-versicolor
+101,5.200829254791713,2.592188175062079,3.6562875528373406,1.1930067697890858,Iris-versicolor
+102,6.1038395119846935,2.9738370586166054,5.150387679466399,1.9504866170278328,Iris-virginica
+103,4.771319566745749,2.8858220865650916,0.8767467377049962,0.10365819884279856,Iris-setosa
+104,6.41539341196957,2.940985365653674,4.746827819081458,1.7618390148553362,Iris-versicolor
+105,6.257188049865202,2.8537537469656833,4.257096028937038,1.2795638463499688,Iris-versicolor
+106,6.509188252127728,2.975265521175059,4.966089189175589,1.989582230224653,Iris-virginica
+107,5.310505251588782,2.9398321141018733,1.5271186492620576,0.0676380502971771,Iris-setosa
+108,5.881566000827785,2.9128139962152155,4.676238085736867,1.5256657017683843,Iris-versicolor
+109,5.578654736454611,3.4949131506907203,4.619559314010859,0.334234585780222,Iris-versicolor
+110,6.078248026163449,2.63811058061496,4.122331151334285,1.4197509942995294,Iris-versicolor
+111,5.863871705388997,2.815085629577892,4.562285166816083,1.1614583057323147,Iris-versicolor
+112,6.982468716749077,3.0061433429890405,4.786528578263405,2.972199365410553,Iris-versicolor
+113,6.197838143906519,3.146672855005079,4.618320344024499,1.302182987341169,Iris-versicolor
+114,4.099813725629172,3.1652723190320686,1.2764121398086696,0.2602915267332071,Iris-setosa
+115,5.344657326184537,3.408552701314519,4.441764466233638,0.5054335584095996,Iris-versicolor
+116,6.39931147224915,2.76167638160599,4.552195507811465,1.2785694419469298,Iris-versicolor
+117,6.587639261754541,3.1501386772213666,4.38021673282271,1.6902250363663431,Iris-versicolor
+118,6.103785579177297,2.983825550685984,5.157529456165201,2.0894350478735313,Iris-virginica
+119,4.342262797090968,2.4868465784094282,1.2246516394989273,0.172426920341954,Iris-setosa
diff --git a/iris/tvae/3/5/test.csv b/iris/tvae/3/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/5/train.csv b/iris/tvae/3/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/5/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/5/val.csv b/iris/tvae/3/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/6/synth.csv b/iris/tvae/3/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0a2b9043a8745bd4ab938dfcefebc155a01db630
--- /dev/null
+++ b/iris/tvae/3/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.417157655911775,2.848655390962386,5.406108994047072,1.8619332139113913,Iris-virginica
+1,5.22695559545824,3.4144405326581264,1.3804491349789194,0.2627364973484399,Iris-setosa
+2,4.959884096720156,3.894219380273721,1.4709185302612409,0.42339306675875865,Iris-setosa
+3,4.623414703319174,3.1202220218941203,1.4033313241207488,0.23750635153431296,Iris-setosa
+4,4.394427993747229,3.057182606790528,1.4617494005047431,0.06023987005301118,Iris-setosa
+5,6.6855635991716325,2.214156028169023,5.452204349400934,1.6789597641406864,Iris-virginica
+6,6.609935642429107,2.854962002968489,4.515356550728005,1.5396993032202477,Iris-versicolor
+7,6.1936601578699575,2.8246861291867758,4.710621954389858,1.7529640707650014,Iris-versicolor
+8,6.899629365691424,2.521314620682447,5.107953509477627,1.6230514325327867,Iris-versicolor
+9,6.046622351200744,2.9363450818130645,4.586294631024946,1.4242770467024286,Iris-versicolor
+10,7.591078254337177,2.980730771523824,5.934420036699725,1.9027045095293935,Iris-virginica
+11,6.749125649481389,2.995517128806599,5.0800391941346845,1.9260723056036178,Iris-virginica
+12,6.224565984215746,2.992022262766104,5.558101599266775,1.6614710705034794,Iris-virginica
+13,5.970714929516781,3.775379865635335,1.4938114917164484,0.263553237352272,Iris-setosa
+14,4.8050920098563275,3.2947816775242593,1.2625688095123087,0.17641634314245475,Iris-setosa
+15,6.774579784423225,3.2432601321356276,5.112864830877149,2.283162163376343,Iris-virginica
+16,6.303422377920476,3.148064898627653,5.2695203623309865,2.2596572811143165,Iris-virginica
+17,6.270301517188688,2.7749796493681074,5.020366126993061,1.452093718377175,Iris-versicolor
+18,4.329270018432155,2.8293921812243163,1.5193240614336174,0.14482952999694937,Iris-setosa
+19,5.140040867466802,3.1477064387785165,1.4786298869760128,0.18318438073502286,Iris-setosa
+20,4.566426721231268,3.4042512461340424,1.6270975222099942,0.2032733003905191,Iris-setosa
+21,5.433494752799073,3.467536593537824,1.39089736220394,0.24801590133971974,Iris-setosa
+22,6.049504890230245,2.526725049214592,4.66638545167941,1.7396081140732096,Iris-versicolor
+23,5.047553744634378,3.596112422287913,1.3547549189045023,0.1549172623505114,Iris-setosa
+24,7.851636930463613,3.2086808931394257,6.453520296602663,1.9776694594141695,Iris-virginica
+25,5.206012999465809,3.580744118754344,1.5578035782632258,0.22192755587007967,Iris-setosa
+26,5.363451768817454,3.1464107671974344,1.418378029748358,0.25829309525781097,Iris-setosa
+27,5.000764991599225,3.041364181601496,1.3535061316863417,0.07423381319918912,Iris-setosa
+28,5.249916638219346,3.448685459017616,4.69200716262582,0.21996780340512745,Iris-setosa
+29,6.73292453158079,3.2100732720614857,5.346454312209389,2.617992929618967,Iris-virginica
+30,6.405993415798222,2.8847563263147777,5.232203787747524,1.739307029983316,Iris-virginica
+31,6.992471242506542,2.8083218289387655,6.510422973731483,1.6307338935130709,Iris-virginica
+32,4.8879743540098275,3.142773509951845,1.3830370704763797,0.0681668108390395,Iris-setosa
+33,6.363821945676242,3.1461241261871624,5.003960267819727,1.8440113087412429,Iris-virginica
+34,6.2104558731329815,2.931889388430199,5.343151734488687,1.7583296814178213,Iris-virginica
+35,4.642721995459917,3.1494953967381973,1.497991888376439,0.2083262974331606,Iris-setosa
+36,4.127946087161478,2.584959772115571,1.0838960252733183,0.10560044416041284,Iris-setosa
+37,6.4533808606728025,3.362616106047993,5.928104888611723,2.1574799358320744,Iris-virginica
+38,7.326044955858103,3.6306463692300106,6.0468635309681,1.7888981014627408,Iris-virginica
+39,7.7894335298170905,2.6797148604047303,6.7977768042246485,2.122064256851532,Iris-virginica
+40,6.691927864356444,2.5884369044873043,4.408457521577597,1.324881903612428,Iris-versicolor
+41,4.513908778255711,2.4282621183208524,1.090631728288375,0.11928222193321042,Iris-setosa
+42,5.922714232007147,2.3194099572912306,4.649310280247989,1.5933977729478759,Iris-versicolor
+43,4.718593887763355,3.1253745648325624,1.4201298648894565,0.10331304035420028,Iris-setosa
+44,4.864173787142426,3.5599024807067776,1.71223705841311,0.19025475573408973,Iris-setosa
+45,6.189392631039081,3.2185321487148686,4.544048008318597,1.6740722858483017,Iris-versicolor
+46,4.848263163907344,2.810614041875047,0.9909543265213869,0.20150655174982054,Iris-setosa
+47,4.906244613259984,2.9908630389075257,4.777841607762966,1.2649696960553418,Iris-versicolor
+48,4.599172540156576,3.1628313189850346,1.4655953551509542,0.1408563960597048,Iris-setosa
+49,4.448565829173621,4.262199876334613,1.790779195049129,0.24977221068652614,Iris-setosa
+50,6.602635263840959,2.843568363840527,5.564250128623606,1.9382102881620795,Iris-virginica
+51,6.269989864128183,3.041868923250767,4.229997761476794,1.2084578350950586,Iris-versicolor
+52,5.367949295232105,3.486906909008631,4.595040214681035,0.3407453325036934,Iris-versicolor
+53,6.24687538942981,2.8922707709501454,3.9702928876841557,1.6283726533500125,Iris-versicolor
+54,5.668606541616131,3.9519445289715343,1.5307284812681774,0.3004644382234758,Iris-setosa
+55,6.756987638528317,2.9964371155598584,4.6246203924693425,1.4586835820911896,Iris-versicolor
+56,6.359296370807448,2.7019304573728884,4.033045493060761,1.635027006079565,Iris-versicolor
+57,6.7049050450510626,2.9989377672718502,4.59281479579134,1.4661108959578328,Iris-versicolor
+58,6.423022148149951,3.178020311447659,5.104131993431617,2.1279864322183415,Iris-virginica
+59,6.386362762109975,2.7715261443349952,4.929124507114465,1.785891617823549,Iris-virginica
+60,5.467320172358592,3.6415627948096225,1.4356452881117845,0.16734510458155705,Iris-setosa
+61,5.743263008805301,2.9088709762804483,4.577616762668897,1.3809314591522022,Iris-versicolor
+62,4.557452416345983,3.1677894620253086,1.5421278361907265,0.31349980119158427,Iris-setosa
