diff --git a/iris/tvae/2/0/synth.csv b/iris/tvae/2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c2ad085c2bb8a3bd0cc52a2305956d7daaaca19d
--- /dev/null
+++ b/iris/tvae/2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.138343086623253,2.628138477847956,3.10889845469485,1.1010578932355122,Iris-versicolor
+1,5.719637777578477,2.3997034981189365,3.686856520758578,1.0995914967067244,Iris-versicolor
+2,5.99646045981046,3.402030663492784,1.5970807404229759,0.47456974987591466,Iris-setosa
+3,6.263800893984237,3.0801548291310077,4.775038885387918,1.8861742571810929,Iris-virginica
+4,6.04870296565778,2.6604918247692724,4.518669895705351,1.5130801160026996,Iris-versicolor
+5,5.671727762267733,3.088616836853434,4.637602771862073,0.407327734387835,Iris-virginica
+6,6.54160943777373,2.9138647069334196,5.378556485552499,1.8949010443712568,Iris-virginica
+7,5.985540262351405,3.1761724682336685,4.61484110437522,1.26234427708463,Iris-versicolor
+8,6.264142015842204,3.3581375958630697,5.162574535452961,2.2260141836160736,Iris-virginica
+9,6.0533772215372155,2.9613375063936376,4.588700151193375,1.671523367425323,Iris-virginica
+10,5.093965149618862,3.317744704216977,1.6548623618171774,0.4034608920717935,Iris-setosa
+11,6.303999030807977,3.0658992424765876,4.454175226548108,1.2616767460167526,Iris-versicolor
+12,6.868844616609845,2.7760876630667917,5.45150685618399,1.8633641459407198,Iris-virginica
+13,6.205887517539917,2.957585151241878,4.956450215682768,1.831375588102068,Iris-virginica
+14,5.138011162435283,3.0025817372545314,1.541321634144587,0.1356237323066425,Iris-setosa
+15,5.868662828237758,2.9280067016244513,4.405943742762852,1.359360785966072,Iris-versicolor
+16,6.834569132242623,3.12339344286912,5.032633413705388,2.0941981204276576,Iris-virginica
+17,5.575640566886712,2.8893160791411234,4.232081673796753,1.1995734348554892,Iris-versicolor
+18,6.072287846442124,2.594947424841867,3.886364926420551,1.1849068400236136,Iris-versicolor
+19,5.985017144480249,2.7345345648375696,4.9558131682614075,1.7204922045191589,Iris-versicolor
+20,5.232247685325396,2.701300160558584,4.492341774604939,1.4405415021172912,Iris-virginica
+21,6.056273979296992,3.028265264686973,4.695655668515296,1.7082042023895274,Iris-versicolor
+22,6.26847864225469,2.936262256314512,4.815845260920903,1.4567959350217934,Iris-virginica
+23,4.722723373309105,3.167096965908211,1.4633835149303744,0.20757493636297358,Iris-setosa
+24,5.413736895859589,3.926071702409203,1.3424419428968537,0.41109177370288963,Iris-setosa
+25,7.111064252708151,3.760111008178832,6.24567934809602,2.068434152464822,Iris-virginica
+26,6.822879558150314,3.3907960000753645,5.769419598798453,2.2791600992276386,Iris-virginica
+27,4.844220419801422,3.4592378087228757,1.4776767564419662,0.11665211467645392,Iris-setosa
+28,6.761719328567453,2.72429627034641,4.782792273579873,1.726700557531017,Iris-versicolor
+29,5.239558686226067,3.0399358100303746,1.512989284540954,0.33338462036171224,Iris-setosa
+30,5.985873407473984,2.919276231527696,4.654439220044489,1.5456918874220922,Iris-versicolor
+31,6.550784171423552,3.3379092267439368,4.691698271075884,1.9189613550297537,Iris-virginica
+32,5.233505447713224,2.510505997681813,4.598629406447876,1.258055208648863,Iris-versicolor
+33,4.913841997849534,3.268320391051203,1.5405269495840221,0.14879964849398528,Iris-setosa
+34,4.897862734704343,2.5509727584895963,3.4130011512806733,1.0545427946262484,Iris-versicolor
+35,5.015983388569928,3.2760351984525777,1.4467647516701767,0.17850960905542762,Iris-setosa
+36,6.402991094042913,3.0730006073434706,5.016221378639662,1.74131752956862,Iris-virginica
+37,7.117222162970324,2.7539861246269033,5.719106962688287,2.0243703730132774,Iris-virginica
+38,5.543649697986165,3.681782040832644,1.5424905452685,0.5551528115471684,Iris-setosa
+39,5.7693967078119694,2.5433414089228443,4.153144477168519,1.1804524357261046,Iris-versicolor
+40,5.746834298722562,2.9081120789648347,4.853385799106696,1.7626516251481874,Iris-virginica
+41,6.263365779829001,3.222677086775189,5.579786292898133,1.649346247458416,Iris-virginica
+42,6.200991117171899,3.108762327998708,4.333043117447381,1.4665229965777253,Iris-versicolor
+43,6.4215129265894975,2.9389090873592045,5.260634919936189,1.9061012576985588,Iris-virginica
+44,5.0906529669409055,3.136913165571339,1.6084451236490804,0.27798595829373673,Iris-setosa
+45,6.310481491320653,3.009849960963767,4.847292351348326,1.419582115008763,Iris-versicolor
+46,6.452798888869526,2.8610618406691453,4.5120517668232285,1.5590733204330764,Iris-versicolor
+47,5.221246136033991,3.3268073747501115,1.4701919601033773,0.2072081271153176,Iris-setosa
+48,5.92681869333186,3.1585833853122405,5.093989029675286,1.7221722907857882,Iris-virginica
+49,4.512050293607501,3.111999424306031,1.5644484045214209,0.12290664106512775,Iris-setosa
+50,6.36879347492873,3.554864571962845,5.072070491903285,1.9216615706747835,Iris-virginica
+51,5.149988456457808,2.786329193326828,3.2923459900973118,1.2117174822877952,Iris-versicolor
+52,5.820724310521451,3.047105813396309,4.908594690121672,1.263305094029858,Iris-versicolor
+53,6.037571659176694,2.886103970737043,4.626186666697671,1.6015830779378548,Iris-versicolor
+54,5.298307505843226,2.8752084964472253,1.4248621077905494,0.3130599579166489,Iris-setosa
+55,6.697141996423477,3.2617728959067733,5.714664270314867,2.208524902275499,Iris-virginica
+56,5.4736153041353734,2.8962432502361644,1.4804729473130054,1.5904582258944262,Iris-setosa
+57,5.178618965767182,3.4415426067539983,1.6087398862745834,0.29193754425014257,Iris-setosa
+58,6.189722647436606,3.029408901316993,5.145368509059564,2.430406796610491,Iris-virginica
+59,5.692466152927451,2.92733633402375,4.9307893139562,2.046010855781552,Iris-virginica
+60,6.257606352016952,2.90746162316877,4.837935922706177,1.9688459524537154,Iris-virginica
+61,5.012692773925586,2.372608985596205,4.11313191999472,1.2912447599207262,Iris-versicolor
+62,6.157131860412957,2.86084784652674,4.877744317160175,1.5854359551994097,Iris-virginica
+63,5.060838292494665,3.309129224437343,1.471661420576903,0.33360413712041365,Iris-setosa
+64,5.749952259862994,3.2185072050615102,4.890571373253026,1.3612470308830458,Iris-versicolor
+65,7.110186799334403,2.9455541435198036,6.063492880077897,2.357835641412664,Iris-virginica
+66,6.128489428191516,2.7152487305769815,4.936024465604639,1.942484342110986,Iris-virginica
+67,4.74442433474528,3.102271168255939,1.3218870586377132,0.06242120636571569,Iris-setosa
+68,5.6851052809219755,3.544187407236799,1.4183860616464041,0.17221532487650393,Iris-setosa
+69,6.444765110697021,3.054230581265904,4.999717216696472,1.5976226406071536,Iris-virginica
+70,5.620151930700736,2.7477198109697225,4.342625446780095,1.2724904594854411,Iris-versicolor
+71,6.952498152511967,2.9411249723043644,6.049850069998924,1.564687199962615,Iris-virginica
+72,5.564439387203435,3.040179528632844,1.2863039328706614,0.22914510699935642,Iris-setosa
+73,4.354295202781667,3.171343332616032,1.2374168499602372,0.05783464767306676,Iris-setosa
+74,6.229963256215833,2.877550682573754,4.301563885976937,1.1928215619758717,Iris-versicolor
+75,4.6070485446169,2.965242718925843,1.42150394968058,0.2262469303925218,Iris-setosa
+76,5.201013408064831,3.6402188147584944,1.614594909170636,0.45903861195191886,Iris-setosa
+77,4.6204923545313505,3.2756705669559016,1.489905937843857,0.2194943003235574,Iris-setosa
+78,6.155533636741929,3.36361912840289,4.688229061342323,1.647764285259348,Iris-versicolor
+79,5.728601670255435,3.6170064110595535,1.6043682282956906,0.3799979082022939,Iris-setosa
+80,4.74974038208352,2.814975815570035,1.2967479707509282,0.24125114922714508,Iris-setosa
+81,6.48167811117283,2.9733820375901203,4.476517427119374,1.2224185497190494,Iris-versicolor
+82,5.525445153671887,3.0827102831204183,4.223319008425788,0.9688462516563562,Iris-versicolor
+83,4.6599251175457805,3.2669692471182965,1.3203155875327925,0.11936170084365971,Iris-setosa
+84,6.3644428133349065,2.978941893991281,4.582481820485676,1.7277112264405596,Iris-versicolor
+85,6.277329625615105,2.672332704452327,4.748049466306453,1.6614493457496669,Iris-virginica
+86,6.297244861295329,2.95900429958216,4.710598062131451,1.820661369199497,Iris-versicolor
+87,4.9235670273576,3.0706056806911346,1.7815102766385476,0.22323960370298923,Iris-setosa
+88,5.081451623942272,3.452579268615429,1.406033677740188,0.2393997021765047,Iris-setosa
+89,5.064384105967095,3.6725279844500753,1.6599082834848975,0.27867612455489843,Iris-setosa
+90,5.596975704820773,2.9921883399394678,4.308473998849876,1.120782236505697,Iris-versicolor
+91,5.056129580294553,3.4221015508197117,1.3808565876072827,0.29251020247580634,Iris-setosa
+92,6.1919952780572425,3.0280693547433644,5.167451210382438,1.8399335707404711,Iris-virginica
+93,5.374488109638699,3.6799964429999545,1.4494564887211976,0.36296629728716157,Iris-setosa
+94,5.34565095210024,2.783806980218129,3.5680198317228884,1.1768886131903775,Iris-versicolor
+95,5.15117851997094,3.0918831643294276,1.5237847298269858,0.356578435658104,Iris-setosa
+96,5.183031007694044,3.0607517626946126,1.2308672820028055,0.10530485540620702,Iris-setosa
+97,6.158538714383222,3.0837249521378807,4.9887266885709645,1.4620707967382809,Iris-virginica
+98,4.991531110708996,3.4947066388103263,1.4436781372528642,0.3373056306022842,Iris-setosa
+99,5.551414307476223,2.929440541496171,4.655401348985736,1.146335309391754,Iris-versicolor
+100,7.016080276582312,2.6601002891577243,4.972291998894247,1.4109626488297167,Iris-versicolor
+101,6.155875330331346,2.7083707997380913,4.046751560059832,1.0927044169702314,Iris-versicolor
+102,6.314981996211516,2.863222525059942,4.753488530616513,1.5386491451556092,Iris-versicolor
+103,5.4033236932761675,3.880118754379155,1.4508113101256652,0.3439513119932792,Iris-setosa
+104,5.01194302485826,3.395983567097291,1.354588610800243,0.2535036481054571,Iris-setosa
+105,6.676761353483776,2.953937260715942,5.023737856917087,2.1234984027409998,Iris-virginica
+106,4.911636870417356,3.6590155427579627,1.448297920199829,0.22294322497873775,Iris-setosa
+107,5.85371898840339,2.91637278463384,4.4104801099246185,1.2123729266904721,Iris-versicolor
+108,6.927112811190176,2.7160611768180942,5.24299221531573,1.315237807961081,Iris-virginica
+109,6.143125434107045,2.922156972896679,5.115263740887407,1.6165655130568175,Iris-versicolor
+110,5.148166455152686,2.953091214977872,1.412749002376038,0.1574958611012532,Iris-setosa
+111,5.899835941472941,2.7626330549448324,3.909331673520087,1.258802278136766,Iris-versicolor
+112,6.077286646598508,2.90138637272746,4.97075049867034,1.3993356923645817,Iris-versicolor
+113,5.494215636756405,3.3008242938710026,1.3095311289429346,0.9801010993351814,Iris-setosa
+114,5.060954273115335,3.4416321758908586,1.2664349800176091,0.3986447188329433,Iris-setosa
+115,6.994702484010286,2.8875969859659905,4.93023657243309,1.7375299185205317,Iris-virginica
+116,6.300738866558152,3.02188883984165,3.7588855101256415,1.4322218214576972,Iris-versicolor
+117,5.155662229362754,2.716864748761438,1.4514793746576136,0.13187742991738113,Iris-setosa
+118,5.777480999852612,2.9798920943344545,4.428643641243752,1.5640339589893446,Iris-versicolor
+119,6.745536333848388,2.9867446379931977,5.203497735020759,1.6807383804630005,Iris-virginica
diff --git a/iris/tvae/2/0/test.csv b/iris/tvae/2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/0/train.csv b/iris/tvae/2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/0/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/0/val.csv b/iris/tvae/2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/1/synth.csv b/iris/tvae/2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cc2d2a427d4385af229532564b1d75798f97dcd7
--- /dev/null
+++ b/iris/tvae/2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.915535665931411,2.914001664492217,4.3667517950412424,1.2594459258429707,Iris-versicolor
+1,6.347174213125955,2.891734762562179,5.478002696576576,2.4125989434900887,Iris-virginica
+2,4.7420471872153325,3.7348008254918907,1.5357721431852267,0.14446594043754146,Iris-setosa
+3,4.324793869342802,3.4241117752651533,1.1399596453370153,0.14253884102999226,Iris-setosa
+4,6.380371931858414,2.5550288470326947,4.562647280713067,1.514608450213374,Iris-versicolor
+5,5.502572273824591,3.219957619203097,5.096086048341109,1.9979817085244853,Iris-virginica
+6,4.771763746199616,3.2855540888087114,1.4523161271201703,0.1933945927588042,Iris-setosa
+7,6.332168609515205,3.04597340097835,5.247828174953377,1.5948077205382922,Iris-virginica
+8,6.592083630202135,2.5700751026423303,4.786270869790696,1.3247867551424115,Iris-versicolor