+63,6.564446312648699,2.88844424305744,5.133029139983014,1.7298195337210227,Iris-virginica
+64,6.209748353943273,2.3729533301085732,4.3814309950972525,1.1817255458731284,Iris-virginica
+65,5.583183604834507,2.914450749374273,4.106852272468263,1.1484259451087317,Iris-versicolor
+66,6.776155591175892,3.321507683565429,5.574545375649821,2.520745253071562,Iris-virginica
+67,4.478676280069738,2.846437978142207,1.3520060235910067,0.12038467652566015,Iris-setosa
+68,4.670808677960335,3.618992942282622,1.4819001747409533,0.35404134386303815,Iris-setosa
+69,6.215837197734574,3.273575688594516,4.571052648904557,1.480829494604982,Iris-versicolor
+70,6.098830341974228,2.4249906733581197,3.9226851852029885,1.1308634599619083,Iris-versicolor
+71,5.92119523896182,2.839555549598475,3.921814290670383,1.0760506432570118,Iris-versicolor
+72,7.566144682069049,2.8955226236034246,6.026662536587979,1.8459679882418996,Iris-virginica
+73,7.254364771809622,3.0489792096716517,5.519285730407783,1.9490563894939368,Iris-virginica
+74,6.467790432256433,3.0109944085852125,4.553357908917991,1.4275018513441458,Iris-versicolor
+75,6.127860546733277,2.634219138432723,5.396162059527891,1.5697835966310871,Iris-virginica
+76,6.541265345099762,2.879158562073768,5.4810695370707565,2.0795509893323025,Iris-virginica
+77,4.751816580078633,2.629364708250259,4.558597309526651,1.3398820547004693,Iris-versicolor
+78,5.1754305124412685,3.4981063206590948,1.5406816988904526,0.19677817832518296,Iris-setosa
+79,6.163555363768049,3.027335535298381,4.718662184809137,1.446623727752704,Iris-versicolor
+80,6.7004225645631035,3.125862737669593,5.102661535365099,2.093703504570388,Iris-virginica
+81,6.699998277120934,2.5211664428130707,5.4771143944072636,1.5936488168984622,Iris-virginica
+82,5.394664471506583,2.6307850255877603,4.263603559716733,1.5710260638445126,Iris-versicolor
+83,4.820428228216347,3.417801357450334,1.5132250693055977,0.20285933666908784,Iris-setosa
+84,4.927137071818142,3.5899585914702845,1.4234932851569646,0.2671289372299695,Iris-setosa
+85,4.909278049157953,3.041352277433621,3.855673499477236,1.2300542391797546,Iris-versicolor
+86,4.670512786671496,2.5069095500767316,1.0489544311795633,0.09913222108959482,Iris-setosa
+87,6.130054850595081,3.351240369068644,4.482414712751111,1.6575009697677858,Iris-versicolor
+88,4.791038478161445,3.1432322792573477,1.2653018282107893,0.18018009490958678,Iris-setosa
+89,6.778396904084338,2.837442073074846,5.987859796121533,1.8632462535188052,Iris-virginica
+90,6.408808998889022,2.7575102340705797,4.522703130846282,1.6012790852798087,Iris-versicolor
+91,6.5998150221884355,2.975436585655459,5.371669919605623,1.7841724542512045,Iris-virginica
+92,6.051896028627356,2.9614599636052685,4.728876551085997,1.477886181819431,Iris-versicolor
+93,6.377568769728832,3.0279439675960047,4.441529184766894,1.516908025204291,Iris-versicolor
+94,7.042248396538179,2.934361886808026,5.168810672837503,2.1980823128295635,Iris-virginica
+95,5.3175360965552265,3.3465924928317934,1.791610513047114,0.1679215846905673,Iris-setosa
+96,5.506098712081545,3.4190970413506596,4.221686724483813,0.4581475187125208,Iris-versicolor
+97,6.927287457090554,3.2503674538622365,4.956716770461352,1.5809808713369824,Iris-virginica
+98,6.613387529742371,3.117216583005286,4.70536920243578,1.5379559316241815,Iris-versicolor
+99,4.563616798884019,3.1214589199437826,1.4954710215193199,0.2085380595336194,Iris-setosa
+100,7.102563413729852,3.4360203510009777,6.452561800405367,2.3273767819742393,Iris-virginica
+101,4.420005772390514,2.6737142434252488,1.0682520412093341,0.21829501157069572,Iris-setosa
+102,4.57299144120232,2.912538122471181,1.3780635933523964,0.10568686594355739,Iris-setosa
+103,4.844348241850395,3.1489922663062093,1.5064878907121897,0.17434000565069951,Iris-setosa
+104,5.920697158388457,2.895037469573679,5.079194565566151,1.50079081858739,Iris-virginica
+105,4.899039549800483,3.93521285907582,1.3600405219172274,0.28463087526360126,Iris-setosa
+106,6.044607855080143,2.269615042800713,4.887386880439034,1.4616529649802608,Iris-virginica
+107,6.7195133653365655,3.2427895698838887,4.6644353034751544,1.9846575212499942,Iris-versicolor
+108,5.18701746592144,3.826044794381729,1.5451645735034765,0.33633752944522965,Iris-setosa
+109,5.90025812913557,2.623894147152574,4.382117795740236,1.4274299000911301,Iris-versicolor
+110,6.2752322528172755,3.1253491328409098,5.265389839012199,2.013268100214423,Iris-virginica
+111,7.173032792581316,3.1586556573199855,4.214388461017364,2.394656598674967,Iris-versicolor
+112,4.4584816342034,2.942915060349945,1.5369682449798345,0.24343541135958852,Iris-setosa
+113,6.375490984320302,3.124012377363892,4.006877259216919,1.904628918806185,Iris-versicolor
+114,4.540168710746592,2.7385918176731066,1.430838681004018,0.28681350273910244,Iris-setosa
+115,5.050094880275318,3.765672758305393,1.5231109231266382,0.1797903971635965,Iris-setosa
+116,6.966720543524156,2.9720592354937523,4.99986985093849,1.7116969437447693,Iris-versicolor
+117,5.908016962394137,2.8920015636126797,3.855341527794783,1.0829463322619306,Iris-versicolor
+118,6.608957883416646,2.870313134098154,5.426910035660064,1.8763392946485162,Iris-virginica
+119,4.485180954767758,3.331017212198759,1.215722468204326,0.12256224639554919,Iris-setosa
diff --git a/iris/tvae/3/6/test.csv b/iris/tvae/3/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/6/train.csv b/iris/tvae/3/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/6/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/6/val.csv b/iris/tvae/3/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/7/synth.csv b/iris/tvae/3/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c823d68556b9d4eeabe700592cab00de7ca0a235
--- /dev/null
+++ b/iris/tvae/3/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.049266159362912,2.762361423539951,5.25440040017402,1.8329250582271113,Iris-virginica
+1,5.082675564004718,3.3908562929218538,1.2759408727620691,0.32051651825776095,Iris-setosa
+2,4.623390805646428,2.802866256725271,1.3844556483384776,0.1148520349113124,Iris-setosa
+3,7.396071373877171,3.2237801461966282,6.249468424974961,2.207470954036619,Iris-virginica
+4,5.062779043132854,3.142598709917941,1.4413770859387691,0.12360888540984336,Iris-setosa
+5,6.389042740999349,2.87549016286586,4.25073477080629,1.231876249735806,Iris-versicolor
+6,6.65522931851496,2.957848917631404,5.688887238979889,1.8223903177774,Iris-virginica
+7,5.603149091360843,2.8489024682304858,4.104236258327214,1.3686784163730363,Iris-versicolor
+8,6.5449325237887255,2.7551922928999275,5.2743750872063515,1.6413664992032047,Iris-virginica
+9,6.440814762327675,2.829014600413817,3.81572398149381,0.9121757400308046,Iris-versicolor
+10,5.266373621936062,3.172425039490587,4.59105127902735,1.5151504453023008,Iris-versicolor
+11,6.4062288008010535,2.8392404047890953,5.023613008992735,1.504401239885031,Iris-virginica
+12,7.419314909891128,3.033138602192488,5.993468197667237,1.9784341968638541,Iris-virginica
+13,5.1404150714980865,3.263055643025249,1.461751522702774,0.3051319580620506,Iris-setosa
+14,5.149684929624816,3.5337921080883454,1.533230208188521,0.2786724220528251,Iris-setosa
+15,6.054274072426402,2.7286333565238055,5.405714490669055,1.680221829386737,Iris-virginica
+16,7.524713318443763,3.044895105172149,5.988247703158752,1.8054040084486966,Iris-virginica
+17,5.255119034229594,3.609826207835269,1.2158025475899459,0.4234552675812644,Iris-setosa
+18,5.822559797653141,2.1009419080873366,3.7267046371036194,1.122654440583545,Iris-versicolor
+19,5.611386762445654,2.821356272515799,4.246284467853843,1.3328356591928037,Iris-versicolor
+20,6.459625225909956,2.697879958559383,4.880917363679775,1.6014553967967924,Iris-versicolor
+21,6.4857449072472795,2.9615522889997594,4.999196991922685,1.5565225569318193,Iris-versicolor
+22,4.325806657685277,2.7674505117577803,1.179845550837672,0.17913688070889897,Iris-setosa
+23,6.933352184120418,2.402417146312348,5.6989850131283735,1.5757194960806955,Iris-virginica
+24,6.132081713616208,2.318339457845708,5.171203091189845,1.0576667355731142,Iris-virginica