+9,4.573796737976051,3.349986834896405,1.2888274296417808,0.20975813153297634,Iris-setosa
+10,7.13395271700559,2.7499602365652054,5.385330723802175,1.7119588818768028,Iris-virginica
+11,5.780153552208264,2.8772969456925823,4.543545020659945,1.3855079829824297,Iris-versicolor
+12,6.795094040214106,2.9242378735622476,4.964404029020957,2.1879478786982123,Iris-virginica
+13,7.552291441628436,3.026351273302825,6.909300928166325,1.910874495201829,Iris-virginica
+14,5.809393170420374,3.1146327858356044,1.5055085017090983,0.395649410479087,Iris-setosa
+15,6.27696784487329,2.909275947569962,5.056273095951845,2.032094007556417,Iris-virginica
+16,6.555265630185008,3.3463127743170165,6.014854351724836,2.6030302156620064,Iris-virginica
+17,6.230685802785391,2.543603818680256,5.358856841961096,1.5055025447115262,Iris-virginica
+18,4.5354302954025885,3.2633455211109412,1.5369267388986325,0.04494464621642458,Iris-setosa
+19,5.807146670041159,2.8358700711444125,4.638176746323884,1.7992916631286193,Iris-virginica
+20,6.136742004188007,2.8781556040310505,5.124996796071224,1.8826420328004816,Iris-virginica
+21,5.754115331605635,2.7874723993051136,4.764567047908252,1.6154936365856456,Iris-virginica
+22,5.222734020372278,3.8368732224692312,1.5055872613681098,0.13724514841342614,Iris-setosa
+23,5.037712405749704,2.6374834377742995,3.453262691528858,1.0174949300791414,Iris-versicolor
+24,6.220238442713045,3.024510660979327,4.576562006894253,1.4993543182473852,Iris-versicolor
+25,5.776935792180183,2.898317564643674,4.746881293816515,1.371746534496562,Iris-versicolor
+26,6.07177127708346,2.9135320188573695,4.517021315281683,1.3445900677081164,Iris-versicolor
+27,4.597558134386034,3.1975981101033346,1.519025428949155,0.22819765992327118,Iris-setosa
+28,5.800759023733402,3.006070368585463,4.8353265226953495,1.6140801774415703,Iris-virginica
+29,5.233564865084294,3.260165457710214,1.3318512069731323,0.07246760540331126,Iris-setosa
+30,4.98948253689099,3.0815282592467543,1.556067096756903,0.06365466040340828,Iris-setosa
+31,5.2835570028880765,2.6119160557282015,1.6017770770946878,0.29009597614723254,Iris-setosa
+32,5.520717638404943,3.0921460173742528,4.8150657522244,1.3852486405198332,Iris-versicolor
+33,6.271052472835459,3.4111592118854737,5.541710562749531,2.1076525238444113,Iris-virginica
+34,5.025036849866728,3.067510322206489,1.1253784184923368,0.9448532346663847,Iris-versicolor
+35,6.663491156447835,2.6760324740586805,5.597159287074254,1.9201160750428445,Iris-virginica
+36,4.982171149775147,3.627326428033005,1.4227296043246058,0.21900438932411298,Iris-setosa
+37,5.09980774238825,3.7144815221045033,1.550806231087169,0.29598712268649213,Iris-setosa
+38,6.466516777288466,2.971407768552259,4.952243495656778,1.7810642939774766,Iris-virginica
+39,5.141891811258641,3.277614601006735,1.650476604842156,0.3452683782494022,Iris-setosa
+40,5.628539760733897,2.5814770609169195,5.1995643966073395,1.4650742210690135,Iris-virginica
+41,5.358707713729253,2.3136705864452662,3.279121661475811,0.919275377294497,Iris-versicolor
+42,5.593216355548634,3.0009868902940195,4.906007234085105,1.8859086591191832,Iris-virginica
+43,6.977494906496669,3.332135632717709,5.695841406200425,2.5620067794826995,Iris-virginica
+44,4.740215904112245,3.24858715247879,1.3836081933133206,0.02441919933220854,Iris-setosa
+45,4.591755308639962,2.976477054586695,1.4623079030599524,0.21317432064410052,Iris-setosa
+46,5.394332357785742,3.015342003395852,4.585184724830089,1.0997464618275763,Iris-versicolor
+47,5.00712213765523,3.0831794477672814,1.4767744786127768,0.1880781154493678,Iris-setosa
+48,4.517307326156107,3.498623633798187,1.206772461396396,0.18986885440767115,Iris-setosa
+49,5.240555973795748,2.958881598502894,1.457280521491858,0.308108617264184,Iris-setosa
+50,7.459486265372368,2.87013437091494,6.3569429040585215,2.1506078159671054,Iris-virginica
+51,4.983308448772381,3.3248082267347696,5.030346454535548,0.5145334517759887,Iris-virginica
+52,5.946270697755611,3.4641541641220024,4.887339030789515,1.8882303290664755,Iris-versicolor
+53,6.635561374281573,2.9472842481085326,4.8447642923866026,1.5532908925129456,Iris-versicolor
+54,4.410694934349077,2.991605813273962,1.2871587164960199,-0.08827367310839673,Iris-setosa
+55,6.441747338963108,2.973167681735907,5.007664750208696,1.697387046584783,Iris-virginica
+56,5.295954918739574,2.944488334861202,4.188591906132476,1.162976687096101,Iris-versicolor
+57,6.186642875861558,2.8720791435095463,4.662025100528466,1.549973153942705,Iris-versicolor
+58,5.7406619071589375,3.669617352586759,1.2468971483623918,0.22783796300716375,Iris-setosa
+59,5.355373588852399,2.5638805998684613,3.3458473595339324,0.8343435450581287,Iris-versicolor
+60,5.761972056554719,2.722345259067454,4.8922945019725965,1.321847933059101,Iris-versicolor
+61,5.564551412566148,3.2949695569767,1.311317653408837,0.30900268947474985,Iris-setosa
+62,5.173431529521502,3.2218180529639557,1.4067516974209275,0.14676703247191208,Iris-setosa
+63,5.8260401824398445,3.9496417661943424,1.1393949727986232,0.1288539890485894,Iris-setosa
+64,5.791513951836495,2.9520153364204225,4.5608770824523255,1.8477453750853023,Iris-versicolor
+65,6.4135004003187674,2.735035116204725,5.709113679771438,1.7716040881148936,Iris-virginica
+66,6.347795323730692,2.7974175515945134,3.92520216963682,1.09337368648997,Iris-versicolor
+67,6.551133235686227,2.9809987061706327,4.281785166536543,1.344127251575643,Iris-versicolor
+68,6.295001509385227,3.045331363898064,4.98375828595993,1.7525871707020362,Iris-virginica
+69,5.058168653222816,3.442469014690307,1.4653072247040655,0.2914450413205067,Iris-setosa
+70,6.485316679061538,3.177279494593021,5.347136835043947,1.9103609461368103,Iris-virginica
+71,6.8094405720428055,2.9060646698910295,5.607236445359735,1.8952638922648983,Iris-virginica
+72,6.186371921367884,2.89856004829872,4.384576297543464,1.2667234594247145,Iris-versicolor
+73,7.096157921906085,3.0103819145576827,5.504227639627512,1.6970677069740532,Iris-virginica
+74,5.362957459172616,3.8982862158303337,1.8251842907592064,0.31624247481506323,Iris-setosa
+75,4.925738579309284,2.5378157931460565,4.236816425546267,1.276839958692881,Iris-versicolor
+76,6.323280735141196,3.0917235639546425,5.230264308571674,1.830387451782552,Iris-virginica
+77,6.190837604164202,3.0589749311843812,4.88336122220691,1.9637278708382508,Iris-virginica
+78,5.040230807712304,2.5783905900502977,3.48215091217484,1.1763638806036643,Iris-versicolor
+79,6.0085743518622765,3.056190404610251,4.712392516405675,2.070403023258209,Iris-virginica
+80,5.316350360268229,3.6772635113971273,1.4780328753421184,0.2931501461860624,Iris-setosa
+81,5.599913730568972,3.0842645408641807,5.061434938864072,1.4032502320932752,Iris-virginica
+82,6.140407633487814,2.942205204058272,5.113096347468293,1.8576309657738015,Iris-virginica
+83,5.264380740416754,3.1484538238324524,3.6844613102892874,1.3988405594816369,Iris-versicolor
+84,6.271059865881885,2.7271279015256593,4.744358408459813,1.344960187360377,Iris-versicolor
+85,5.833573590495064,3.455999740733878,1.5673594558808448,0.3240543393190454,Iris-setosa
+86,4.500564033049182,2.7740066819776805,1.3891909897626842,0.12935340228845363,Iris-setosa
+87,7.062005083348697,3.330013387141372,5.970731585140371,2.428934923006841,Iris-virginica
+88,6.593912630067108,2.689485900994191,5.146456089096938,1.619731043768651,Iris-virginica
+89,6.853281121786149,3.563239129524808,5.626907629918307,2.4931367615628464,Iris-virginica
+90,7.06760605043195,3.5118364558101445,5.776100219525113,2.4527921627855527,Iris-virginica
+91,6.655718266295624,3.074091889720665,5.932610776832557,2.575936530984163,Iris-virginica
+92,5.80861137322032,2.888369956748261,4.5863198876661,1.7275849275878203,Iris-virginica
+93,6.033768853071775,3.7932130045786305,1.3015791362152531,0.2000850912848597,Iris-setosa
+94,5.3476847111854715,2.8460370312448835,1.614890015428848,0.2531388342128836,Iris-setosa
+95,6.022465697299911,3.116659001757619,4.852843951367557,1.7653746721903971,Iris-virginica
+96,5.08504791746879,3.2784089574966155,4.656109579451638,1.878156973849033,Iris-virginica
+97,5.567647880859259,2.923218363821613,4.232323046064611,1.529860676155179,Iris-versicolor
+98,5.253128547697814,4.162364041518931,1.0717009345172943,0.16416560363590604,Iris-setosa
+99,6.944544448862256,3.1110498152105635,5.009213164783132,1.8505414617021707,Iris-virginica
+100,6.080906044072513,3.2452364702999734,4.9243887406268065,1.7899394199687353,Iris-virginica
+101,6.4275073676400565,2.9278760916491815,4.640691800443639,1.116983522796995,Iris-versicolor
+102,6.335665536546443,3.1979930890822246,4.6895557150698455,1.637016099288088,Iris-versicolor
+103,5.870924014034663,2.8598223730914034,4.30307178223999,1.344218708437388,Iris-versicolor
+104,6.236125607273464,2.8240542420736165,5.312803419362743,1.9937766758340862,Iris-virginica
+105,4.86740245603163,3.5388113862893023,1.4886827900536448,0.23496114123516074,Iris-setosa
+106,6.085930413729935,3.8568654126933373,1.066455868024553,0.15110715963184065,Iris-setosa
+107,5.5153479157197225,2.876463734594126,4.652571023372161,1.8373554799624738,Iris-versicolor
+108,5.228409951873472,3.4524698412231847,1.4186690916069824,0.31186396075811657,Iris-setosa
+109,7.175735087497852,3.143435002333824,5.737471480383477,2.1889119002440056,Iris-virginica
+110,5.778276347679978,2.9849792026939697,4.97857619580452,1.831531658635034,Iris-versicolor
+111,6.197276131723907,2.9454000416966206,5.224796401421727,1.849649570163389,Iris-virginica
+112,6.097765211708157,3.086398089697837,4.766814711057667,1.7532935606595423,Iris-virginica
+113,5.915166834256837,3.1524565115664696,4.94038000705386,1.795674764376101,Iris-versicolor
+114,6.447512803246333,2.81807067760807,5.120185881808173,1.780402483395349,Iris-virginica
+115,5.156795622399476,2.4290934965022477,3.730535050372041,1.1226379505405888,Iris-versicolor
+116,5.434237149890774,3.4211106124024235,1.5824342927082369,0.27802965254253065,Iris-setosa
+117,4.643184199048117,3.1789270510003065,1.4363303009581385,-0.09410120309056436,Iris-setosa
+118,5.66823250481795,2.7062564824211193,1.4036978042408443,0.2571083799987995,Iris-setosa
+119,5.07330472088742,3.693019553440546,1.3295660723074665,0.15785813043290575,Iris-setosa
diff --git a/iris/tvae/2/1/test.csv b/iris/tvae/2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/1/train.csv b/iris/tvae/2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/1/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/1/val.csv b/iris/tvae/2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/10/synth.csv b/iris/tvae/2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0cc2e8ee44c78669ed0ce8ac4034dab1188cd307
--- /dev/null
+++ b/iris/tvae/2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.431041388904924,3.000646343053235,1.1924318642228369,0.13897250528608668,Iris-setosa
+1,4.678482252815888,2.862170844840481,1.5600203288536227,0.2084762271287379,Iris-setosa
+2,5.044609530423965,3.7061145760953904,1.4088857597000095,0.3870303069768945,Iris-setosa
+3,4.760100472556003,3.549557941220935,1.3485821040220773,0.23271272887572841,Iris-setosa
+4,6.747642000938703,3.073813181299645,4.5816269380073615,1.2552567169138484,Iris-versicolor
+5,5.296427865929662,4.135099440600326,1.4847216682964164,0.23661408426633662,Iris-setosa
+6,5.536205112163873,3.1713419764153667,4.941726379760495,1.4688743136929394,Iris-versicolor
+7,5.832449146357672,2.996497439056931,4.205651001980892,1.5499935224557293,Iris-versicolor
+8,5.310349748390527,2.942437215757349,4.037307786496513,1.1290763036183273,Iris-versicolor
+9,5.176750914929608,3.479151367711269,1.5592832975976947,0.3359643951329686,Iris-setosa
+10,5.146533819175296,3.2960589729329057,1.5597992998909882,0.41767171963591715,Iris-setosa
+11,5.058653584023214,2.8949791555712405,1.4716742753167855,0.23105406379732127,Iris-setosa
+12,4.646823526017308,2.8552714242107164,1.3097906326937674,0.2793344534618204,Iris-setosa
+13,6.16397035113851,2.744137155194303,4.186243994054858,0.8798854297143494,Iris-versicolor
+14,6.7013558807221365,2.654743224591397,5.723391090251867,2.030198215717529,Iris-virginica
+15,5.347359459075319,3.3955384180205272,1.826591804308572,0.49749452437203623,Iris-setosa
+16,5.466045055909293,3.2695378839491496,4.577188192538771,1.4092680765827992,Iris-versicolor
+17,6.632713901201837,3.384880094416715,5.635302238091697,2.2251596592475127,Iris-virginica
+18,4.99013869594122,3.6080819659344154,1.590937950093578,0.27311754070244654,Iris-setosa
+19,5.828584411981856,3.133397965276344,4.550425683169326,1.5995237702543827,Iris-versicolor