+25,4.888307589423727,3.33174114935179,1.5139944388386635,0.1376491987324889,Iris-setosa
+26,4.919597864372786,3.426229204981846,1.4576495217430627,0.25133923545588066,Iris-setosa
+27,5.765417999414906,3.0309605436563722,4.9346648822029735,1.8097515244941194,Iris-virginica
+28,6.828667463345542,3.0021291061108433,4.957139136004326,1.9194117927078087,Iris-virginica
+29,4.172142037968948,2.6038036484954636,1.395394221142946,0.20769735827268343,Iris-setosa
+30,5.588110154067201,2.8408366354685475,4.1740695737577465,1.2944618052023968,Iris-versicolor
+31,6.605835663047356,2.7408973797688008,4.7614328640186825,1.4706803112412423,Iris-versicolor
+32,5.967749593386834,2.8649491846877297,5.175095254705723,1.6742361437156663,Iris-virginica
+33,6.185842353071074,2.679140782260471,4.198456684165145,1.2835318002590184,Iris-versicolor
+34,5.93709801657486,3.3916720101134197,5.580599631327004,1.9719041283796521,Iris-virginica
+35,4.010105361189144,3.9203450685994468,1.5339888709859224,0.25668725484860216,Iris-setosa
+36,4.540371175992257,2.9312314922882803,1.3408499425176255,0.20826727422693456,Iris-setosa
+37,6.392623469606601,2.8231722844501266,4.180510221807211,1.385258920487793,Iris-versicolor
+38,6.554065356644344,2.789328086123275,4.052580896109949,1.6411279421042888,Iris-versicolor
+39,6.422883953563587,3.400227819450718,5.6866640744565355,2.472986146710319,Iris-virginica
+40,4.691836536359591,2.4386911817949857,1.0739766325073197,0.12320739166733527,Iris-setosa
+41,6.554739398391988,3.4275902829105336,5.095909467511951,2.474142591813517,Iris-virginica
+42,6.229601249324848,3.1497113799701513,3.8848462431671544,1.087095248102814,Iris-versicolor
+43,4.232041137972175,2.6628687664937867,1.3054208108629983,0.21493575218063607,Iris-setosa
+44,5.9094788524407145,2.5502754492365214,5.473379604588964,1.6756819103662244,Iris-virginica
+45,7.3375705567317215,3.768116259186821,6.236006662903344,1.83510196394969,Iris-virginica
+46,5.169479776143939,3.3353347012744132,1.5517017188620064,0.3396712108982748,Iris-setosa
+47,4.935602260520808,2.7753491037410636,1.048231834685935,0.08198536911092427,Iris-setosa
+48,6.650983217720042,2.978712580639826,4.610133327453369,1.8754736895084225,Iris-virginica
+49,4.768443138877151,3.178153502597139,1.5719814199078468,0.20870574056823804,Iris-setosa
+50,6.621774712606381,2.7878949714561183,4.543808444083964,1.5217063303207374,Iris-versicolor
+51,6.261473349528055,2.9080279135646943,4.896068061649808,1.8825487298740105,Iris-virginica
+52,5.187352053802403,2.8572951423369366,4.478087624417863,1.1780294742889725,Iris-versicolor
+53,6.368810094685169,3.09505092952594,4.290036639595929,1.1786700449849061,Iris-versicolor
+54,6.816927446214092,2.9784207558859466,5.5385189228430205,1.9500423805256863,Iris-virginica
+55,7.729707055613714,3.3812434452833537,6.801266393002247,2.24083466051413,Iris-virginica
+56,5.933644514189075,3.0692062059416103,4.824622951681993,1.2752115940415019,Iris-versicolor
+57,5.362900725780961,3.479752754345161,1.4491420987931085,0.19024125944214276,Iris-setosa
+58,6.76687755848288,2.8050129970265374,4.931575599634054,1.4894797999464482,Iris-versicolor
+59,6.637995605006796,2.952129331184784,4.5359745701450365,1.1026487944804584,Iris-versicolor
+60,6.402590444253882,3.234870986454426,4.720987999031441,1.6521007369534704,Iris-versicolor
+61,5.821940400375501,3.0250084333293654,4.676926177871778,1.344543154301101,Iris-versicolor
+62,6.553835331736049,3.2452910617052257,4.138656699891748,1.9616732301523847,Iris-versicolor
+63,4.858978428588864,2.989137521869535,1.3440156318272385,0.13059742386950335,Iris-setosa
+64,6.222670120533107,3.066997311172213,4.800695671124085,1.3326453516901209,Iris-versicolor
+65,5.083020257158966,3.2685381067905803,1.5217872074341496,0.2242890038993105,Iris-setosa
+66,5.186477054556253,3.5537833244365835,1.460690040819167,0.25493677701743495,Iris-setosa
+67,5.820563409527836,3.0394438058087934,4.69375306771714,1.3252509643834887,Iris-versicolor
+68,5.259040112973071,2.5293494325850876,4.079385747643766,1.2435226617662782,Iris-versicolor
+69,4.184046004884033,2.9294253178637812,1.1388246853210675,0.1503565973037258,Iris-setosa
+70,6.917455321212955,3.1234079606786804,4.438046988541703,1.3332696487566245,Iris-versicolor
+71,6.1228925760521085,2.4668452329285,4.191819407375,1.470798317053431,Iris-versicolor
+72,5.629375766419361,2.5625062258045253,4.101529539172048,1.2124961767219848,Iris-versicolor
+73,6.578689320289295,2.8013901384861586,4.650508449854956,1.533177429602408,Iris-versicolor
+74,4.914087305327931,3.1844960578490995,1.2291234649780562,0.21893418967736844,Iris-setosa
+75,5.559215560926379,2.8154282271889657,3.786959357535129,1.0915442101985215,Iris-versicolor
+76,4.561766025096881,2.4552411182937277,1.583697738005075,0.19930283783861028,Iris-setosa
+77,4.705591022462613,3.410882950181349,1.3497521244472068,0.24621669786578484,Iris-setosa
+78,5.366780809533807,3.759485184202501,1.1713343452671392,0.455373307429634,Iris-setosa
+79,5.671987472827212,2.428730838770948,4.450833070948448,1.3002117082984666,Iris-versicolor
+80,6.611654372201479,2.773917246454142,5.28859409745153,1.8483786594759568,Iris-virginica
+81,7.14887900224813,3.3660057476982796,6.001111817258238,2.3478000595237614,Iris-virginica
+82,4.650421532002001,2.6792756122085897,1.2186515203485409,0.31438103032891024,Iris-setosa
+83,6.425526820550808,2.5459421261406483,5.010330623490506,1.576030845971526,Iris-virginica
+84,6.97659970522192,2.7728197256517264,5.981592974370601,1.9091043299004324,Iris-virginica
+85,6.043884091472667,3.053632172192297,4.359965892323463,1.2646531509581227,Iris-versicolor
+86,5.9234774410728095,2.839923275389098,3.9166637955261185,1.4105294467069223,Iris-versicolor
+87,5.086238962424163,3.3237638087738133,1.5924608432215601,0.2363619753957144,Iris-setosa
+88,5.001509719875019,2.6130327681839374,4.3582382343168815,1.4906681987656174,Iris-versicolor
+89,4.441025701354997,3.024908619482223,1.357899942799191,0.01680113468609526,Iris-setosa
+90,5.233463334933028,3.150234819680427,1.4238847192067547,0.1742061529780526,Iris-setosa
+91,7.508606208704956,2.9174777974398123,6.207993013167268,1.7957952410031726,Iris-virginica
+92,6.629337891357869,2.1710316152828275,6.14730529322725,1.7940722427708846,Iris-virginica
+93,6.349136671611378,2.7800351929628953,4.533602733115009,1.488232594205382,Iris-virginica
+94,6.928846268290224,3.1057032364091373,5.892210222206423,1.886249898682223,Iris-virginica
+95,6.316745519417334,2.8962881266924003,4.588133035110172,1.8239432156871656,Iris-virginica
+96,6.947309584428685,2.897663827439369,5.225732364952826,2.175862745299965,Iris-virginica
+97,4.6840802691303765,3.0763335270645626,1.2131849249988471,0.010216513958836104,Iris-setosa
+98,6.030239542536092,2.8675740042191893,4.801229576313893,1.6482875008248914,Iris-virginica
+99,6.351041444923161,3.202936594834563,4.539173058485712,1.5177991363562766,Iris-versicolor
+100,4.591829822618285,2.8119145576645264,1.3769575376506216,0.1637959853170608,Iris-setosa
+101,5.014006507760057,3.4005684923124657,1.2494146029349245,0.149082844965786,Iris-setosa
+102,5.38830027851304,2.4417372720120003,3.6887982166249227,1.0917856896183658,Iris-versicolor
+103,6.373811024529182,3.07334450193783,4.464184868413701,1.343879758983042,Iris-versicolor
+104,5.118026529282831,3.24766851913046,1.2618295342507988,0.2464730464507199,Iris-setosa
+105,6.178032549392811,3.086467171729891,4.866518385424526,2.087988364604767,Iris-virginica
+106,7.611868752502307,2.915022999655281,6.051040174773059,1.8345117775254263,Iris-virginica
+107,6.446364719731435,2.9200637442951076,5.037943478156385,1.5590447082575265,Iris-virginica
+108,5.524036924844748,3.2187235985144085,1.6005899771342804,0.2028547041803914,Iris-setosa
+109,6.143346060184606,2.6872101675446807,5.020400339865533,1.600396178616089,Iris-virginica
+110,6.5684718365102155,2.8353521096926775,5.852792891965537,1.8127637996125632,Iris-virginica
+111,4.906865901553686,3.250775598241241,1.6853640780284058,0.24352997739921892,Iris-setosa
+112,5.863179496691991,2.898232952178962,4.1855927675864075,1.2365790625450908,Iris-versicolor