+20,4.724656523322681,3.134185514962562,1.646358141592151,1.0077771986821538,Iris-setosa
+21,6.2955514558797265,3.062744245086854,5.399842602205641,2.4567746534713164,Iris-virginica
+22,5.691369315526519,2.4510314756453377,3.816224343402074,0.9788789884122883,Iris-versicolor
+23,6.748081139334368,2.881914589232452,4.660754528072996,1.7554378876615995,Iris-virginica
+24,6.499282668074567,3.1571748114787077,5.036095613967182,2.1950516253277996,Iris-virginica
+25,5.307377383514189,2.9607470443538415,3.868775006161762,1.1831410835059317,Iris-versicolor
+26,4.745069630488565,2.8570493703904893,1.412058587078787,0.23856687718255545,Iris-setosa
+27,6.403533958220749,2.9024152656669826,5.256403511651265,2.1145089405619877,Iris-virginica
+28,6.192393000093077,2.916226932692038,5.231068297750601,1.915371914026775,Iris-virginica
+29,4.68322180460946,3.2787625566451966,1.3996453038232857,0.2025840914670168,Iris-setosa
+30,6.197172743817181,3.0618931063832457,5.10627615325448,1.9216812484016925,Iris-virginica
+31,6.0870199373288205,3.0284951590031444,4.932667589049985,1.674973063783116,Iris-virginica
+32,5.800290855431263,2.9863109057500963,4.273544880783052,1.368300465943153,Iris-versicolor
+33,6.256868019143793,3.452376609936402,5.177330258290382,2.3631682295271834,Iris-virginica
+34,6.053997505858396,2.8838416666861333,4.137317082874817,1.3708540351221568,Iris-versicolor
+35,5.2620274214802425,3.4515090199159584,1.5745041141551397,0.4041765376439108,Iris-setosa
+36,6.928041660054377,2.841663415213719,6.015541873461704,1.7823577280245029,Iris-virginica
+37,6.278982164897158,2.9880454735662134,4.824668028371084,1.4899362574337813,Iris-virginica
+38,6.35088055347176,2.931049592050714,4.3449246938918975,1.133983800047424,Iris-versicolor
+39,5.838732799631812,2.3349512634079463,4.885714209501362,1.6627667983443866,Iris-virginica
+40,7.123785665269329,3.106917634597527,5.643351601084869,1.971131519104269,Iris-virginica
+41,5.042951565877991,3.240910347411125,1.5545021251123288,0.2767236076431856,Iris-setosa
+42,5.530238454537841,3.171429088170863,4.7553368185528635,1.37194998873141,Iris-versicolor
+43,6.59313854525776,3.114867344803544,4.932618600530666,1.5196371911029298,Iris-versicolor
+44,6.003565407364013,2.5875960908942552,5.678065162854347,1.8065699291005368,Iris-virginica
+45,5.256833292798361,3.588954659064412,1.226301818815814,0.17128366294009967,Iris-setosa
+46,5.477813861525389,2.923839843250079,1.4937448310746366,1.7514942006729786,Iris-setosa
+47,5.502844180623601,2.9016493431181023,4.396218021205434,1.2159653446342085,Iris-versicolor
+48,6.323148214321663,2.963745664246394,5.015461144175684,1.4269121691824571,Iris-versicolor
+49,6.571957052519639,2.7345648653621666,4.619438087371435,1.6034895278029517,Iris-virginica
+50,6.7511477103451085,4.016864917988724,0.9026730630710202,0.13410557347665658,Iris-setosa
+51,5.3832878307474505,3.185984636875257,1.4739820385344975,0.20406729057205047,Iris-setosa
+52,6.591776230322862,3.2332189827563007,4.953852856926651,0.9867648102330436,Iris-versicolor
+53,6.713902678546912,3.0187861834424337,4.955997119731197,1.8201117966610414,Iris-versicolor
+54,6.309403135277847,2.5003819362711637,5.336443875681141,1.551188769916038,Iris-virginica
+55,6.439027091216831,2.7148486245297794,4.195095469674141,1.2123223333577626,Iris-versicolor
+56,5.984199653442116,2.9288401242059425,4.370241450806136,1.342151031823723,Iris-versicolor
+57,5.650880601300749,3.044572619393143,4.505647044938404,1.4632046839044193,Iris-versicolor
+58,5.812211852010862,3.156454731242096,4.525557652618255,1.3130456504969141,Iris-versicolor
+59,6.700022818458855,3.16761266234764,5.649315735161235,2.219720956934754,Iris-virginica
+60,5.229184327010701,2.483850338508437,4.404055206043259,1.3717242213503131,Iris-versicolor
+61,6.827705100919388,3.06226392894559,5.771252097028576,2.2290236951920637,Iris-virginica
+62,5.517789189056352,3.4899811109031367,1.1975180755332533,0.14247880341347202,Iris-setosa
+63,4.633048191364312,3.339678216760011,1.3260068653483559,0.24233011878325295,Iris-setosa
+64,5.229362132945897,4.328723754895132,1.605888437922956,0.41662996115568657,Iris-setosa
+65,4.7334830244569135,3.354941204499759,1.6293521842442105,0.26681487101710494,Iris-setosa
+66,7.265612946332507,3.0470448706650752,6.26729231215803,1.746001785483375,Iris-virginica
+67,5.184896767696727,2.9606418150665292,1.321859633150899,1.460511693409691,Iris-setosa
+68,6.805373328604706,3.0351217144410114,5.864817876630291,2.2546883489083784,Iris-virginica
+69,5.066294361321113,3.5933810937393686,1.364698773700388,0.3107379862032846,Iris-setosa
+70,5.343033365632293,3.0699816419499975,1.7245414559489232,0.13328043905994166,Iris-setosa
+71,5.700391044643107,2.8763686696664084,4.934789290518986,1.7259660691012653,Iris-virginica
+72,4.8687070302120645,2.942623557929182,1.5864847512378606,0.1495130234247758,Iris-setosa
+73,6.993770451385069,3.376766554750275,5.484715297582346,2.5943858234980115,Iris-virginica
+74,5.047706523248923,3.228955166035117,1.7058067472859224,0.4074303468721005,Iris-setosa
+75,6.932534608157022,3.1462519316604243,5.383798431851498,2.156538116287145,Iris-virginica
+76,4.697816328977072,2.5799023051112187,3.4091801094083167,1.118290058350069,Iris-versicolor
+77,5.6684996277369475,2.729244406293427,4.68774368547045,1.529922389935508,Iris-setosa
+78,6.387941865079231,3.2406345968188504,4.684529036783,1.5281852905574786,Iris-versicolor
+79,4.549932090270645,3.094464648345441,1.2233312062113508,0.11618039404885241,Iris-setosa
+80,5.291344102174545,3.411773223546763,1.7084305273772127,0.22107862642182435,Iris-setosa
+81,7.093684866131631,3.319135064514318,5.4561716176810595,2.295944915467079,Iris-virginica
+82,6.127571655961051,2.792951583219443,5.079091860972077,1.8443141041095243,Iris-virginica
+83,5.5577317095122805,2.9792381561302412,4.7465304954347305,1.4495307944405273,Iris-versicolor
+84,5.198109662101931,3.3895832359434532,1.4750153137147155,0.32686582586031987,Iris-setosa
+85,5.547533163504249,2.601766173664918,4.984364219188834,1.7129177291106041,Iris-virginica
+86,5.85114259498966,3.130422699674091,4.17627485728877,1.3692248399577422,Iris-versicolor
+87,5.049832121711388,3.2913729093581865,1.3107321151370503,-0.09498611543010993,Iris-setosa
+88,5.975283287644818,2.8052622237567184,4.686878058302932,1.3773320969963745,Iris-versicolor
+89,5.427144016455258,2.6255773559935243,5.049435158059613,1.5532515482038918,Iris-virginica
+90,5.192240213588221,3.157192362556015,1.3940080318204702,0.2757486743961048,Iris-setosa
+91,7.896767549124574,3.0688723784685616,6.093113661395176,1.6494265929149963,Iris-virginica
+92,5.296440902679477,3.1048255446441884,1.5277420033066744,0.22919085711476736,Iris-setosa
+93,5.80366633900994,2.8100050130974945,4.381785796281405,1.4703289665494153,Iris-versicolor
+94,6.283205086414378,2.841457894252087,5.107066250200645,1.7866498343381543,Iris-virginica
+95,5.554158450980143,3.014395673248409,4.70526518027851,1.439796198946153,Iris-versicolor
+96,5.0747382965821215,3.4654841272096526,1.4688932923606628,0.15784690323689127,Iris-setosa
+97,5.389425209316858,3.7607137588056103,1.7277756237910422,0.459478086765002,Iris-setosa
+98,5.918742432504342,3.263424518252519,1.8313787416426717,0.36309042474032577,Iris-setosa
+99,4.980531959086118,3.5081750378054197,1.246204060132963,0.18608816065141603,Iris-setosa
+100,4.97133191658541,3.0793076330622875,1.5002974217142615,0.0974429592155053,Iris-setosa
+101,5.655588370402087,3.159011798238887,4.000905010858529,1.1532227244970543,Iris-versicolor
+102,7.232364955368101,3.2986390383216166,6.2341659120819575,2.5923277684525665,Iris-virginica
+103,6.405598530823627,2.7357870033015725,5.240666110107535,1.7924150215768282,Iris-virginica
+104,5.4342479917183555,3.029461023804813,1.3973543447925776,1.2052916812408894,Iris-setosa
+105,6.50540173642697,3.2123181866589596,5.346912466133588,2.3341005171310187,Iris-virginica
+106,5.20066835394114,3.7730848457976145,1.5573206563693645,0.23419828831711906,Iris-setosa
+107,5.981410984356212,2.9149338532266036,4.611418709996119,1.2817864666952723,Iris-versicolor
+108,5.84057993440797,2.9679991485913484,4.633285321162273,1.3565699840165506,Iris-versicolor
+109,5.534995828609794,2.96293210551701,4.704387761275293,1.5779048690316708,Iris-versicolor
+110,6.470349115243865,3.009930537649238,4.965361974775408,2.14560000012372,Iris-virginica
+111,6.759092200141164,3.78883417593195,1.8120410905417412,0.5833180929182457,Iris-setosa
+112,5.66848697456353,3.296459591034496,1.417180694485618,1.28228141918165,Iris-setosa
+113,5.616250974963867,3.0361744881449653,4.328201774763227,1.3852853056144818,Iris-versicolor
+114,5.443403695397946,2.968885076595327,3.882421506151376,1.3246855866473646,Iris-versicolor
+115,4.583878066082803,3.2151951570734423,1.6013225145999856,0.09195426151678676,Iris-setosa
+116,5.325656718614311,2.9008610070082597,4.701441594313007,1.3459501594768113,Iris-versicolor
+117,6.447698906300668,3.128263656203785,5.828747926337376,2.233347069918549,Iris-virginica
+118,5.938004256083658,2.7619216338091706,4.5958913222358,1.5449168084926963,Iris-versicolor
+119,5.349708651662695,3.1418415441539826,4.8400066449741805,1.3439163965656498,Iris-versicolor
diff --git a/iris/tvae/2/10/test.csv b/iris/tvae/2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/10/train.csv b/iris/tvae/2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/10/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/10/val.csv b/iris/tvae/2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/11/synth.csv b/iris/tvae/2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c516a6795131eae207313251de702d3ef87bf161
--- /dev/null
+++ b/iris/tvae/2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.875427641556304,2.7054792605978437,5.1992585797079,1.686169897089185,Iris-versicolor
+1,5.860539252849465,3.112665143327687,4.483554186992822,1.3483593579515876,Iris-versicolor
+2,6.126252771293411,2.981116826570494,4.854741839585299,1.6092148721923654,Iris-virginica
+3,5.013527751781448,3.231756327631375,4.3558607943651255,1.6742538469425652,Iris-versicolor
+4,6.3165567578781445,2.5782958504558966,4.998039638299492,1.678762995042054,Iris-virginica
+5,5.235858129766559,3.617524600671653,1.0880057621556143,0.15637362956313766,Iris-setosa
+6,5.390715310537731,2.8370397858128746,4.323052975983203,1.1527800391859941,Iris-versicolor
+7,5.131499173138439,2.581489602527245,3.84450908078854,1.142458337278411,Iris-versicolor
+8,6.02542142832932,3.4280457070803907,4.393680267650433,1.244180446409791,Iris-versicolor
+9,5.016109175815719,3.1424595019690376,1.4047885717653892,0.1692014752838279,Iris-setosa
+10,7.083740740118234,2.802474557464345,6.409320941067503,2.250504576025954,Iris-virginica
+11,5.206627646216954,3.2965044381286694,5.05250021419784,1.940573826196136,Iris-virginica
+12,5.2326906684150085,3.3666069254555278,5.06224987769234,1.7017314396989918,Iris-virginica
+13,5.852205077261292,2.639221238144799,4.636014584593803,1.3360390810958263,Iris-versicolor
+14,6.1704639337887395,3.046441313002677,5.519834512412286,2.136522355232399,Iris-virginica
+15,5.477038003301826,3.218660812958787,4.144571730064986,1.4370546800543982,Iris-versicolor
+16,6.493485046984903,3.2071847044687605,5.006547140814867,2.2649166030510024,Iris-virginica
+17,5.587605932813478,3.8315059938452958,1.405034969795268,0.19367776150465896,Iris-setosa
+18,6.835992818266778,2.811501883255025,5.65167937206262,1.75261353451895,Iris-virginica
+19,4.801459065555162,3.131632560695805,1.7309253180450948,0.3884142385496706,Iris-setosa
+20,6.36112410715759,2.8181354675516164,5.196892833838816,2.2386847705158135,Iris-virginica
+21,5.161560797982336,3.23747845967495,1.5471347040174157,1.4184495691620722,Iris-setosa
+22,5.019887559513533,3.3292264462633736,1.7311816872388879,0.227521432941238,Iris-setosa
+23,5.102271780147587,3.21167060104143,1.210807229182022,0.0236603332384277,Iris-setosa
+24,5.014938489051131,2.8691970110890237,1.393886963810423,0.10067710488558371,Iris-setosa
+25,5.545508714780393,2.5697032028846065,3.7098001028322463,0.7898624750836335,Iris-versicolor
+26,7.150780428176368,3.2148372091807365,4.80703935373374,1.5765840385287633,Iris-versicolor
+27,6.08964778307353,2.9295064626906573,5.338633548086354,2.038644466744437,Iris-virginica
+28,5.443949013631942,3.422781936802332,1.7062858896971014,0.3089053616062622,Iris-setosa
+29,6.5126810628623515,3.165290843510724,5.695545124269857,1.9321042145814393,Iris-virginica
+30,6.818801453530039,3.060302214470734,5.890284676521974,2.0548601418406487,Iris-virginica