+113,6.044024110418373,2.5867553104301635,3.3809903892686393,1.1819470517764756,Iris-versicolor
+114,4.484751616622699,3.6754360108609,1.4369918750388255,0.13143023859406838,Iris-setosa
+115,6.3182548294006455,3.058746483311551,4.321268128868245,1.4293714976828942,Iris-versicolor
+116,7.573299176968795,3.014311291158973,5.732159411107848,2.088908405276588,Iris-virginica
+117,5.83697553134488,2.9408646727242718,4.422581892502806,1.1912774903467893,Iris-versicolor
+118,4.619866384758209,2.668021382390329,1.1782205569328439,0.17323192091581663,Iris-setosa
+119,6.651266117778363,3.0805947455934053,4.493564737931424,1.4529569655631935,Iris-versicolor
diff --git a/iris/tvae/3/7/test.csv b/iris/tvae/3/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/7/train.csv b/iris/tvae/3/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/7/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/7/val.csv b/iris/tvae/3/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/8/synth.csv b/iris/tvae/3/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..705d953855cb7a11f951f75715e23579d54f2a56
--- /dev/null
+++ b/iris/tvae/3/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.102023386646052,2.0045489502061864,4.10931801064327,1.3928760327411698,Iris-versicolor
+1,4.52213841714551,2.639289944273704,1.3395438377610391,0.10531014531478805,Iris-setosa
+2,6.002680555528346,3.3384579546727453,5.129375191726548,1.7736162274125071,Iris-versicolor
+3,4.864997204234318,2.3320557422684116,3.685700951646722,1.1567382732558302,Iris-versicolor
+4,5.472492616497662,2.7534081901583685,4.211872516366187,1.2659606513091441,Iris-versicolor
+5,7.244031790348158,3.1945503264293693,5.739547343287932,2.1224681109513046,Iris-virginica
+6,5.846616668101427,2.626784846638234,4.722002369885821,1.4615686428077843,Iris-versicolor
+7,7.694524857574699,3.5262203685414586,5.978968406376911,2.8062379630399024,Iris-virginica
+8,6.426916575327496,2.7136140074724127,4.325873031057299,1.2960181965700037,Iris-versicolor
+9,5.335007002405943,3.4145556384757594,1.4287899346686335,0.10348833365369242,Iris-setosa
+10,6.406746186701168,3.294192976957684,4.726060091045688,1.4249629165429487,Iris-versicolor
+11,4.910530432386498,3.182603655937677,1.4478309325535688,0.28533536953479277,Iris-setosa
+12,5.729680643431275,2.391947952523333,3.796297332942726,1.340422139900678,Iris-versicolor
+13,6.548365392866668,3.31190634603307,4.56363159804843,1.9135770573692297,Iris-versicolor
+14,6.564361086174766,2.7093425160837237,5.586912291430424,1.96008415422399,Iris-virginica
+15,4.518494346232771,3.5117106066015378,1.3351875582714665,0.38885479806172557,Iris-setosa
+16,6.590210343724924,2.6513846457060075,5.4725832761582245,1.4757309755152899,Iris-virginica
+17,6.728978168631078,3.2188022668011986,5.256046834429087,2.437595028817695,Iris-virginica
+18,6.330633557409519,2.8677803157076656,4.826022930982742,1.8218188647186875,Iris-virginica
+19,6.578234751211163,2.776634141064934,5.0390855620072195,1.8714625330844232,Iris-virginica
+20,7.95717296507621,3.2200115824291733,6.715893694914759,2.1867266687998064,Iris-virginica
+21,6.200874272951055,3.126187557289339,5.093213264662659,2.2421477007613904,Iris-virginica
+22,5.984302008019686,3.139663308048919,4.353727587940676,1.1927959159805623,Iris-versicolor
+23,4.94347423464358,3.4535538959255376,1.4472275505042276,0.2706016538281905,Iris-setosa
+24,5.71417967860827,2.9448873636824,4.20538746069287,1.2285565231365314,Iris-versicolor
+25,7.5622880019518215,2.917821663760666,6.412415376541432,1.7582917742901452,Iris-virginica
+26,6.667623906985177,3.0343459084078606,5.138338309052117,2.1221755801846696,Iris-virginica
+27,4.982924552643032,3.3665624118507003,1.6561557356527072,0.2236798509169452,Iris-setosa
+28,5.132763238333997,3.327633610275769,1.2451511130749138,0.13865936770338178,Iris-setosa
+29,6.315120367695078,2.6948051221554543,5.26723852923017,1.958658846483871,Iris-virginica
+30,6.651708376873738,3.0647423693433273,4.981132742978096,1.8759063320295022,Iris-virginica
+31,5.487030316693937,3.385214584715171,1.3938792240301254,0.1904391315892876,Iris-setosa
+32,5.8928049756488585,2.9290448824311985,4.659056130517999,1.2394581113125929,Iris-versicolor
+33,6.518429711868723,2.6072222025339897,4.62758595209864,1.5645229712398656,Iris-versicolor
+34,5.185299815209281,3.492845055484702,1.4627773164477684,0.28788643408228604,Iris-setosa
+35,6.002160377997034,2.679549792759079,4.976688850331852,1.4078977243739985,Iris-virginica
+36,4.780065263342926,2.1102507025030683,3.347185750762983,1.0141339388335897,Iris-versicolor
+37,6.012141683626359,2.6937384724660483,4.270648145420845,1.2979997887293275,Iris-versicolor
+38,6.058294206250315,2.5660258344401146,4.892567448417701,1.4765599447313231,Iris-versicolor
+39,5.2064741862937645,2.5806772048562685,4.251918275793596,1.3689750109308023,Iris-versicolor
+40,4.41992725431136,2.96779603146272,1.388286246218167,0.2757020789273953,Iris-setosa
+41,7.192757990527902,2.896689666828944,5.781690246062968,1.9660457727867295,Iris-virginica
+42,6.27264136130584,3.3323287981401717,4.704189575604913,1.472064042730563,Iris-versicolor
+43,6.443811605538215,3.3680323644708947,5.259200595391392,1.813554754917288,Iris-virginica
+44,6.049799600179714,2.5809026140430964,4.52503625650278,1.6363605914888977,Iris-virginica
+45,5.008179383606613,3.5800406419308786,1.332730092065725,0.22364970704683848,Iris-setosa
+46,7.11913642003189,2.901458336116478,5.940480409878406,1.838340251952581,Iris-virginica
+47,6.765172672853778,3.1863394133957477,4.394848518514025,1.4779063179511898,Iris-versicolor
+48,4.145998846565707,3.4117789430484136,1.1347092503790648,0.08309880726423682,Iris-setosa
+49,7.083595376444925,3.0178502067523656,5.4496234160522725,2.116548079491907,Iris-virginica
+50,5.762617738013813,2.772933145557754,5.106609049511278,1.62419418213557,Iris-virginica
+51,7.03645708257001,2.9645199380939165,6.542978935015378,2.1442825765693834,Iris-virginica
+52,6.3581664582106345,2.8954148177328483,5.0191758332884255,1.7804731990895908,Iris-virginica
+53,5.702855315735892,2.7418673881099513,5.003429748349772,1.4778524078045132,Iris-versicolor
+54,5.886943240009921,2.9280810056946933,4.091782328700498,1.4567290770429795,Iris-versicolor
+55,6.495043516228322,3.0528723279862366,4.986218461236696,1.6507711350412961,Iris-virginica
+56,5.910122221392403,2.051113625561439,4.805553105627325,1.4418326233631553,Iris-versicolor
+57,5.01271118770223,3.6853428894636826,1.4503583659637456,0.18927013400432552,Iris-setosa
+58,4.858452839566055,2.894592111041362,0.7048260079809149,0.29353130724393756,Iris-setosa
+59,6.472335933567034,2.9192087492689054,5.039424617775023,1.7859468791073263,Iris-virginica
+60,6.43619668377826,2.769096250892896,5.258473509152441,2.0974812108749075,Iris-virginica
+61,5.912994611422064,3.7122550337523554,1.3829243417668733,0.20156368124196877,Iris-setosa
+62,6.989539558850532,2.9031408734087547,5.826079343838373,1.8446983661008982,Iris-virginica
+63,4.722808784597508,3.0574708367370005,1.5230910800445907,0.1717387888295642,Iris-setosa
+64,6.210787758554267,3.0104014148219034,4.4203991197050785,1.599167403480743,Iris-versicolor
+65,6.792413007137674,3.2236879680294885,4.964865642570746,1.8502955561238432,Iris-virginica
+66,5.322214265226429,3.5346965511732664,4.282813376551308,0.38058378755998357,Iris-versicolor
+67,6.03504730923536,3.1217233070985366,4.775129032543327,1.5972149768861021,Iris-versicolor
+68,7.23984880570463,3.0888107580880004,4.457401662672238,1.6530751515945814,Iris-versicolor
+69,5.737528773584612,3.0121023393070434,4.383679716042607,1.2682437457628273,Iris-versicolor
+70,5.1787586608730605,3.696597943628284,1.1179839526367974,0.22312532864742818,Iris-setosa
+71,6.837329286871933,2.8962838419302495,5.4501309845726915,2.0606919326597524,Iris-virginica
+72,4.755812813764573,3.3299186775539957,1.2463220164043776,0.19770528221858483,Iris-setosa
+73,4.668362321559036,2.6483083437085706,1.2634717291681543,0.20193018165230112,Iris-setosa
+74,6.496024681127051,2.2124363122362563,6.204583685331189,1.5783685621084826,Iris-virginica
+75,6.401264700177505,3.4768681928907608,4.476603765475547,1.3992752532415489,Iris-versicolor
+76,4.93672017688985,2.8108207164315053,1.519900308165361,0.2598391587340677,Iris-setosa
+77,6.7574312678499115,3.385433469397379,5.70082458803025,2.085430854297102,Iris-virginica
+78,6.558294333902234,2.6125435496957796,5.6706350795198475,1.8228231790759732,Iris-virginica
+79,5.149281161001637,3.07782868132281,1.414987749814795,0.0983915761349689,Iris-setosa
+80,5.648764968166776,2.837938961533404,4.255083482759499,1.1864566470274927,Iris-versicolor
+81,6.104892813017865,2.7832142131414925,5.30641909271094,2.057400486312887,Iris-virginica
+82,6.427462246157883,2.79543109675359,3.831682728912414,1.5605044311361929,Iris-versicolor
+83,6.1805304068445235,2.8908719490315473,4.83476610994113,1.8202660215467523,Iris-virginica
+84,5.4836446302125434,3.3322428379965863,4.476469150836691,0.2656676747168458,Iris-versicolor
+85,7.0189915272792875,2.913376951675269,5.767094171759376,2.270639813271403,Iris-virginica
+86,6.463819932017101,2.855167650031412,5.466916899682263,1.360242949714752,Iris-virginica
+87,6.259690451946835,2.9407036179940427,5.605328955399948,2.504375755917838,Iris-virginica
+88,4.338158657433168,2.871649664360836,1.3006217727291456,0.14013840631959598,Iris-setosa
+89,5.007010400861175,3.1943785187372824,1.3931690793527822,0.11270215661012847,Iris-setosa
+90,6.681155001521601,3.3875694862977284,5.318491915523254,2.2280835333524975,Iris-virginica
+91,6.018337091442793,3.211452320629807,5.160527902514992,1.582318996264666,Iris-virginica
+92,5.870801194894996,2.8436423204086543,4.524853376634231,1.3575055462669865,Iris-versicolor
+93,6.171528110476457,2.9180758911336384,5.150170260876083,1.834767814112995,Iris-virginica
+94,5.503801884597257,3.37060508719921,1.3492277344099892,0.21601511604394694,Iris-setosa
+95,6.547956871411798,3.098627604286046,4.386945120579199,1.6353069520518884,Iris-versicolor
+96,5.937861222424903,2.6542577751782064,4.090553547292327,1.3050488117696366,Iris-versicolor
+97,5.410638291060713,3.5363970896079735,1.4711708873522966,0.2886807929449668,Iris-setosa
+98,4.546298838275861,2.6485548359179867,1.1301807410094271,0.2018330675940973,Iris-setosa
+99,4.661478797413578,3.2518312506879035,1.3157300362084863,0.17124024695541112,Iris-setosa
+100,7.463580773773252,3.541168613465032,6.611515868576961,2.3418993621945265,Iris-virginica
+101,5.132696605736902,3.673049001799206,1.588175073013954,0.3002233709005879,Iris-setosa
+102,6.772171041504352,2.679281718877579,5.2839111302316155,1.7306363422537314,Iris-virginica
+103,6.282260062366418,2.9610074508216746,5.025505126921283,1.8562899958047836,Iris-virginica
+104,5.486824930715691,2.170119902226612,4.0238689073580725,0.88468726225814,Iris-versicolor
+105,5.006692060567779,2.918173244118416,1.313440700502744,0.07316772585250736,Iris-setosa
+106,4.83900253055843,3.640500560968793,1.2969848602272662,0.2376986718982508,Iris-setosa
+107,6.137306856261799,3.2039235886608384,4.393443159404244,1.5852601301281986,Iris-versicolor
+108,7.259001275232909,2.835022307239197,5.986741485130421,2.048274896570934,Iris-virginica
+109,5.810408042527827,2.7366988416481948,4.9927916629288145,1.6132891750093346,Iris-versicolor
+110,5.769081648298158,2.6691135305456375,4.5293593629471625,1.6920310564526562,Iris-versicolor
+111,6.76361979678299,2.5025130989701783,5.953063608546025,1.6697216999553484,Iris-virginica
+112,7.0503619831902675,3.0919143529290505,5.644928864287645,2.400346490398578,Iris-virginica
+113,6.6657916024095005,3.2058369004784724,5.338359291038528,1.99850632784827,Iris-versicolor
+114,6.294095737895052,2.7962246632276786,4.436576634999242,1.4082173790812826,Iris-versicolor
+115,6.881256947547053,3.156718956245068,4.965154084649285,2.2040887566241523,Iris-virginica
+116,4.707820843417983,2.9974810923253985,1.3701423119637115,0.3061039949781338,Iris-setosa
+117,4.572545645544402,2.880737327845018,1.3746096083893216,0.2774241752276382,Iris-setosa
+118,5.61860069825836,2.3857922141730024,3.93692839842131,0.9030109992941155,Iris-versicolor
+119,6.341985902188645,2.679876089806154,5.740584994573878,1.6428590346446117,Iris-virginica
diff --git a/iris/tvae/3/8/test.csv b/iris/tvae/3/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/8/train.csv b/iris/tvae/3/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/8/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/8/val.csv b/iris/tvae/3/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/9/synth.csv b/iris/tvae/3/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1aef5527132b9053a7f99534a577abf2c886b8c8
--- /dev/null
+++ b/iris/tvae/3/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.46591070869192,3.2844263065469255,4.655627478859725,1.5163190944432505,Iris-versicolor
+1,5.68152995401734,4.267781011853792,1.5106748773792495,0.25887421897461044,Iris-setosa
+2,6.523227370035507,2.884879390176038,5.838861462853181,1.8769326581519623,Iris-virginica
+3,5.689967183612963,2.920510059532083,4.331027522925849,1.621867880727462,Iris-versicolor
+4,7.845509009652487,3.1168718840298864,6.205035465323851,1.9307707070419957,Iris-virginica
+5,6.250881757922983,3.114777470801929,4.4617073209228,1.568809033839934,Iris-versicolor
+6,5.617299474402296,2.667902169756967,4.185935529607349,1.1470038774653886,Iris-versicolor
+7,4.89413982187914,3.4000644746710567,1.4857569606735206,0.19027654238765784,Iris-setosa
+8,4.281264814419277,2.864555039837452,1.221142688529528,0.2920442851301057,Iris-setosa
+9,6.3943347747299715,3.213290106334998,5.397036244762944,1.8998093345505864,Iris-virginica
+10,5.401468319044402,3.495442221653029,1.5090733627407669,0.2379550153375251,Iris-setosa
+11,5.815815972908315,3.2669627619838013,1.5150246665636444,0.20762346496470532,Iris-setosa
+12,4.734673279580848,3.0228796227045236,1.580049466943522,0.21437566015122536,Iris-setosa
+13,7.6349781378545165,3.336166466102031,6.200991611270664,1.9055256613170815,Iris-virginica
+14,7.278865825335718,3.4257511743478215,6.195774823418255,2.7101698354053596,Iris-virginica
+15,5.242320120844327,3.7015908104559063,1.263329661138854,0.33496727779973257,Iris-setosa
+16,6.971528126845536,3.0303070524054845,5.609951026829789,1.7631413008265822,Iris-virginica
+17,6.805093627382207,3.254782255377513,5.950507491034043,2.345229860191833,Iris-virginica
+18,6.4062023582293275,2.524124445520388,4.785225237656515,1.6751887824749854,Iris-virginica
+19,6.3808394109835715,2.615182729470905,3.907759028817251,1.432071979341884,Iris-versicolor
+20,6.675552300597479,3.2203943402717723,5.331786320446242,1.8862243366084572,Iris-virginica
+21,6.6650718609409365,2.8301321402802717,4.8848118436392705,1.4845845169906984,Iris-versicolor
+22,5.181041719062343,2.908197439835013,4.487297347156509,1.3266744808000055,Iris-versicolor
+23,6.697934190427589,3.232885790564664,5.120831298231722,1.886283284246843,Iris-versicolor
+24,8.067699586833616,2.8732960859322705,6.50751211387776,2.207921389387369,Iris-virginica
+25,6.548117584139083,3.049766908924687,5.7144937393817825,2.0483468829476768,Iris-virginica
+26,5.032199189082803,3.518201048065008,1.4039617418428367,0.15723291166406062,Iris-setosa
+27,5.937412201863531,2.63933074412003,4.0076024715575045,0.9983408845577351,Iris-versicolor
+28,5.144758349210719,3.271989244215043,1.2857581057324021,0.2798590721174775,Iris-setosa
+29,5.358705657825067,2.8106090645144315,5.393836619643419,1.6993640704201824,Iris-virginica
+30,6.264690416127901,2.3222899955893963,5.441520556119927,1.8130902034031107,Iris-virginica
+31,6.730304075062047,3.0504448154606654,4.2334360859472975,1.312400924370761,Iris-versicolor
+32,6.9742458254444255,2.940225190614337,6.574014035416592,2.121973084990747,Iris-virginica
+33,6.248693565353704,2.9568291005778633,5.287169135572899,1.9622122569752924,Iris-virginica
+34,6.670569615446469,3.4370991498553756,6.141891443398303,2.3985728950436096,Iris-virginica
+35,4.692896929272688,3.166627635955913,1.4920828620709454,0.04151556622280608,Iris-setosa
+36,6.892054809179296,3.201406332759942,4.724965589415686,1.6983323204445315,Iris-versicolor
+37,6.925990477019961,2.870208167590258,5.619235344905816,1.6903485465133992,Iris-virginica