+31,6.066645857215738,2.5453748873876494,4.364235809839235,1.3485543135541742,Iris-versicolor
+32,6.540833780630032,2.7966326681724736,4.914523810776858,1.5439876638845462,Iris-virginica
+33,6.8856203229798325,2.6886134998893594,5.2944263781552285,1.9560649655951035,Iris-virginica
+34,5.110188760775933,2.826494815096509,5.186338296800888,1.8957806818678729,Iris-virginica
+35,6.513807032220754,3.625086663366853,5.818745675385973,2.5407417081462724,Iris-virginica
+36,6.195796231900346,3.0456861487288336,4.809239999070392,2.0373547941832375,Iris-virginica
+37,5.896580174267413,3.0642374230548746,4.616830275429499,1.4892398040814854,Iris-versicolor
+38,5.140929716794892,2.748972838068155,1.398922691435783,1.6849328192049287,Iris-setosa
+39,6.81651176214156,2.7375381434377055,5.008880487366495,1.9354126343940563,Iris-virginica
+40,5.302058725830002,3.565019432480968,1.6798760570401314,0.48101948396830263,Iris-setosa
+41,6.831574504194757,3.199871998853247,5.6217257126944356,2.4726430645038486,Iris-virginica
+42,4.8327371780038835,3.0260155373444513,1.4433701048113978,0.2944240988732558,Iris-setosa
+43,5.701497494578787,3.483829433463316,1.3840869341310835,0.1711537490858303,Iris-setosa
+44,5.840362644065372,3.174958575069981,1.5129173439710975,0.3417323484439805,Iris-setosa
+45,4.917482466167464,2.8518349073829614,3.5685871910607676,1.020315909737831,Iris-versicolor
+46,5.556650989390448,2.9176919749341006,3.9216110652891976,1.1044125842783408,Iris-versicolor
+47,5.771528883504161,3.78777954323171,1.2008815880018793,0.16917761494200315,Iris-setosa
+48,5.965647164795571,3.002178623506269,4.605372642646496,1.4416133780869909,Iris-versicolor
+49,5.563474691361039,2.8828490374091893,5.367824853932248,1.7269641048875253,Iris-virginica
+50,5.6293397464546935,2.9219575235372046,4.340582434902178,1.245023042465839,Iris-versicolor
+51,6.869354155768943,3.4253676937144157,6.0685959392382385,2.2053354090302264,Iris-virginica
+52,6.707519968772968,3.264862821339313,5.069389022865612,2.3482550845599164,Iris-virginica
+53,5.350846928800596,3.463055654556907,1.6873887519918604,0.4206290234084396,Iris-setosa
+54,5.245236260827027,3.0577459653614083,1.2003722922194517,0.09825383150687214,Iris-setosa
+55,6.421781687752363,3.1040021051550566,4.999157207670006,1.5797876129426969,Iris-virginica
+56,5.976799186075052,2.858297533701308,3.7881527168362124,1.3472631291965853,Iris-versicolor
+57,6.05742698054921,3.0182910019547085,4.99960049497902,0.9410486153309373,Iris-versicolor
+58,6.304707112182551,2.7131992542185994,4.529985202239827,1.6375703281028011,Iris-versicolor
+59,5.332158419790174,3.1104065739455273,4.816919506715423,1.9922157859114542,Iris-virginica
+60,5.934681530459115,2.818517247138753,5.120321133176511,2.0211532341483887,Iris-virginica
+61,6.880988637986892,3.3036835730658574,4.869974809372075,1.3503361542072283,Iris-versicolor
+62,6.368549031701599,2.9425904979144617,4.944040318495288,1.3835322519379847,Iris-versicolor
+63,5.869064979657642,2.6573588563236856,3.7864513025676994,1.1949230197830933,Iris-versicolor
+64,6.971473010033142,2.81969115398532,4.1973277886461435,1.3014508236835562,Iris-versicolor
+65,5.788028820506688,2.6645782785475096,5.091923087357292,1.875300447995211,Iris-virginica
+66,7.1476280829277385,2.554992623906869,5.748821361144625,1.9654057599430454,Iris-virginica
+67,5.892631328865701,2.943114824204896,1.469479167103725,1.7354281611875684,Iris-setosa
+68,5.332528502389852,3.1993835945098383,4.779431371130036,1.2390601336956584,Iris-versicolor
+69,5.429894060764781,2.786090183133024,4.749836030887782,1.164145524844204,Iris-versicolor
+70,6.524157006363261,2.910869104018305,5.282095281914954,1.9517190921070269,Iris-virginica
+71,6.4013009089275545,2.7445027957813353,4.7680441828473965,1.3186422015095836,Iris-versicolor
+72,5.678442141113095,3.1254535236802248,1.3264160000972376,0.0433800087925785,Iris-setosa
+73,6.468317951184188,2.752735078569053,4.738463909782122,1.7159743975535582,Iris-virginica
+74,6.388167429436801,2.797554201206254,4.255122702023153,1.2614385384388203,Iris-versicolor
+75,5.774235017930382,2.791729181180041,4.541458350961818,1.5677303382506915,Iris-virginica
+76,4.987644644890097,3.139096149780363,1.413340636987021,0.34583858290721003,Iris-setosa
+77,6.082543602336013,3.215216383969521,5.2238218284657405,1.5662208224216037,Iris-versicolor
+78,5.035833659592862,3.3026068656533236,1.5595048486020229,0.44434190039557253,Iris-setosa
+79,6.198968784638143,2.8931506432974428,5.769242757013744,1.4854936255526145,Iris-virginica
+80,6.03647741778871,3.1693826883967477,5.221902598822903,1.6278594107909068,Iris-virginica
+81,6.39330614430146,3.3980260249951555,5.178619570098132,2.10754575968878,Iris-virginica
+82,6.447299105932661,2.965779023308836,5.5254356584716735,2.325671006051055,Iris-virginica
+83,5.87106148648,2.9605644052209437,4.815452269349835,1.4275691111321245,Iris-versicolor
+84,4.938819272128467,3.5447084802401383,1.6104896724600537,0.4055633012189407,Iris-setosa
+85,5.242306534347524,3.724580083210775,1.5507152418016612,0.357279399587767,Iris-setosa
+86,5.0489218720423015,3.0761833041097244,1.7037961202001728,0.4788777983413992,Iris-setosa
+87,6.859027876104707,2.8695079416742537,5.518339162478615,2.057654938124218,Iris-virginica
+88,5.383035991673002,2.706117183282169,4.8240531493770185,1.5246565456564956,Iris-versicolor
+89,6.727317037299515,2.7565470084105965,5.121035115470672,1.782067678562891,Iris-virginica
+90,5.3015845437749025,2.941800465101417,4.346890098936339,1.7983730524684975,Iris-virginica
+91,6.1450254438565945,3.1581629733571526,4.685446989051887,1.9108069513162451,Iris-virginica
+92,5.942411038947718,3.2439087559300623,4.4885488114084,1.56714508377913,Iris-versicolor
+93,4.735649452257158,3.0904619901788686,1.4397637049018064,0.2885346896033606,Iris-setosa
+94,5.538194065874118,2.357297182151255,4.106379111144623,0.9881917264864832,Iris-versicolor
+95,4.696858951634267,3.1064976508374977,1.6754942594907598,0.2590347867494577,Iris-setosa
+96,6.495271455387678,2.960737816087053,4.558175283685548,1.6160864725976534,Iris-versicolor
+97,4.6713178779536895,3.3739723682672746,1.5440003278819734,0.1773379418484079,Iris-setosa
+98,5.4480232360356515,2.9949498369287246,1.2352473465127405,1.476295392824409,Iris-setosa
+99,6.3342104757196385,2.825895190263502,5.4665331017072845,1.867822588814588,Iris-virginica
+100,5.123932515825826,2.5703274865352728,3.4543765949788616,1.060842146820741,Iris-versicolor
+101,5.103639201585473,3.0874860440610865,1.7004782446326572,0.29653887692986547,Iris-setosa
+102,7.18276776359095,2.875319723221889,6.064234376658124,2.093060632812407,Iris-virginica
+103,4.975272861471419,3.1648528614991545,1.4794981836882712,0.1485589059747954,Iris-setosa
+104,5.950593214651823,3.1136215279618957,1.6765358356283546,0.21450548895164392,Iris-setosa
+105,5.7583812759739255,3.032625143948831,4.554269479076473,1.7145240235749994,Iris-virginica
+106,4.817249144796989,3.261468054844006,1.535679971512255,0.2578095438752415,Iris-setosa
+107,5.168734291824843,3.3522771931384994,1.6164177007291098,0.5149156658642835,Iris-setosa
+108,5.719567634189,3.1507801626659777,4.327019852771134,1.1454734800454656,Iris-versicolor
+109,6.744124883683034,2.824397408555364,5.452422427165567,1.8294021344017455,Iris-virginica
+110,6.7538868774515395,3.146610479874773,4.817745022978507,1.4170965843005754,Iris-versicolor
+111,5.566933700704421,2.8450531077835075,4.925171108868263,1.8344257659903445,Iris-virginica
+112,6.191260515255206,3.265946183513455,5.664650204055063,2.1658247952916305,Iris-virginica
+113,5.986449977174405,3.0533110154094807,4.654947645321277,1.3470416625344201,Iris-versicolor
+114,6.118155570987743,2.7778540290399203,4.766838349959186,1.738215777773689,Iris-virginica
+115,6.407497338539039,2.567149852894548,4.879392544350549,1.7024936091663456,Iris-versicolor
+116,6.13743387926842,2.8828444613333466,5.245564114949102,1.870984313963036,Iris-virginica
+117,6.347761246341122,3.5435896560228946,1.6083740720214597,0.46951280614823376,Iris-setosa
+118,4.970252092438008,3.434369647616924,1.184772135898025,0.04156840905879461,Iris-setosa
+119,5.516359987796766,2.9264341874061888,4.495866776025613,1.2915711141956474,Iris-versicolor
diff --git a/iris/tvae/2/11/test.csv b/iris/tvae/2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/11/train.csv b/iris/tvae/2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/11/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/11/val.csv b/iris/tvae/2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/12/synth.csv b/iris/tvae/2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2f0ecb16d8f1cedcdc200797b07ceba61bfcc489
--- /dev/null
+++ b/iris/tvae/2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.817633666238665,3.2636825805670684,4.89878215075163,1.6223565480816242,Iris-setosa
+1,6.124761527412025,3.165976413168851,4.8981434541371565,2.180356726287431,Iris-virginica
+2,5.662849331462292,2.972389769849548,4.181655646745462,1.465292454783243,Iris-versicolor
+3,4.526318924645253,3.149067745466449,1.4977321235799357,0.034759775383526675,Iris-setosa
+4,6.550073307502302,2.824910743677953,5.303591371618225,1.8114063196251968,Iris-virginica
+5,7.174612842691157,3.6329767110147664,6.149442661408401,2.474570880489397,Iris-virginica
+6,6.632158213896082,2.9065481582724026,5.619823460781184,2.0173151751793856,Iris-virginica
+7,6.177750191354031,2.5681727893252373,4.248111923716437,1.224874085505031,Iris-versicolor
+8,5.900708177437264,2.8017125530007747,4.726356191882337,1.6495927928735952,Iris-virginica
+9,5.380183082537707,3.5388203461478778,1.2771289457471942,0.15926241524083665,Iris-setosa
+10,5.999060346733245,2.811500358684085,5.443442765061317,2.2732130080986774,Iris-virginica
+11,6.764107521117737,2.9721329563001615,5.33458366128614,2.1164089983422447,Iris-virginica
+12,5.737056531193878,2.9407888575749004,4.0491616060033975,1.180403515965584,Iris-versicolor
+13,5.218628215581443,3.3405862936783652,1.3139098099375952,1.3786765928534206,Iris-setosa
+14,6.169821170379079,2.9195707445561743,4.718815312186381,1.6978411646949734,Iris-virginica
+15,5.920347941917417,2.5376245481315847,3.4448399984312803,0.9047997917652307,Iris-versicolor
+16,4.719090082211521,3.544172446316685,1.3039140071829667,0.05872541687338917,Iris-setosa
+17,4.645457720910717,2.9709441106283254,1.3682872890050264,0.13551072017817684,Iris-setosa
+18,6.252887137373424,2.926559397718055,5.391024177448189,1.880944170284924,Iris-virginica
+19,5.887622960350934,2.9968122659756378,3.945531995622513,1.196220912195788,Iris-versicolor
+20,5.3073392095200544,3.5726478109112154,1.678577361659671,0.4092115649845899,Iris-setosa
+21,4.883664229330724,3.421531879469207,1.4065200388173078,0.16264768630764215,Iris-setosa
+22,6.454016618280839,2.3160752243553095,4.88758475791693,1.737644250887804,Iris-virginica
+23,6.545924540389608,3.035606128666569,5.216283897683825,1.608912503902493,Iris-virginica
+24,4.733262520834622,3.227594447688394,1.4108892393979608,0.1849134835547126,Iris-setosa
+25,5.990340404199803,3.0237660180257566,5.409900618235738,1.8385058927527334,Iris-virginica
+26,6.213285166825352,3.265549420241806,5.409532251719623,2.060517033154829,Iris-virginica
+27,4.976478732198852,3.347079574568143,1.5119803733217856,0.25507644583957634,Iris-setosa
+28,5.509856030268348,2.813946856530904,4.025815489949823,1.4667728130694018,Iris-versicolor
+29,5.702811605678548,2.790719436427841,4.736376218432296,1.7019684433512097,Iris-virginica
+30,5.94065731123257,2.6737822346168274,5.338322572986353,1.926566164948393,Iris-virginica
+31,6.149338694353683,2.9867119813461045,4.657933682536989,1.3419803116282665,Iris-versicolor
+32,4.791530739940947,3.0608486557127907,1.0826102336303538,0.05211448142417771,Iris-setosa
+33,5.448357615498588,2.795797116465775,5.064716244616719,1.6193257309421196,Iris-versicolor
+34,6.358521231468066,2.814879702123887,5.183967952136402,1.38672512404492,Iris-versicolor
+35,5.1840045169529745,3.273512716729297,1.6728084709728992,0.3509124151674636,Iris-setosa
+36,6.384335815002108,3.0729949567880204,4.860694399528025,1.5732182347506631,Iris-versicolor
+37,5.250799745749328,3.048042964461741,4.4429559992341785,1.4651622126405208,Iris-versicolor
+38,7.129213260810095,3.016483438451714,6.101218724336347,2.158677853735724,Iris-virginica
+39,4.906354817099407,3.3624446629382274,1.5966002826843295,0.38645352249007525,Iris-setosa
+40,7.21169544013271,2.98924619955872,6.169608121930531,2.086033356612555,Iris-virginica