+38,5.3074300323002035,2.3672561928975653,3.44838523020888,1.1937253816156288,Iris-versicolor
+39,6.201451064779468,2.97617461897787,4.514520544751313,1.238135970443254,Iris-versicolor
+40,5.2990059836953165,2.5057107379374814,3.6251794970799427,1.1300764564044723,Iris-versicolor
+41,4.888486019033248,3.562051650023917,1.5940055305178746,0.2523836481584727,Iris-setosa
+42,7.334259620615894,3.0209566540426263,6.18880511175377,2.028322882761457,Iris-virginica
+43,5.321496939407363,3.5223770092817976,1.5094960268227275,0.31313362145956214,Iris-setosa
+44,7.635941617400854,3.033892176433424,6.85352300637231,1.8270940774238813,Iris-virginica
+45,6.136069184927839,2.921986247230825,4.546948299202671,1.4581993209512336,Iris-versicolor
+46,6.559323785752017,2.2113001777207115,5.015544909574846,1.5399576596678055,Iris-virginica
+47,5.333225518338597,3.2254200837458846,1.3684424973862046,0.22205200554122065,Iris-setosa
+48,6.420423420635135,3.3195454938656006,4.7381543960779755,1.7889731713145474,Iris-versicolor
+49,5.893345246127602,2.535867926278284,4.170663964504696,1.0099448284831116,Iris-versicolor
+50,6.176895902580624,2.706588922302715,4.905909315288863,1.7590735058762599,Iris-virginica
+51,4.592454095178086,2.8631898370305033,1.3156331474088758,0.22103162619578118,Iris-setosa
+52,6.943527582443091,3.30723161309857,5.804434627721773,2.0750216301933375,Iris-virginica
+53,4.8169901441266445,3.7910083550723526,1.59363522989076,0.2561851138065652,Iris-setosa
+54,5.581977106217279,2.760754369935718,3.9712748001766194,1.4115358009394805,Iris-versicolor
+55,6.254513217834185,2.6666043582401184,5.067507517565461,1.593014027028517,Iris-virginica
+56,7.5673744960905065,2.8044980026211324,6.348788501403635,2.146116944290707,Iris-virginica
+57,6.871432752516112,3.2463993109364964,6.021435370522241,2.020238894861679,Iris-virginica
+58,6.177628300032788,2.7988327284972763,4.355734881412838,1.2891986970992486,Iris-versicolor
+59,6.077901424489105,3.079812146980634,4.193763121247849,1.3446612854862876,Iris-versicolor
+60,7.089186022177975,2.9302022330645237,5.239165616328283,2.049629736071943,Iris-virginica
+61,4.922157096138596,2.9819238126302743,4.468464005558041,1.3386309982345057,Iris-versicolor
+62,4.47002360991039,2.968105825725907,1.2653943556536391,0.1878330788425787,Iris-setosa
+63,4.929734867101897,3.494723956228081,1.521327270697192,0.29763061569526367,Iris-setosa
+64,7.474483017401038,2.984290541500081,6.25312949452604,1.8751797758333786,Iris-virginica
+65,6.650810891793643,2.353159541037072,5.356975095925849,1.734857914570808,Iris-virginica
+66,6.953398000608134,3.264083494926912,6.473577628887615,2.207908465924249,Iris-virginica
+67,4.793780364122431,3.887934871146141,1.522976661315055,0.13575937465820578,Iris-setosa
+68,5.976500700559502,2.200313939950081,4.6914523762491855,1.3182390453496,Iris-virginica
+69,6.926235496801036,2.5533441003962003,4.8219800748676604,1.3977872804613085,Iris-virginica
+70,5.696684622406901,2.79265267227799,4.883369267099468,1.3929166595115183,Iris-versicolor
+71,6.115983291360417,3.0523022066184082,4.561172940781284,1.2382229565098641,Iris-versicolor
+72,6.679764881570878,2.425292171447439,5.181824778167188,1.7612068231597013,Iris-virginica
+73,6.665345435332463,3.0757598770809986,4.19426896941695,1.2964754395717248,Iris-versicolor
+74,6.165779081523149,2.699539881748384,4.5800426130462855,1.6942227478684235,Iris-virginica
+75,4.681935389151171,3.0318095725025263,1.3834304330686327,0.21087993722152754,Iris-setosa
+76,4.386854947701891,2.9140937335724435,1.540745180641218,0.10535159530806829,Iris-setosa
+77,6.177256120159714,2.2377770990133734,4.8451545995067615,1.4588128067965682,Iris-versicolor
+78,4.923427746806789,3.3448976334249507,1.2003632636794652,0.1804701613943251,Iris-setosa
+79,7.25749467469959,2.6251420999423565,5.03110550477273,1.759292479560645,Iris-virginica
+80,6.084266128564719,2.6242105897370025,4.654214117645746,1.6092225984024746,Iris-versicolor
+81,6.868147698171847,2.7079340227691793,5.609481420896582,1.5595672737835569,Iris-virginica
+82,6.897988814713603,3.065763536398135,5.654939123247242,2.218996412938092,Iris-virginica
+83,6.608361278058718,3.082378090500281,4.683079069256198,2.028300447324659,Iris-versicolor
+84,5.072571179805252,3.023767188872865,4.453869601074346,1.2644705751926328,Iris-versicolor
+85,4.656276985247124,3.186055886641363,1.4357873388840667,0.23719396633488288,Iris-setosa
+86,6.168135979086584,2.7537262221059784,4.3550317086625,1.0315009696206339,Iris-versicolor
+87,5.269184818652006,2.7334064563581504,3.5515995689292605,1.1835182978316088,Iris-versicolor
+88,5.488973125418692,3.586702038554245,1.3520678809832634,0.15325201164267116,Iris-setosa
+89,5.97882461542065,2.710493536039677,4.910188025424071,1.3515860465654577,Iris-virginica
+90,6.571026130076907,2.6111726976374654,5.267795063115855,1.5578834996979622,Iris-virginica
+91,5.89939093499244,2.6464903439827228,4.404499009819348,1.4041424725505516,Iris-versicolor
+92,6.679279866202393,3.0597019179846727,4.9578515443948294,1.4232375403691737,Iris-versicolor
+93,4.986175439991066,3.4067400775327905,1.2966659938198914,0.32439761248706894,Iris-setosa
+94,6.308137094573402,3.234510638633483,5.443938048965946,1.4861295150596678,Iris-versicolor
+95,6.111987431110184,3.0998090084587187,5.168155335020999,2.1935165013840385,Iris-virginica
+96,4.935290085887965,3.6603517890972253,1.4070452317391704,0.2981353474571316,Iris-setosa
+97,4.879996942970354,3.2332895412252394,1.3330002739176674,0.29291962685176626,Iris-setosa
+98,4.812612985398359,3.236262780895771,1.2619858773987374,0.27393582972917757,Iris-setosa
+99,4.912507535566135,2.9673547498175834,1.3759602261760047,0.22765811268329395,Iris-setosa
+100,5.325205254559196,3.4752026142681998,1.4964441224456326,0.30550497842256585,Iris-setosa
+101,5.227666452681136,3.597073201017009,1.4956647081234367,0.3033279778257122,Iris-setosa
+102,4.241560123537494,2.2498561131267607,1.1568758147185563,0.33529817910816173,Iris-setosa
+103,5.391859033068837,3.8127781254311186,1.1154643805993896,0.5580888879708753,Iris-setosa
+104,5.279940684712702,2.7173182597077905,4.120710464067373,1.1806582497132947,Iris-versicolor
+105,6.913969016326098,3.016144476987599,5.6329209382005025,2.3612392469309524,Iris-virginica
+106,5.472894432390152,2.8796093643341227,4.023065602267884,1.2261123718110034,Iris-versicolor
+107,6.465796350029539,3.183549288488968,5.021571141235651,1.6919674854933253,Iris-virginica
+108,6.330970837198442,2.855392325909355,5.137171925425023,1.5408712900236436,Iris-versicolor
+109,5.180247164177721,3.7077467706898504,1.4282396715661252,0.18620983986230627,Iris-setosa
+110,5.091558731712423,3.2081401889854755,1.5474384572171145,0.27890847521724127,Iris-setosa
+111,4.6023169395098025,2.6379139788302632,1.2789343986082329,0.36758671845494945,Iris-setosa
+112,6.311993120715787,2.915421167483538,4.824482296871986,1.330456467238359,Iris-versicolor
+113,4.870749299521349,3.215739745768694,1.288225182943014,0.11178920117804886,Iris-setosa
+114,7.424587668796498,3.2693388769676623,5.780000629356616,1.9917975952579794,Iris-virginica
+115,4.519048230047773,2.711978318900193,1.2109615259066653,0.12876063173274976,Iris-setosa
+116,5.971223304125963,2.8003063833581727,4.433372370056128,1.3994531364385714,Iris-versicolor
+117,6.104094933259523,2.7387858405416203,4.541804676487849,1.5096501591061844,Iris-virginica
+118,5.812310128402553,2.9190960335721545,5.2076812755899065,2.114799978215072,Iris-virginica
+119,4.862785369672151,3.1222020422347248,1.3914565365768135,0.1315122472740889,Iris-setosa
diff --git a/iris/tvae/3/9/test.csv b/iris/tvae/3/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/9/train.csv b/iris/tvae/3/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tvae/3/9/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/3/9/val.csv b/iris/tvae/3/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tvae/3/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/3/model.pt b/iris/tvae/3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3295662cb471b27be8e57f21f6fc0a232764bf15