+41,5.745986027799269,2.527024922007716,4.921295791008096,1.5742882080087444,Iris-versicolor
+42,6.30544976919381,3.0946301542013526,4.811976165920989,1.9344752887904109,Iris-virginica
+43,6.421105921737974,2.608672184162958,5.322577472819009,1.7248099689087926,Iris-virginica
+44,5.148041193693543,2.9775957205052768,4.717336675306036,1.8885287686956498,Iris-virginica
+45,6.101840763228842,3.208024595682036,4.9213084359972115,1.8425670752562542,Iris-virginica
+46,4.879460464844399,3.159072326957291,1.3405125072491548,0.4095359576301274,Iris-setosa
+47,6.5999271185250326,2.6986058271676403,4.26289580827086,1.4381372318312349,Iris-versicolor
+48,4.943012208250846,2.4784837274646403,3.587774835707232,1.2402757508391038,Iris-versicolor
+49,5.897401418976683,3.753481455435857,1.2972593592182382,0.21141919122754316,Iris-setosa
+50,4.6871073372790475,2.5492032529883395,1.2049987333668302,0.33065465495946367,Iris-setosa
+51,6.255809410020731,3.3284498175866277,5.2431192333088195,2.212793581528646,Iris-virginica
+52,5.761433646659652,2.855901053811962,5.23947080638331,2.0598397715360686,Iris-virginica
+53,5.821673965606532,3.1509632698592642,4.518565604238665,1.300090073482975,Iris-versicolor
+54,6.904121082332623,3.0367394195409556,5.748577586355175,1.9081006229164326,Iris-virginica
+55,5.1224192746328985,2.5331141980006726,3.4747296709844133,1.2658226148221732,Iris-versicolor
+56,5.816656766283025,2.6707134832133885,3.7476739926791813,1.1006531799800543,Iris-versicolor
+57,4.848504295530122,3.3796367174977777,1.5984605231513949,0.2999487485996315,Iris-setosa
+58,5.014581109014913,3.3874403781051368,1.505845129400128,0.10140210324534893,Iris-setosa
+59,5.883129138210085,3.7418673255773984,1.2471996733315684,0.16295098949970901,Iris-setosa
+60,6.350787023181729,2.7913976120276067,5.213112803388604,1.80431875027162,Iris-virginica
+61,4.747225160094572,3.3030303594981096,1.4083897055134451,0.1561706677346609,Iris-setosa
+62,6.178930432969242,3.141968477026928,4.933340401967965,2.166315582654145,Iris-virginica
+63,7.12885718191313,3.092484060235278,6.006316867367634,2.004847246179292,Iris-virginica
+64,6.606943475426033,2.716775192226568,5.483441923200567,1.7581419610598308,Iris-virginica
+65,5.826355013087543,2.74004095186281,4.304283639364725,0.954904764102539,Iris-versicolor
+66,6.167521167085417,3.1085275112789734,4.930693264249644,1.4244826215171755,Iris-versicolor
+67,5.246450142884419,2.8990839500018537,3.7057352121378067,1.1259049727738986,Iris-versicolor
+68,5.282175223370563,2.821570483720151,4.619826160746367,1.26664767462237,Iris-versicolor
+69,5.62375323822331,2.9598059744861898,4.460451023160872,1.4233532070157318,Iris-versicolor
+70,6.210026343010442,2.9284972715788817,5.418816577985145,2.271815746407609,Iris-virginica
+71,7.005890398185491,2.572093120136689,5.600705733288845,1.857476800624383,Iris-virginica
+72,6.957706581318229,2.7439744729408515,4.5488147048326955,1.1728604408580017,Iris-versicolor
+73,6.303083168263485,2.8746665286945055,4.942679638051703,1.805349220568587,Iris-versicolor
+74,6.411326389056858,2.7639152116492705,4.292951880355277,1.371084415092454,Iris-versicolor
+75,6.517858229555824,2.904421614514223,5.0103404756442975,2.0457485947148917,Iris-virginica
+76,6.821423754655761,3.1411176346289444,6.061362603621098,2.405025257341561,Iris-virginica
+77,6.476495762560792,3.171694055555567,5.443359632504671,2.087632762775373,Iris-virginica
+78,5.954245004137048,2.802024321621603,4.969421113746292,1.7968857517463002,Iris-versicolor
+79,5.673960760788761,2.5825902520871904,4.128389794212183,1.1481330565872985,Iris-versicolor
+80,5.505125355506314,2.700545780239426,3.789962274735922,1.1165702995360953,Iris-versicolor
+81,5.6895221363313935,2.73984684038619,4.267913105094969,1.1230773371474045,Iris-versicolor
+82,7.0030100228477625,3.6359257377451923,6.220871252102821,2.5517321494908694,Iris-virginica
+83,6.350677961435178,2.948163211518483,5.582263156439159,2.1987659256929266,Iris-virginica
+84,5.474330578084163,3.2893290314021866,1.7458886407056697,0.1314375149411369,Iris-setosa
+85,5.012792439045527,3.3901051492760477,1.6268183806023282,0.45519775411336416,Iris-setosa
+86,4.598812903555595,3.1868648815905036,1.5129906794079737,0.21725835068382865,Iris-setosa
+87,6.235084273763191,3.173168738391952,5.004113207633577,1.8790413988828811,Iris-virginica
+88,5.749759014756459,3.159501439545705,4.712092554710232,1.8009704032067073,Iris-virginica
+89,5.831888494468105,2.6392593783949505,4.716921231251647,1.4272463667003896,Iris-versicolor
+90,5.062313966640821,3.9123347827401562,0.890160162641557,0.11310225913873814,Iris-setosa
+91,4.9867808970007665,3.694741604931476,1.3995596937161794,0.29284559854130043,Iris-setosa
+92,6.022521043844041,3.0356926091922434,4.975487496035922,1.5472920985553462,Iris-versicolor
+93,5.492777021245633,2.6595456490817777,4.0017993267204375,1.383919832379641,Iris-versicolor
+94,6.835586436405362,2.5653148447147176,4.692055754073192,1.1297422543294937,Iris-versicolor
+95,5.817332231654566,2.5764476764935806,4.696237239015867,1.5761877666308624,Iris-versicolor
+96,5.919628060878985,2.789455185990217,4.988007752860891,1.6329156711907151,Iris-virginica
+97,5.95430716440849,2.891212432939951,4.693007274433179,1.3319968302482048,Iris-versicolor
+98,5.126673130623602,3.3861736829771423,1.6150555969579958,0.24340759577409954,Iris-setosa
+99,5.1009355928036735,3.4031319492399663,1.5936554787843202,0.4641013799027792,Iris-setosa
+100,4.366014898556658,3.0501798763238956,1.3869679534454105,0.048782596328881406,Iris-setosa
+101,6.230133864025421,2.595184586490303,5.1112819733940755,1.4435423042036242,Iris-virginica
+102,6.142792354594998,2.880528257470024,4.390906119640184,1.1364515820891152,Iris-versicolor
+103,5.070511877482794,2.9989537819421086,1.331017276170179,1.0245403782414058,Iris-setosa
+104,6.397771737820945,3.309523785751028,5.319268543043557,1.964903192717488,Iris-virginica
+105,6.276414909282405,3.428787711443012,5.759320750535553,2.217736009039021,Iris-virginica
+106,5.354992972116215,2.850680295982788,1.4249745456098535,1.7481658718144457,Iris-setosa
+107,6.24310249570409,2.9300065135130042,5.399186514936005,1.8444925468063873,Iris-virginica
+108,5.078908120567807,2.81549751819558,1.5349621663439805,0.06624396283442743,Iris-setosa
+109,6.440969496001745,3.1169317601935735,5.587836439158586,2.1494540016916748,Iris-virginica
+110,5.871979569761668,2.830895206724846,4.348294612967011,1.248497606394873,Iris-versicolor
+111,5.923345649383299,2.806162755285916,3.8584488801035115,1.1256718595174124,Iris-versicolor
+112,6.850052994571488,2.7981422790678545,5.6126011861948815,1.7376362662587739,Iris-virginica
+113,6.386262883565085,3.0286157809248184,5.064792591907414,1.8365465493263784,Iris-virginica
+114,4.809202841931867,3.264960721109709,1.5070430828145402,0.19687726800297312,Iris-setosa
+115,6.112333772313355,3.505694673906972,4.990140935249841,2.070069471889752,Iris-virginica
+116,5.633976029617941,2.981516276134048,4.894250290745736,1.4061892800953837,Iris-versicolor
+117,5.063528944005787,3.5986455048214983,1.6890312163267274,0.44953151192398433,Iris-setosa
+118,6.058595877129213,2.910884229779327,4.60687211389761,1.3758238437610129,Iris-versicolor
+119,5.469485447226851,3.6496021621627084,1.0934142200062558,0.2314538556033014,Iris-setosa
diff --git a/iris/tvae/2/12/test.csv b/iris/tvae/2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/12/train.csv b/iris/tvae/2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/12/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/12/val.csv b/iris/tvae/2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/13/synth.csv b/iris/tvae/2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..71938a13fafe87bb123932ab26d7db7d15c29687
--- /dev/null
+++ b/iris/tvae/2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.404953269821105,3.150583471045305,4.580699333220615,1.1167866465630518,Iris-versicolor
+1,6.307985772290092,3.116943014882315,4.442927356239071,1.5067595144613943,Iris-versicolor
+2,6.127237918917099,2.8870054333584627,4.907374990748635,1.858874001153316,Iris-virginica
+3,5.593367528482105,2.8394568317062587,1.4330526130239982,0.28531162145652755,Iris-setosa
+4,6.808039962273723,2.9491493431900695,5.444776100245615,2.040827414587833,Iris-virginica
+5,6.7524930513380585,3.3075727095499943,5.202436796427952,2.3452648245448517,Iris-virginica
+6,6.461751510225795,3.0638054201355973,5.015173276407559,1.7710437825117282,Iris-versicolor
+7,5.219322699625256,3.2393819449563512,1.5375203981500163,0.3013175335122871,Iris-setosa
+8,6.5553607103002545,3.320920021210238,5.117589944953312,2.2061098011203772,Iris-virginica
+9,5.116952215152086,2.9390567848751648,1.336944115677192,0.1703739861252661,Iris-setosa
+10,6.553016106281613,2.7647884223340626,5.165539519838899,1.6396055183349503,Iris-virginica
+11,4.913954065374343,2.9334659062046806,5.123178524084023,1.899707205969178,Iris-virginica
+12,7.277963244980537,3.252393491446789,5.756336160594306,2.3110671190326126,Iris-virginica
+13,6.582061547852687,3.0249207494372334,5.385057359350352,1.8802139000880613,Iris-virginica
+14,6.916976454935926,3.0434653935056977,4.801992640519091,1.459732343593821,Iris-versicolor
+15,5.907444927291737,2.7026366199325005,4.602313679355908,1.478485752992814,Iris-versicolor
+16,6.240952661292187,2.669301238002692,4.051407451327981,0.873828771997534,Iris-versicolor
+17,5.385812308579714,2.6020018004856196,4.3458429602356725,1.2986072575537144,Iris-versicolor
+18,5.221849893288213,3.911495774502496,1.7056452411729828,0.49245851048561134,Iris-setosa
+19,5.217377646260922,2.6496517233062264,3.806818501780717,1.0157692100227196,Iris-versicolor
+20,5.3657455707198265,3.0807341755345923,4.198357941980011,1.0746528139785527,Iris-versicolor
+21,5.958014067370566,2.950933032649916,4.550455629517414,1.2647424639668619,Iris-versicolor
+22,5.581223615613958,2.8439900111161873,1.3759973635145215,1.2849694445503774,Iris-setosa
+23,6.136482297823307,3.058664504514679,4.814021098929846,2.0252057974655067,Iris-virginica
+24,6.800912429633238,2.5188634592691495,5.41067832564771,2.131834752246593,Iris-virginica
+25,6.4895599339293835,2.968334894007751,5.389483563457894,2.276104608621292,Iris-virginica
+26,6.3016240701619,2.997087046444233,4.893315302673933,1.4045762948483858,Iris-virginica
+27,5.021099520813202,3.0146751403969607,1.4356570501519919,0.17377131879898286,Iris-setosa
+28,5.098013497284342,3.4358918966619285,1.5122502419647563,0.3687225257016309,Iris-setosa
+29,5.884498799055335,3.0199269799471096,5.026321503191877,1.4422476123232468,Iris-virginica
+30,5.631367089760579,3.066220595746056,1.5482085508959402,0.2336169966519515,Iris-setosa
+31,5.1033914366153645,2.4781687209120062,2.8813995123656597,1.1821873258456506,Iris-versicolor
+32,5.783751385109071,3.020258452081775,5.119215449550314,1.9956791089184929,Iris-virginica
+33,4.952498058427664,2.407811967092639,3.3601088485594115,1.0137379265527446,Iris-versicolor
+34,6.161857920817356,2.84196639877647,4.465267614799686,1.996566595837291,Iris-virginica
+35,5.841622105773935,4.105483256252167,1.587400122588212,0.22157012517495778,Iris-setosa
+36,6.374160501457109,3.14776949193492,5.4621391742714644,2.2192082141291896,Iris-virginica
+37,5.907446865623778,2.891389044203627,5.23925290260629,2.1622024795430295,Iris-virginica
+38,5.045230678446241,3.1590642894689234,1.651119031087804,0.3374372091100811,Iris-setosa
+39,6.045112834929504,2.6707453178732123,4.402180466338005,1.153859152913065,Iris-versicolor
+40,6.198236311276943,3.230294973643266,4.918297404313592,2.006469260480911,Iris-virginica
+41,6.406480522531215,2.810815937319348,4.6762128986306015,1.4692924385913844,Iris-versicolor
+42,5.21301433431136,3.089549763073097,1.490702202537225,0.3064752988697154,Iris-setosa
+43,5.124591210981237,3.265824789568889,1.3738821287147895,0.2039877718531178,Iris-setosa
+44,6.099357819650126,3.045270475724654,3.9378794810498134,1.2777025802156496,Iris-versicolor
+45,6.067513164307677,3.2732485143598575,5.051158529669792,2.2608218811435075,Iris-virginica
+46,4.408870625086508,2.9335588174420675,1.5939792276118518,0.0004674310316502561,Iris-setosa
+47,6.283825614448819,2.7449960186689366,4.9712788457092305,1.572934580917449,Iris-versicolor
+48,5.428006315772722,3.9178216917250173,1.5279553430296093,0.283765290247244,Iris-setosa
+49,5.398647280409344,2.7358244410289494,3.7245593274521696,1.3700664361130717,Iris-versicolor
+50,5.395284624756664,3.0259501321453937,1.3987283765596057,0.15688569544079156,Iris-setosa
+51,6.64873587589108,3.0371958096109504,5.379778715756539,1.4280751446202617,Iris-virginica