--- /dev/null
+++ b/iris/tvae/3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:35abcfde33530a3f9979d34bf25cc287f45e4621964fe37516b6e44b3b3eb496
+size 847554
diff --git a/iris/tvae/3/params.json b/iris/tvae/3/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..e914bc4a9dbe8454031ca6a1184a2cc4b7bcb2d0
--- /dev/null
+++ b/iris/tvae/3/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee4a86cc116ea1fd6d62b1dbcba3ed6e607fa59379ced3f4169eb7346a3132a0
+size 284
diff --git a/iris/tvae/3/state.json b/iris/tvae/3/state.json
new file mode 100644
index 0000000000000000000000000000000000000000..60bf1cb088257d908b51de1f351e0e4c64989393
--- /dev/null
+++ b/iris/tvae/3/state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fcb9e092e5481b8b34f72b46ac476995933274eeb94f176ea2f08b40ef9522f7
+size 768194
diff --git a/iris/tvae/3/tvae_eval.ipynb b/iris/tvae/3/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..5f72456164bcd50e9b70f54a2af1bbb3a40ef268
--- /dev/null
+++ b/iris/tvae/3/tvae_eval.ipynb
@@ -0,0 +1,1673 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "68a5273f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:08.152471Z",
+     "iopub.status.busy": "2024-07-21T13:13:08.151476Z",
+     "iopub.status.idle": "2024-07-21T13:13:25.205194Z",
+     "shell.execute_reply": "2024-07-21T13:13:25.203949Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 17.067468,
+     "end_time": "2024-07-21T13:13:25.208057",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:08.140589",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\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... 39%\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",
+      "\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... 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",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\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... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \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": "6e5732a6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:25.236023Z",
+     "iopub.status.busy": "2024-07-21T13:13:25.234800Z",
+     "iopub.status.idle": "2024-07-21T13:13:25.245206Z",
+     "shell.execute_reply": "2024-07-21T13:13:25.243887Z"
+    },
+    "papermill": {
+     "duration": 0.027268,
+     "end_time": "2024-07-21T13:13:25.247626",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:25.220358",
+     "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": "b9819305",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011569,
+     "end_time": "2024-07-21T13:13:25.270461",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:25.258892",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "5c0cf598",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:25.295192Z",
+     "iopub.status.busy": "2024-07-21T13:13:25.294784Z",
+     "iopub.status.idle": "2024-07-21T13:13:25.303786Z",
+     "shell.execute_reply": "2024-07-21T13:13:25.302660Z"
+    },
+    "papermill": {
+     "duration": 0.024363,
+     "end_time": "2024-07-21T13:13:25.306199",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:25.281836",
+     "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": "8860f9f3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:25.331693Z",
+     "iopub.status.busy": "2024-07-21T13:13:25.331023Z",
+     "iopub.status.idle": "2024-07-21T13:13:25.337435Z",
+     "shell.execute_reply": "2024-07-21T13:13:25.336339Z"
+    },
+    "papermill": {
+     "duration": 0.022081,
+     "end_time": "2024-07-21T13:13:25.339812",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:25.317731",
+     "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 = 3\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tvae/3\"\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": "761b7aa7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:25.368663Z",
+     "iopub.status.busy": "2024-07-21T13:13:25.367685Z",
+     "iopub.status.idle": "2024-07-21T13:13:25.374943Z",
+     "shell.execute_reply": "2024-07-21T13:13:25.373735Z"
+    },
+    "papermill": {
+     "duration": 0.024923,
+     "end_time": "2024-07-21T13:13:25.377684",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:25.352761",
+     "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": "84af85aa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:25.404076Z",
+     "iopub.status.busy": "2024-07-21T13:13:25.403643Z",
+     "iopub.status.idle": "2024-07-21T13:13:26.692716Z",
+     "shell.execute_reply": "2024-07-21T13:13:26.691418Z"
+    },
+    "papermill": {
+     "duration": 1.305587,
+     "end_time": "2024-07-21T13:13:26.695464",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:25.389877",
+     "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": "df87331b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:26.720661Z",
+     "iopub.status.busy": "2024-07-21T13:13:26.720238Z",
+     "iopub.status.idle": "2024-07-21T13:13:27.829574Z",
+     "shell.execute_reply": "2024-07-21T13:13:27.828307Z"
+    },
+    "papermill": {
+     "duration": 1.12496,
+     "end_time": "2024-07-21T13:13:27.831951",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:26.706991",
+     "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": "a64c4c42",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:27.858708Z",
+     "iopub.status.busy": "2024-07-21T13:13:27.858317Z",
+     "iopub.status.idle": "2024-07-21T13:13:27.869420Z",
+     "shell.execute_reply": "2024-07-21T13:13:27.868254Z"
+    },
+    "papermill": {
+     "duration": 0.027291,
+     "end_time": "2024-07-21T13:13:27.871749",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:27.844458",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tvae/3\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": "e4414506",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:27.900377Z",
+     "iopub.status.busy": "2024-07-21T13:13:27.900006Z",
+     "iopub.status.idle": "2024-07-21T13:13:28.316434Z",
+     "shell.execute_reply": "2024-07-21T13:13:28.315528Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.434395,
+     "end_time": "2024-07-21T13:13:28.319431",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:27.885036",
+     "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": "252e6296",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:28.347665Z",
+     "iopub.status.busy": "2024-07-21T13:13:28.347237Z",
+     "iopub.status.idle": "2024-07-21T13:13:30.214532Z",
+     "shell.execute_reply": "2024-07-21T13:13:30.213378Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.884013,
+     "end_time": "2024-07-21T13:13:30.217255",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:28.333242",
+     "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": "0f0bfa05",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:30.246888Z",
+     "iopub.status.busy": "2024-07-21T13:13:30.246368Z",
+     "iopub.status.idle": "2024-07-21T13:13:30.255020Z",
+     "shell.execute_reply": "2024-07-21T13:13:30.254075Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.026954,
+     "end_time": "2024-07-21T13:13:30.257520",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:30.230566",
+     "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": "d59f0e67",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:30.284308Z",
+     "iopub.status.busy": "2024-07-21T13:13:30.283936Z",
+     "iopub.status.idle": "2024-07-21T13:13:30.289215Z",
+     "shell.execute_reply": "2024-07-21T13:13:30.288331Z"
+    },
+    "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": 0.021676,
+     "end_time": "2024-07-21T13:13:30.291604",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:30.269928",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "ca32d6f2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:30.317922Z",
+     "iopub.status.busy": "2024-07-21T13:13:30.317533Z",
+     "iopub.status.idle": "2024-07-21T13:13:30.451937Z",
+     "shell.execute_reply": "2024-07-21T13:13:30.450980Z"
+    },
+    "papermill": {
+     "duration": 0.151004,