+52,5.9395101275858195,2.618058080518502,4.882147295492685,1.6458146851903157,Iris-versicolor
+53,5.0706844222900385,3.134987291776499,4.935547056968415,1.8707229438901443,Iris-virginica
+54,6.189789604608526,2.9420763676066723,3.99454657968463,1.1406465705781752,Iris-versicolor
+55,5.751082504071243,3.187678240735831,1.7454159237612576,0.56608870722001,Iris-setosa
+56,5.09047595991392,3.1751381206257783,1.3252508955522244,-0.01522057687396916,Iris-setosa
+57,5.810258372738119,2.77127010511517,4.058666829336054,1.5809754324425023,Iris-versicolor
+58,6.148178285197166,2.7613265760797976,5.134181278378238,1.7501151027246244,Iris-versicolor
+59,4.81349350094168,3.407530870588237,1.6386269764226138,0.32938611187122885,Iris-setosa
+60,6.2009269093960535,3.083542931270842,5.237526423804284,2.090381963367225,Iris-virginica
+61,5.83145314734178,2.9285547720193397,5.299617840108129,2.0782929188798884,Iris-virginica
+62,5.249383039199173,2.794959783904861,4.905243755035522,1.7670701604291634,Iris-virginica
+63,6.375692430896858,2.788348030474375,5.528373339000053,1.9541078294371603,Iris-virginica
+64,5.317973838054031,3.399426593634266,1.45053371766682,0.21863554898194745,Iris-setosa
+65,5.44389498781146,2.9930441120755353,1.5282476387416792,0.21896622775458507,Iris-setosa
+66,5.92303613377589,3.046335600808851,4.411603887111015,1.4811084682626179,Iris-versicolor
+67,6.132425480498006,2.6697382982606244,4.544285025276793,1.4697720661133518,Iris-versicolor
+68,5.729214632477983,2.98022702209134,5.1457334689717795,1.774889712348549,Iris-virginica
+69,6.839764972514559,3.0468564668158824,5.647559192233397,2.1996175923711156,Iris-virginica
+70,5.786647095306574,2.849549916569011,3.9294718763060725,1.1329603164346886,Iris-versicolor
+71,5.916409386375852,2.9561103908290955,4.846092601797929,1.6350879464388552,Iris-virginica
+72,6.084022407522625,3.1643391081689027,5.155651169148794,1.486064389683024,Iris-virginica
+73,6.2762862912061905,2.9040742030676654,5.5789684134135635,1.740960874907165,Iris-virginica
+74,5.763884552385495,2.610220940060815,4.821281648098206,1.3569231658982177,Iris-versicolor
+75,5.298279196662681,3.575864880550311,1.184176170393187,0.22944836999189316,Iris-setosa
+76,4.4743015283376675,2.9581900721002743,1.4012803129849218,0.07584529328102607,Iris-setosa
+77,6.647309062217826,3.1643152311659586,5.323704912124877,1.7863023074879425,Iris-virginica
+78,6.432486728441835,3.094375366311437,5.261896223910183,2.1982364231729408,Iris-virginica
+79,6.112976105290428,2.8664661675819394,4.768850737139963,1.5670377550223598,Iris-virginica
+80,6.884750907591772,3.1856058324616123,5.009860332115033,1.3142861231902965,Iris-versicolor
+81,4.875004079338476,3.4236559668100957,1.6237943168964721,0.3037693632687602,Iris-setosa
+82,6.003287148571782,3.0585531002238153,5.211153495113708,1.9757750654747712,Iris-virginica
+83,7.437341213297945,3.031488193550626,6.279902505909664,1.8150239663777685,Iris-virginica
+84,6.469068719986668,2.777839232460537,5.132097548738736,1.6077450156092472,Iris-virginica
+85,5.93748470939618,3.8269344150197635,5.250622237734891,0.47718423198339355,Iris-virginica
+86,4.67383259093692,3.6342727576989615,1.618144156460826,0.32233452480134295,Iris-setosa
+87,6.233066830992046,3.954726255266125,1.1518115240075288,0.19655337504500964,Iris-setosa
+88,5.109047444837462,3.2721698444341794,1.3998322589445704,0.21905274991810858,Iris-setosa
+89,6.9417434785642875,3.3254545214349043,5.668554718886547,1.9417013607575497,Iris-virginica
+90,5.3806589262531,2.7891320891372122,5.2232605679046,1.800554038790608,Iris-virginica
+91,5.34931471417839,2.466481148501672,3.8243727083509382,1.2624442717144384,Iris-versicolor
+92,6.282995196101232,3.3023307194909903,5.699155735897283,2.434480201324154,Iris-virginica
+93,6.34724512628423,2.874129687492384,4.911118897744599,1.5072981424702676,Iris-virginica
+94,6.757046486801446,2.7726976433087858,5.512128269769285,1.7231085578609204,Iris-virginica
+95,7.420321247729083,3.088727552581015,6.196124698548435,2.2701353045105237,Iris-virginica
+96,5.2938203366558545,3.2855466735329433,1.5859048143565089,0.3527666911281248,Iris-setosa
+97,5.570833686000295,3.155095105450718,5.166129123850914,1.8310335907337476,Iris-virginica
+98,5.7489547489160175,2.5535861309949786,4.698954979516184,1.0632588721975966,Iris-versicolor
+99,5.477358875343337,3.122398021807151,1.3465766769898966,1.5299274226268,Iris-setosa
+100,6.128759455552462,2.573537122433508,5.0317328888447355,1.441190883465588,Iris-versicolor
+101,5.8143986489131105,2.7235803013957423,4.380183263575828,1.4119758463072476,Iris-versicolor
+102,5.210861103207318,3.1612520679232556,1.4700358055787988,1.6245413552832413,Iris-setosa
+103,6.562582012968761,2.678673207573337,4.943108460126999,1.608836701979143,Iris-versicolor
+104,6.212338899973649,2.7138047345427863,4.905148071118197,1.8591972774842653,Iris-virginica
+105,6.486384846499176,2.8525620670372356,5.086571412456946,1.380587295132469,Iris-versicolor
+106,6.282038952650788,3.1395187282532424,4.390317860329733,1.3347757609366677,Iris-versicolor
+107,6.078673418088022,2.621863783003007,4.830385324620926,1.4969666050118162,Iris-versicolor
+108,5.7188700187891675,2.8443851376946006,3.9110391963439186,1.4207174934128786,Iris-versicolor
+109,6.302531238626845,3.081928648957611,5.275115217464528,1.8439632660772802,Iris-virginica
+110,6.4951217857793875,3.029306365455835,5.049266291766657,1.8561884030929758,Iris-virginica
+111,5.268872854815149,3.0458598616788253,4.609770669789297,1.6752188397105008,Iris-setosa
+112,5.412810272781361,3.7731591762338934,1.3729049769119797,0.3402233383658637,Iris-setosa
+113,6.370795076220624,2.644945359890438,5.088959976753823,1.6829216240933353,Iris-virginica
+114,6.500809091637917,2.5008503678392344,3.9755955052661487,1.179909453994616,Iris-versicolor
+115,6.718519529141195,2.8968697653428146,5.987625914780563,2.423418219642211,Iris-virginica
+116,5.454587145028305,3.1553809914042272,4.875550716213733,1.5447073627919765,Iris-versicolor
+117,6.253301487613304,3.175565098186807,5.27581286548687,1.9458139204324831,Iris-virginica
+118,5.255741079495341,2.734617907821355,1.4170300751642624,1.2677793898438572,Iris-setosa
+119,5.024472889538442,3.2764783621443287,1.383423186383977,0.4320162032174807,Iris-setosa
diff --git a/iris/tvae/2/13/test.csv b/iris/tvae/2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/13/train.csv b/iris/tvae/2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/13/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/13/val.csv b/iris/tvae/2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/14/synth.csv b/iris/tvae/2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..76b93b03589c83d5892f2caf2e37e123ba4a4725
--- /dev/null
+++ b/iris/tvae/2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4766463325898815,3.3244443924105984,1.406248448728728,0.2959687578500513,Iris-setosa
+1,5.345950023887371,3.883898836056261,1.360164915754558,0.23679241260538222,Iris-setosa
+2,5.323331857893275,3.2236417297812987,1.4091817631535886,0.15491161954573665,Iris-setosa
+3,7.10795335774267,3.145739418245576,5.729612687166373,2.2415390519351073,Iris-virginica
+4,5.795945848476955,2.608440991386521,5.299035428240309,1.6745431100423034,Iris-virginica
+5,4.775747447321245,2.8968324793803646,1.455705805237145,0.08156694261733069,Iris-setosa
+6,6.432726121993088,2.9984726196572904,4.865686508535726,1.185963313906115,Iris-versicolor
+7,5.233189547728236,3.0904589386217336,1.4630650379247139,0.2163592829771555,Iris-setosa
+8,4.9083263991696855,3.263175535745421,1.2765627307243255,0.19218164604183696,Iris-setosa
+9,5.189660218430079,4.052133605533676,1.4443837930748638,0.2864142804867678,Iris-setosa
+10,4.801110079876306,2.9532297123986737,1.299776009185165,0.23524969265687456,Iris-setosa
+11,7.193923324220516,3.0735078938361604,6.306772163971607,2.146107526521533,Iris-virginica
+12,5.661409656328766,2.781868119508882,4.408568272869714,1.218193163073346,Iris-versicolor
+13,5.929046026099665,2.8680582951011018,4.418932718489523,1.1324299426629925,Iris-versicolor
+14,5.696191684337793,2.5760102990633142,4.92488066036928,1.7331081394270675,Iris-virginica
+15,5.514704208598904,3.034825442088974,1.2042590909201205,1.347685538756975,Iris-setosa
+16,5.1249014856770785,3.5562983211120347,1.491592381481336,0.4521120304682212,Iris-virginica
+17,5.5778448445826125,3.0074288779425964,4.4638386326847765,1.1096063972498558,Iris-versicolor
+18,5.471804406851826,2.9549182819592787,4.553644990735113,1.5964839571620495,Iris-versicolor
+19,5.96060781412285,3.123065982535399,4.257021462387404,1.364697232407044,Iris-versicolor
+20,6.693373477354082,3.1676886539652287,5.991481439943079,2.0843677016920257,Iris-virginica
+21,7.102845616560293,3.312565659790442,5.292195354151935,1.4351875695141676,Iris-virginica
+22,6.739564645886981,2.8864575080673367,5.586138733865268,1.9234031278524442,Iris-virginica
+23,6.485592180875653,2.6477597024091803,4.370724032074749,0.9906069606918146,Iris-versicolor
+24,6.003661601331659,2.6266756873185817,4.185455555623718,1.3849491215700072,Iris-versicolor
+25,5.785001273854506,2.7208370791616487,4.105465538622069,1.2442892567843429,Iris-versicolor
+26,6.220387692390124,2.527722591227391,4.003622065294535,1.5656741036725401,Iris-versicolor
+27,4.781231371681453,3.1244179330342514,1.4673791842993547,1.4996374509659813,Iris-setosa
+28,5.7019720084635575,2.7698526209704863,4.826466169749692,1.7424499094290677,Iris-virginica
+29,5.92499897826964,2.7068301909777612,3.4824440125517464,1.0487873760232418,Iris-versicolor
+30,7.130161404410246,3.0918082269942864,6.768257047187525,2.1321627517647928,Iris-virginica
+31,5.477852475305446,3.639578862589568,1.5478083097760322,0.4161748640297157,Iris-setosa
+32,5.998456400930741,2.961630138099635,4.827705993998557,1.7510891186891313,Iris-virginica
+33,6.187932736163828,2.6153444721432386,5.134823506138426,1.5346975926642525,Iris-virginica
+34,6.222504978755511,3.3192658759500677,5.273424910973582,1.893887781086839,Iris-virginica
+35,5.555945968374079,2.8755659699424303,4.2185733214214265,1.6112675940395305,Iris-versicolor
+36,7.176084242626241,3.1404220333095743,5.984718636396367,1.8326294128147245,Iris-virginica
+37,6.7119202573534,3.0714950321643886,6.219650122642414,2.0040903430261645,Iris-virginica
+38,5.3808465372043,2.499495719518905,5.236461341164965,1.6606719689828588,Iris-virginica
+39,4.925962998954092,3.1517052434452766,1.5458783334450756,0.33819890012192694,Iris-setosa
+40,6.555796821808438,2.775962024399226,5.339343904652083,1.833614354284114,Iris-virginica
+41,6.272540283732544,2.9943284755310406,4.884023868625949,2.135696155881262,Iris-virginica
+42,6.851153336081554,3.041775819753744,4.970363597796055,2.042230912707579,Iris-virginica
+43,6.6547857919293945,3.5394936279859275,1.5044227754056252,0.42057046915584273,Iris-setosa
+44,6.944736037271019,2.7642058640841696,5.159974246612178,1.728573065066369,Iris-virginica
+45,5.973277891041109,2.8102006180607884,4.549207556100563,1.6242614860140048,Iris-versicolor
+46,5.329358828291502,3.6146058398187697,1.0796664389706212,0.2220846720381888,Iris-setosa
+47,5.886022549247248,3.1391421279503935,1.5869116719941254,0.33915479516273417,Iris-setosa
+48,5.383519668714087,3.534615658013412,1.9012615497458847,0.3852259568704879,Iris-setosa
+49,5.785161313842464,2.8112912584253342,4.211653040335458,1.553745683343549,Iris-versicolor
+50,5.29862785650849,2.5986510517792563,3.95540747493734,1.258141148736488,Iris-versicolor
+51,6.374830823391731,3.345696931459819,6.170137904066949,2.328350521976142,Iris-virginica
+52,5.323032089118096,2.968752618641392,4.6061928223039885,1.374977091212029,Iris-versicolor
+53,5.866030028003624,3.1086702231948244,4.302096251363643,1.4640520590373471,Iris-versicolor
+54,5.492977770033777,2.637981105515269,4.334457602399878,1.2885180393871658,Iris-versicolor
+55,5.827175637204078,3.3633469332137835,4.845432226799007,1.9630455444360657,Iris-virginica
+56,6.2359085146525635,2.7486726628046085,4.287227095552819,1.5400774081450135,Iris-versicolor
+57,5.577737333267976,3.262525360429558,4.577870503542646,1.2641638684751269,Iris-versicolor
+58,5.700192628775316,3.0197645406199465,5.416802569546949,0.3911466693471193,Iris-virginica
+59,6.787564337696271,2.797223413062889,4.988758339429977,1.7372576362962324,Iris-virginica
+60,5.758771630804458,2.987755479519074,4.971064968651307,1.7183547479813963,Iris-virginica
+61,6.194475747919111,3.08946559889171,5.399325291040606,2.3673199960096425,Iris-virginica