+     "end_time": "2024-07-21T13:13:30.454687",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:30.303683",
+     "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": "7885dcff",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:30.483749Z",
+     "iopub.status.busy": "2024-07-21T13:13:30.483356Z",
+     "iopub.status.idle": "2024-07-21T13:13:35.436164Z",
+     "shell.execute_reply": "2024-07-21T13:13:35.434905Z"
+    },
+    "papermill": {
+     "duration": 4.970823,
+     "end_time": "2024-07-21T13:13:35.439059",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:30.468236",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 13:13:32.499042: 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 13:13:32.499108: 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 13:13:32.500777: 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": "ed2fe0c6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:35.470065Z",
+     "iopub.status.busy": "2024-07-21T13:13:35.469044Z",
+     "iopub.status.idle": "2024-07-21T13:13:35.476228Z",
+     "shell.execute_reply": "2024-07-21T13:13:35.475163Z"
+    },
+    "papermill": {
+     "duration": 0.025374,
+     "end_time": "2024-07-21T13:13:35.478458",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:35.453084",
+     "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": "258ae671",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:35.505573Z",
+     "iopub.status.busy": "2024-07-21T13:13:35.505214Z",
+     "iopub.status.idle": "2024-07-21T13:13:38.746766Z",
+     "shell.execute_reply": "2024-07-21T13:13:38.745619Z"
+    },
+    "papermill": {
+     "duration": 3.258496,
+     "end_time": "2024-07-21T13:13:38.749629",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:35.491133",
+     "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": "2313a9fc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:38.781067Z",
+     "iopub.status.busy": "2024-07-21T13:13:38.780178Z",
+     "iopub.status.idle": "2024-07-21T13:13:38.787046Z",
+     "shell.execute_reply": "2024-07-21T13:13:38.786067Z"
+    },
+    "papermill": {
+     "duration": 0.025693,
+     "end_time": "2024-07-21T13:13:38.789472",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:38.763779",
+     "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": "645c3be6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:38.819675Z",
+     "iopub.status.busy": "2024-07-21T13:13:38.818887Z",
+     "iopub.status.idle": "2024-07-21T13:13:39.362336Z",
+     "shell.execute_reply": "2024-07-21T13:13:39.361240Z"
+    },
+    "papermill": {
+     "duration": 0.562322,
+     "end_time": "2024-07-21T13:13:39.364950",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:38.802628",
+     "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": "e34c52c6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:39.396137Z",
+     "iopub.status.busy": "2024-07-21T13:13:39.395726Z",
+     "iopub.status.idle": "2024-07-21T13:13:39.402342Z",
+     "shell.execute_reply": "2024-07-21T13:13:39.401307Z"
+    },
+    "papermill": {
+     "duration": 0.025488,
+     "end_time": "2024-07-21T13:13:39.404832",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:39.379344",
+     "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": "99201c59",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:39.433966Z",
+     "iopub.status.busy": "2024-07-21T13:13:39.433156Z",
+     "iopub.status.idle": "2024-07-21T13:13:39.485896Z",
+     "shell.execute_reply": "2024-07-21T13:13:39.485020Z"
+    },
+    "papermill": {
+     "duration": 0.070378,
+     "end_time": "2024-07-21T13:13:39.488408",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:39.418030",
+     "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": "9a09c08b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:39.519745Z",
+     "iopub.status.busy": "2024-07-21T13:13:39.518784Z",
+     "iopub.status.idle": "2024-07-21T13:13:39.525582Z",
+     "shell.execute_reply": "2024-07-21T13:13:39.524553Z"
+    },
+    "papermill": {
+     "duration": 0.025406,
+     "end_time": "2024-07-21T13:13:39.528198",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:39.502792",
+     "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": "ea881c45",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:39.556800Z",
+     "iopub.status.busy": "2024-07-21T13:13:39.556425Z",
+     "iopub.status.idle": "2024-07-21T13:13:39.561205Z",
+     "shell.execute_reply": "2024-07-21T13:13:39.560201Z"
+    },
+    "papermill": {
+     "duration": 0.021704,
+     "end_time": "2024-07-21T13:13:39.563480",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:39.541776",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "6dd55ac7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:39.592658Z",
+     "iopub.status.busy": "2024-07-21T13:13:39.591793Z",
+     "iopub.status.idle": "2024-07-21T13:13:39.598474Z",
+     "shell.execute_reply": "2024-07-21T13:13:39.597508Z"
+    },
+    "papermill": {
+     "duration": 0.023688,
+     "end_time": "2024-07-21T13:13:39.600521",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:39.576833",
+     "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": "b2a8cd92",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:39.631170Z",
+     "iopub.status.busy": "2024-07-21T13:13:39.630199Z",
+     "iopub.status.idle": "2024-07-21T13:13:39.638003Z",
+     "shell.execute_reply": "2024-07-21T13:13:39.637154Z"
+    },
+    "papermill": {
+     "duration": 0.025122,
+     "end_time": "2024-07-21T13:13:39.640086",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:39.614964",
+     "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": "e1e8ff93",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:39.668478Z",
+     "iopub.status.busy": "2024-07-21T13:13:39.667791Z",
+     "iopub.status.idle": "2024-07-21T13:13:39.676887Z",
+     "shell.execute_reply": "2024-07-21T13:13:39.675909Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.026019,
+     "end_time": "2024-07-21T13:13:39.679224",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:39.653205",
+     "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": "84565099",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:13:39.707681Z",
+     "iopub.status.busy": "2024-07-21T13:13:39.707291Z",
+     "iopub.status.idle": "2024-07-21T13:14:11.923133Z",
+     "shell.execute_reply": "2024-07-21T13:14:11.922079Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 32.246065,
+     "end_time": "2024-07-21T13:14:11.938500",
+     "exception": false,
+     "start_time": "2024-07-21T13:13:39.692435",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(-16.48711395263672, 4.790299892425537)"
+      ]
+     },
+     "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": "fbcd2099",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:11.968257Z",
+     "iopub.status.busy": "2024-07-21T13:14:11.967848Z",
+     "iopub.status.idle": "2024-07-21T13:14:12.003726Z",
+     "shell.execute_reply": "2024-07-21T13:14:12.002647Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.05401,
+     "end_time": "2024-07-21T13:14:12.006162",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:11.952152",
+     "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": "cf3b997d",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:12.034832Z",
+     "iopub.status.busy": "2024-07-21T13:14:12.034433Z",
+     "iopub.status.idle": "2024-07-21T13:14:13.055145Z",
+     "shell.execute_reply": "2024-07-21T13:14:13.054268Z"
+    },
+    "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": 1.038157,
+     "end_time": "2024-07-21T13:14:13.057674",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:12.019517",
+     "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": "26ebe353",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.01482,
+     "end_time": "2024-07-21T13:14:13.087093",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:13.072273",
+     "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
+   },
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\ No newline at end of file