+62,5.9113415159580835,2.8274336210367106,4.5228391525624225,1.5039485538882738,Iris-versicolor
+63,5.471399102150128,2.8017491637789944,5.099269907713446,1.461961517983394,Iris-versicolor
+64,6.606419454715758,3.2710739203782526,4.956302738083798,1.5130304070451435,Iris-versicolor
+65,5.784066361889597,2.647547450817949,1.6675268452747298,0.14854275856821267,Iris-setosa
+66,4.785242966758997,3.0277409005843654,1.5029748800828646,0.37562194892008827,Iris-setosa
+67,4.853987552126654,3.433726665191073,1.5053047241154378,0.22965730123450834,Iris-setosa
+68,7.221578083950202,3.1944909875669123,5.641324879917016,2.335203233184209,Iris-virginica
+69,6.235823170959815,3.2454433924703685,4.965701143823158,1.6922935453789163,Iris-versicolor
+70,5.133156953491232,2.837599756864922,1.6871035824469947,0.3981085020515961,Iris-setosa
+71,6.438007543325844,2.6565052118431525,4.884500459989064,1.6900780647721119,Iris-versicolor
+72,6.169162545476727,2.7000542091671393,4.517733473793484,1.131026026254188,Iris-versicolor
+73,4.5671535083237025,2.9779625091826043,1.3200056244205323,0.10459951995399933,Iris-setosa
+74,4.548969516495227,3.0561623628386356,1.5052077807561157,0.14778598883895144,Iris-setosa
+75,5.751142238491076,2.684104404100734,3.7998945933907464,0.9279598403907156,Iris-versicolor
+76,5.920617796996912,2.4174611904356134,4.165393311017244,1.137379155309274,Iris-versicolor
+77,5.8272927128258365,2.9321600006113737,4.906908731257749,1.3185409045953653,Iris-versicolor
+78,4.9573179668081675,3.0795988189319967,1.4621372160804538,0.13239756336911734,Iris-setosa
+79,4.5000270627819745,3.0550090314723595,1.2726561273099728,0.1706973831499925,Iris-setosa
+80,6.454380769829704,3.315203275065959,5.637246313944054,1.8998745684445904,Iris-virginica
+81,5.921468157430633,2.8649671122614486,4.425864384040642,1.5164508950180986,Iris-versicolor
+82,5.326476098403845,3.3046798161208586,1.2699804983044376,1.4437945878649379,Iris-setosa
+83,6.241696996123766,2.962188929870034,5.363884360652494,2.1233862561477608,Iris-virginica
+84,5.736315091085522,3.0166370458955956,4.9824159657031535,1.7694877825200337,Iris-versicolor
+85,5.2968290800179085,2.839427596310761,4.9842215759435815,1.6767790668244216,Iris-versicolor
+86,5.186072666532261,3.2013241733594464,1.4893434021435477,0.28652768497647124,Iris-setosa
+87,6.56215569941847,2.8730292483440194,4.381442905623573,1.2696248149310352,Iris-versicolor
+88,5.431183698461531,3.160668211656267,4.609406602269644,1.4288587475660224,Iris-versicolor
+89,4.800727170702158,3.4247245655379253,1.5191297911406243,0.21703556129532967,Iris-setosa
+90,7.122264850572431,3.3776115996085436,5.5960914607306105,2.1042798796693343,Iris-virginica
+91,5.340732324112633,2.944142617962846,4.3228794657635365,1.3395839338300566,Iris-versicolor
+92,7.630334264861023,4.180182415581503,6.338708568386467,1.719164596088553,Iris-virginica
+93,6.745658019525425,3.069590019881729,5.307036925327221,1.9342817823813858,Iris-virginica
+94,5.457382805906993,2.431147278696784,1.2601818831084561,0.1869231948645474,Iris-setosa
+95,4.989242210911219,3.313294992600489,1.6063100972943374,0.3579025024090414,Iris-setosa
+96,7.110810868935141,3.062504381127347,5.250977584837691,1.7395660281620478,Iris-virginica
+97,6.538533058073576,2.5392866835048116,5.019100093967833,1.6311024429937777,Iris-virginica
+98,6.6175994163711875,2.6545193522074295,5.45436583937795,2.3551697707495802,Iris-virginica
+99,5.092941753612118,2.8201449940579084,1.4696809692563673,0.21622247460379246,Iris-setosa
+100,6.510152713689369,2.8841959025160473,5.55737979567214,1.9935233267418657,Iris-virginica
+101,5.723498745350503,2.555578867983962,4.670411740773292,1.7197325022183403,Iris-virginica
+102,5.842118760645515,3.0241107492495463,4.37038434963674,1.5082067823814251,Iris-versicolor
+103,4.706268314458764,3.108850967266532,1.414691898211721,0.28864620924343654,Iris-setosa
+104,6.905472592776199,3.002955526045152,5.982291737996896,2.390084618434968,Iris-virginica
+105,6.569727629937721,2.87511414438318,4.668844196645989,1.046074480170929,Iris-versicolor
+106,6.137613452459822,3.2022535051397214,4.9379691058736075,1.7038387733971674,Iris-virginica
+107,6.118696644360375,2.7932053244032207,4.9966402545888515,1.464998667338233,Iris-versicolor
+108,6.424475804089953,2.6277275481204434,5.205656607881463,1.6508979470960499,Iris-virginica
+109,5.082639017860334,3.2610754478502764,1.3907000850120113,0.2820063136734462,Iris-setosa
+110,4.724880065936305,3.3913798578443837,1.6106343927441311,0.29558428765902045,Iris-setosa
+111,5.299074995524242,2.9396674753126066,4.642925870251093,1.2258568777361478,Iris-versicolor
+112,4.118583447082068,2.894715041993856,1.0135327840024408,0.025578256438258118,Iris-setosa
+113,5.923514175278083,2.759321605238218,5.521292295643842,1.8653412491886578,Iris-virginica
+114,5.237890303516935,2.9085375849586392,3.3739156823439216,0.8990490425627097,Iris-versicolor
+115,6.703718600769508,2.780214167411481,5.5300860552700986,1.7287013410024077,Iris-virginica
+116,5.394598597908355,3.089941689200984,5.166585668486917,1.9342725612177802,Iris-virginica
+117,6.434362559030072,3.3227799106127387,5.534052755846504,2.139242804404115,Iris-virginica
+118,5.39175969038513,3.74985172039022,1.3505107790476596,0.36897718488306946,Iris-setosa
+119,5.951017609172738,2.8937629208105573,4.569796398113067,1.8255654328550623,Iris-virginica
diff --git a/iris/tvae/2/14/test.csv b/iris/tvae/2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/14/train.csv b/iris/tvae/2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/14/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/14/val.csv b/iris/tvae/2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/15/synth.csv b/iris/tvae/2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5d6a33dc6ac47384e3a2b4204a7b27d95c5c0e91
--- /dev/null
+++ b/iris/tvae/2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.368563431874324,2.920216066894076,4.823696859275897,1.0298115358079225,Iris-versicolor
+1,6.05293769814671,2.933691340187843,4.859022153272444,1.7323100516147767,Iris-virginica
+2,6.457164545223178,3.0931514121140444,5.313129847714804,2.2863667813775486,Iris-virginica
+3,5.137128935935201,2.9178421525156772,1.3221665963342206,1.1654995957446084,Iris-setosa
+4,6.872829162682313,2.909326115306319,5.347925609455676,1.4629820703200098,Iris-virginica
+5,5.496265189067673,2.897053655909109,4.68812489272091,1.3989177488414244,Iris-versicolor
+6,5.27289666140709,2.913891604848606,3.9989590378460256,1.067771634937171,Iris-versicolor
+7,5.96593676396429,2.787673325743372,4.689868659759229,1.173725932207931,Iris-versicolor
+8,6.677665998761615,2.8700868742523977,5.476734310594429,1.7748019380855447,Iris-virginica
+9,6.535321147590446,3.067899887155166,4.62353521885268,1.6057620931563927,Iris-versicolor
+10,4.67742293632205,3.396718560207554,1.2398970948754866,0.3065413345486911,Iris-setosa
+11,6.4912320578271,2.6462855198274973,5.236605201576638,2.1069504305459534,Iris-virginica
+12,5.172996381977759,3.099928301480899,1.288957671318535,0.20278038545433635,Iris-setosa
+13,6.029896952011721,2.7405429802406687,4.525997533762131,1.3406575533018483,Iris-versicolor
+14,4.707872773402407,3.1135777354001775,1.5812609320245339,0.16430076654853631,Iris-setosa
+15,6.243572769261983,3.2303367657318725,5.02245621222755,2.013764510845053,Iris-virginica
+16,6.073619364779939,2.972729294608431,4.655201451212838,1.7481185582757215,Iris-versicolor
+17,5.246346004751634,3.0030013904711796,1.4780104498942923,0.3995013255745111,Iris-setosa
+18,6.105884165940013,2.8031488063494745,4.945405516129679,1.2789310092618251,Iris-versicolor
+19,6.720037806734376,2.921826159468141,5.006939734474419,1.292727971745709,Iris-versicolor
+20,6.4463845734879754,2.700828833137769,4.754255583312114,1.7947744828353263,Iris-virginica
+21,6.201839474495731,2.9960821653835668,5.070366737272538,2.120028707498223,Iris-virginica
+22,5.257872264861439,3.355465722364638,1.4770381796252594,0.2635293007802513,Iris-setosa
+23,6.271492575188036,2.8749204176149017,4.89791538165008,1.8960060898647808,Iris-versicolor
+24,4.84254812578739,3.236471171596793,1.75653838522866,0.052922834880453073,Iris-setosa
+25,5.475091519289957,2.9441606283411454,1.5848455732217404,0.34433900917047117,Iris-setosa
+26,5.190239823965113,2.8311323327003106,1.345986929966504,1.1753251949487575,Iris-setosa
+27,7.071755669355377,3.1102914614326087,5.969417758518034,2.142880062101071,Iris-virginica
+28,5.529506336972474,3.156187224832114,1.7074597952847583,0.41096675533018645,Iris-setosa
+29,5.84892177496474,3.0923544183186027,5.20179944304686,1.5992599125170477,Iris-virginica
+30,5.993161467238729,3.1038820002578946,4.694227277118686,2.0810668004247455,Iris-virginica
+31,5.442328493711747,2.6014288552916933,4.630353838242308,0.9492252542845766,Iris-versicolor
+32,6.471356647006808,3.0732979766416166,4.671096844393689,1.286675202249743,Iris-versicolor
+33,5.330772954284145,2.9102669055019335,4.44986769671908,1.4055036350172878,Iris-versicolor
+34,4.727573605627812,3.304951431466278,1.6672032460850823,0.13932710931796854,Iris-setosa
+35,6.045953718102646,3.1824052420428317,4.693354012804911,1.7923036119701032,Iris-virginica
+36,4.885982188498865,3.320048927872713,1.3797217018442642,0.15635555810883223,Iris-setosa
+37,5.925701017278013,2.898285236354843,4.652409567854443,1.6956506030327985,Iris-virginica
+38,5.579316315661289,3.1124832083128258,4.504416549117788,1.31875407185808,Iris-versicolor
+39,6.279064679273294,2.785016864643448,4.126977632354767,1.159371580917158,Iris-versicolor
+40,5.179461159818793,3.31198890988754,1.4276593176219365,0.2721643192713034,Iris-setosa
+41,5.9387434883315215,3.7052385722141112,1.7967091317739148,0.4810512809958707,Iris-setosa
+42,7.267244445754914,2.8818826040494767,5.892977831208222,2.4992267261004253,Iris-virginica
+43,5.793404980325951,2.1228715248896837,4.623934168645811,1.0802292349792975,Iris-versicolor
+44,5.233057910742261,2.661734824072712,4.279062021353835,1.4333025761012776,Iris-versicolor
+45,6.311546978051467,2.3951347704032733,4.034894090492239,1.2498383474447712,Iris-versicolor
+46,4.434767348340337,2.8935660764383635,1.2922578915955603,0.1718746553669303,Iris-setosa
+47,6.236621971285171,3.0907525044040067,4.658717930366709,1.213068110463027,Iris-versicolor
+48,6.5881477616972,4.250814672742561,1.2488286682000453,0.24305189641126904,Iris-setosa
+49,5.229043639445137,2.749669084155774,2.5884026670735576,1.2544485111210366,Iris-versicolor
+50,5.46847244336165,3.816979237949875,1.5416884573782133,0.25884175937042314,Iris-setosa
+51,6.281378266351199,3.010729810127239,4.770373314398337,1.360524769296703,Iris-versicolor
+52,6.11441161833754,2.911499105560717,4.987382862788258,1.7513762911378916,Iris-versicolor
+53,6.317836930238817,3.1148787001595757,5.4281765456112225,2.195193406609021,Iris-virginica
+54,5.422493982201767,2.914930164020415,4.730983377256593,1.3267149485332126,Iris-versicolor
+55,5.320375841526809,3.430331264490026,1.644354202010126,0.2665518273616497,Iris-setosa
+56,7.1950152534849074,2.6629857737348157,6.051063503341898,1.540579106108494,Iris-virginica
+57,5.132726422195804,3.30107510676399,1.3178174694779474,1.3083472058279995,Iris-setosa
+58,5.805918617727287,2.726552305021815,4.994415726700786,1.6699751489672867,Iris-virginica
+59,6.742719512205605,2.5198550327894376,4.333587104345914,1.0093673187343484,Iris-versicolor
+60,6.4548805927908095,2.5576253093388917,4.894812070008565,1.481185552855494,Iris-versicolor
+61,6.0710853477060835,2.916238937371232,5.224442587111312,1.5289124314719147,Iris-virginica
+62,5.9107368619366945,3.097067526803953,4.4698146827192105,1.2515056830100395,Iris-versicolor
+63,6.307573864291094,3.2175990179397744,5.543750283826853,2.149151413159328,Iris-virginica
+64,6.284052471223469,2.852310736807796,4.6729894008925825,1.7695285670514593,Iris-versicolor
+65,5.149502899482377,3.090910826398778,5.171481624049585,1.9264724917841458,Iris-virginica
+66,6.47154159552826,3.7829746792722285,5.328382184205902,2.3454205566817103,Iris-virginica
+67,5.022348817056511,3.12207648347135,1.1561542995062428,0.23913399095067828,Iris-setosa
+68,6.699524792487445,3.0627013300868566,5.390398020968965,1.5934701181506206,Iris-virginica
+69,7.055937437417036,3.0631045744587224,5.562803950916233,2.0277877548404204,Iris-virginica
+70,6.339212473082929,4.28395582745162,1.3250068066419565,0.32609629775229476,Iris-setosa
+71,4.779154148872727,3.2551373843560207,1.4974124661656767,0.3444467950978702,Iris-setosa
+72,6.268421632847297,2.810683547980029,4.932359104063876,1.248938511584111,Iris-versicolor
+73,6.227203676930483,3.002515100342444,4.752566815005232,1.7449100923017824,Iris-versicolor
+74,6.415555899469084,2.8330751343014677,4.952714378086372,1.8385183129487015,Iris-virginica
+75,4.629159726212054,2.957453257530136,4.242360991281285,1.7984028802848193,Iris-versicolor
+76,5.074509128514984,3.6943254847616873,1.5073745610412832,0.3176593703270938,Iris-setosa
+77,4.795882696186348,3.1765208998744683,1.380254977620963,0.1727214678771838,Iris-setosa
+78,6.2220873368325655,2.8279908784315113,4.699103265767418,1.746563061057741,Iris-virginica
+79,4.985908501548939,3.350054600389492,1.3076019149908622,0.08346351912012626,Iris-setosa
+80,4.624150849082005,3.2104868231663533,1.4222225375910966,0.1399151190767858,Iris-setosa
+81,6.156447550259899,2.755615865317218,5.111906628634522,1.8405063928971774,Iris-virginica
+82,4.791675637915559,2.556807560681516,3.57101113985315,1.033635726470867,Iris-versicolor
+83,6.179620224848392,2.6913934821548464,5.15596383850491,1.6236888098385494,Iris-virginica
+84,6.882184380794389,3.084007645641664,5.564207733501181,1.8290357160527242,Iris-virginica
+85,5.54102408517233,3.762962991336786,1.4514308647740368,0.25110277035017686,Iris-setosa
+86,5.581286745429086,2.9940318027964694,1.2298450878904605,0.22980857801588245,Iris-setosa
+87,6.5909141620394305,3.1097118462642293,5.621813500705032,1.9487981977121072,Iris-virginica
+88,7.019369891278766,3.224974326084142,5.8498063038628825,2.016970042320515,Iris-virginica
+89,6.048329477791784,2.9272949519843685,5.008921701287296,2.0289284418815106,Iris-virginica
+90,5.867751455009444,2.762497856608459,4.7226143743919415,1.707755092538059,Iris-versicolor
+91,4.753025848905352,3.3641691377761505,1.3188561276511999,0.1148818226393975,Iris-setosa
+92,6.921456864599987,2.9855470889369142,5.700927973711214,1.8057569994878255,Iris-virginica
+93,5.65769384719156,3.9590305269104027,1.1320818512601765,0.2630014780155296,Iris-setosa
+94,4.673480048183537,3.162153898947034,1.2905951461194967,0.22835320530956071,Iris-setosa
+95,6.6357851098723595,3.078063585016554,4.978083323681725,2.085545061423995,Iris-virginica
+96,5.190708424145071,3.1358312754790814,4.373634721267044,1.2090190831359486,Iris-versicolor
+97,5.297497639357248,2.8584302691548165,4.210379473389912,1.3404505255971364,Iris-versicolor
+98,5.344909213008485,2.8408490382046696,4.051392806578124,1.141826300940053,Iris-versicolor
+99,5.951974824059942,2.8247955005443135,5.278805582975216,1.8233445357160312,Iris-virginica
+100,5.054721160086814,2.9956305382035513,1.3727189139237643,0.32177572927281894,Iris-setosa
+101,4.983070041914867,3.1213216530018477,1.4110153556874137,0.16158132761046606,Iris-setosa
+102,7.369343224236958,4.142111129084147,5.9527891189918165,2.1088331819136674,Iris-virginica
+103,5.965000390473625,2.6421090827977993,4.10809952028989,1.4457083120656935,Iris-versicolor
+104,5.250719554494295,3.865952972568391,1.3188205356627332,0.17764804892063146,Iris-setosa
+105,6.085601671184019,2.5431115056785716,3.7209200387927592,0.9700168105619275,Iris-versicolor
+106,4.704753926157656,3.4807258780564263,1.211166169890656,0.050310097150413846,Iris-setosa
+107,6.778805010733439,3.3564606332427784,5.7438145654671455,2.3861231571661983,Iris-virginica
+108,7.059902342819281,2.8457287930812125,5.044140780409701,1.4873652817481142,Iris-virginica
+109,6.097138388982344,2.8160749101414653,4.505380916760806,1.2716073612715288,Iris-versicolor
+110,5.889496139336329,3.8242766607190304,1.547854569653047,0.25407517287841697,Iris-setosa
+111,6.492631973153741,2.8264657269713247,5.04306003451667,1.716635950105995,Iris-virginica
+112,6.637262538593266,2.937622663460521,5.180516482770435,2.276467252465049,Iris-virginica
+113,5.775263789785333,3.140734730893755,4.883086612480599,1.8612305108320923,Iris-setosa
+114,5.901133178671114,2.4824477246762195,4.631004399134819,1.1238709769875939,Iris-versicolor
+115,4.437266877523586,2.8254008002061535,1.023930493204138,0.17786154226519774,Iris-setosa
+116,5.634198136268314,2.8826394029287052,5.099475458539097,1.4184024434515012,Iris-versicolor
+117,5.858960327674112,3.09316013342441,4.5144240859871685,1.1752930837564413,Iris-versicolor
+118,6.296807085546945,3.0552852213204775,5.181208411993639,1.9699328176256936,Iris-virginica
+119,4.9702306828298815,3.5850080281309222,1.3069493778610803,0.12498289903610071,Iris-setosa
diff --git a/iris/tvae/2/15/test.csv b/iris/tvae/2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/15/train.csv b/iris/tvae/2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/15/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/15/val.csv b/iris/tvae/2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/16/synth.csv b/iris/tvae/2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9fbcffc48b5016c080502b84815b4236db2f2311
--- /dev/null
+++ b/iris/tvae/2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.356627035702956,3.01096663466373,5.138357715338866,2.1451756266186446,Iris-virginica
+1,5.922402920809676,2.9537084159232014,4.761903203070363,1.346953873914163,Iris-versicolor
+2,5.8720925978987255,3.3138113065542507,1.587272218936324,0.39130640081250767,Iris-setosa
+3,5.976797062535372,3.1083842137507998,4.845948147833131,1.65956696236899,Iris-virginica
+4,5.370239479642948,3.022856065547777,4.409126326939925,1.5039307511760565,Iris-versicolor
+5,5.8085631799577,2.2598122307814217,4.140035562307447,1.0750722077592414,Iris-versicolor
+6,4.953017235196723,3.9898134692702687,1.4697638966562683,0.19405450760356968,Iris-setosa
+7,4.871072608687982,3.419624644483349,1.414271372452691,0.25402770969433836,Iris-setosa
+8,5.023097949136067,2.9664482277702433,1.4152156560950329,0.22094210206528653,Iris-setosa
+9,7.037493246090164,3.040971760110342,4.604822542346012,1.5461493914409017,Iris-versicolor
+10,5.848728277613576,3.354271303659853,4.8647293796058415,1.8359858022466538,Iris-virginica
+11,5.9552823238584685,2.916785460378857,4.073054545018807,1.1795743891941577,Iris-versicolor
+12,5.624503214204417,2.9612890766449533,5.1113644455920815,1.7240365102123882,Iris-versicolor
+13,5.670067002884056,3.1012143621954187,4.933511942447764,1.3974810822792638,Iris-versicolor
+14,5.473641162839184,2.6757946151200676,4.805005028229418,1.6673097906772436,Iris-versicolor
+15,6.462207910464541,2.8735171247821087,4.088840922604416,1.2483119961143545,Iris-versicolor
+16,5.4874241205951355,3.9697895041155,1.5206197790422487,0.3236754400991363,Iris-setosa
+17,6.7331898693634304,2.4675542461356197,5.739902014766423,1.821582794820236,Iris-virginica
+18,5.068012947363693,3.2532026144131363,4.367823777478977,0.9580410851378878,Iris-versicolor
+19,6.967752504899799,2.8721071038616572,5.183939822082426,2.012411253354737,Iris-virginica
+20,6.278621576112609,3.4768897429239223,5.092106951162962,2.022297774511964,Iris-virginica
+21,6.1750344367597245,2.6831921136748207,4.653610872893174,1.4968405658542634,Iris-versicolor
+22,6.590309556799197,2.864690014487847,5.041491963325489,2.325313621005643,Iris-virginica
+23,6.16058443173924,2.8075274465843645,4.375797204647116,1.3150912232225558,Iris-versicolor
+24,6.28489389113685,2.8629622482881083,4.447183322455162,1.648974764904859,Iris-versicolor
+25,5.89145302260407,2.796615524967959,4.475137360636726,1.3084101710580995,Iris-versicolor
+26,6.024070386305779,3.233003055102239,5.251594814904916,1.9022095242375359,Iris-virginica
+27,6.29017864713181,2.8310311291545367,5.229379688659567,1.9693049041545148,Iris-virginica
+28,5.683528763747737,2.563389420871608,3.5150372828809244,1.1530580470999328,Iris-versicolor
+29,6.646169873287203,3.241208362891092,5.572163265719056,2.075535359143977,Iris-virginica
+30,4.661641965412838,2.885792695147125,1.6397346311866579,0.3708104649592082,Iris-setosa
+31,5.463679064731077,3.03089788200542,4.348676368983333,1.398808150515193,Iris-versicolor
+32,6.798570857433335,3.086142181874211,5.009541345801293,1.2904581084018187,Iris-versicolor
+33,5.96196703982881,3.080524400151027,4.893912786159213,1.867858941364022,Iris-setosa
+34,5.342194068870936,3.0750518579712334,1.2127412985743413,0.17207556574214816,Iris-setosa
+35,5.774634474726113,3.2138948245837065,4.792153526337611,1.4247265342753708,Iris-versicolor
+36,5.10088066467311,3.666604387289678,1.5717812560237803,0.2290344770594797,Iris-setosa
+37,5.901970770194117,3.1408561586544166,4.951332709721892,1.844721646234696,Iris-virginica
+38,5.08042860928164,4.312634352168426,1.335050116763111,0.26646565795082133,Iris-setosa
+39,4.6652677559485864,3.0963522244687423,1.4231028210816425,0.1869951556891133,Iris-setosa
+40,5.988459169862653,2.5927077983496107,4.807237350592797,1.3208110797465014,Iris-versicolor
+41,5.849754763838248,2.9664351227318964,3.9025142095731864,1.0975871613226558,Iris-versicolor
+42,5.875089748678805,2.993402104465019,4.135585949173489,1.2919614106264203,Iris-versicolor
+43,5.81745076817783,2.796324982461162,3.7864968506097125,0.8979400329608719,Iris-versicolor
+44,6.545728523763852,2.97233440286542,4.6394258796948655,1.4103324297560682,Iris-versicolor
+45,6.616351413071813,2.970197848927562,4.974873833207472,1.6051605695279025,Iris-virginica
+46,6.2237246912029285,2.762735121494075,4.412432430830662,1.3236422032607476,Iris-versicolor
+47,6.03718092280222,2.7064918159723885,4.395701176613944,1.370673294951019,Iris-versicolor
+48,6.746641683873531,2.9664459519346784,4.841500467181912,1.4515349692692237,Iris-versicolor
+49,5.659725681372836,3.1537396306289116,4.449481274155333,1.664264936321474,Iris-versicolor
+50,6.163559620358233,2.9240897494091946,4.82840854170047,1.4585965886311851,Iris-versicolor
+51,7.127195612666069,3.0338201729262666,5.6655810463498675,2.287748419646964,Iris-virginica
+52,5.889157426013913,2.709883274549947,3.876209636765206,1.2235136531873345,Iris-versicolor
+53,5.233614234341746,2.8835180217655885,1.522029895056099,0.06356346349263806,Iris-setosa
+54,5.0879547435127535,3.459397614402458,1.514232383475702,0.1971772769763338,Iris-setosa
+55,6.579009490188357,3.1963192577830153,5.173992487915538,1.950035541847901,Iris-virginica
+56,4.866467815493002,2.5291807895088487,3.649086013455358,1.0807550689425998,Iris-versicolor
+57,7.17148933551118,3.3117888043978336,5.864964096269983,2.178933904079661,Iris-virginica
+58,5.351809667524428,2.8062056772477564,3.602601040260207,1.234465272730061,Iris-versicolor
+59,6.3930884804707615,2.7955588302052408,4.357384265164124,1.3643998279493013,Iris-versicolor
+60,6.329080348737577,3.213511663929816,5.2714036810041796,1.6246548931441622,Iris-virginica
+61,5.954985153981265,3.3361548106542096,5.039805052240737,2.068402131703083,Iris-virginica
+62,6.7921852056424985,3.3465699984541737,5.600159959645067,2.2703799377240403,Iris-virginica
+63,5.01187581138362,2.900400122545796,1.3896294075500886,0.17401563636704487,Iris-setosa
+64,6.565061562861457,2.8949919718051866,4.766042862523507,1.4284376496286828,Iris-versicolor
+65,6.684472506787967,3.072612585268731,5.013037976681613,1.756284709671607,Iris-virginica
+66,5.997268913342398,2.9866088249725036,5.2174063795000905,1.5062604765063312,Iris-virginica
+67,4.991097275733983,3.6555311269366477,1.309958865175114,0.17807342277832655,Iris-setosa
+68,4.9674805703829845,3.0166968992150966,1.3143652758740152,0.21131687179454747,Iris-setosa
+69,6.201489063703462,2.666833426579393,3.692948395594577,1.0342488625639048,Iris-versicolor
+70,5.433023735781043,3.882073390113204,1.6452473180269211,0.20284454242089964,Iris-setosa
+71,5.020980194560435,2.1320490663944236,3.90240448146412,1.264606771144499,Iris-versicolor
+72,5.584713109201054,3.636510627519571,0.9501728267484065,0.06312318284020182,Iris-setosa
+73,5.763370611448414,2.6182312702433466,4.856481107512662,1.7860687847987455,Iris-virginica
+74,6.9270095441469115,2.987905052261201,5.491521673076826,1.9274271944654333,Iris-virginica
+75,5.949851553385844,2.89562302510062,5.098547950640964,1.7443232249532112,Iris-virginica
+76,5.270054478183971,2.9381805562665466,3.9906396732641385,1.2119197825550418,Iris-versicolor
+77,6.28207428160778,3.0103503225370885,4.719588311980678,1.4022448609391167,Iris-versicolor
+78,6.3413814031545455,3.177833615446372,5.015524297322783,1.6340437077674808,Iris-versicolor
+79,5.927067857103088,2.837303888880069,4.6939642759459295,1.2166916078951464,Iris-versicolor
+80,6.417332457362041,3.2424580469124273,5.158003626037842,2.1774839559987065,Iris-virginica
+81,6.216287246508583,3.4082556343994246,4.840503627274027,2.1484620186627676,Iris-virginica
+82,5.75264305454106,3.008562876856813,4.7503717115849,1.7703580511845831,Iris-virginica
+83,5.1072857723527205,3.3614590508962285,1.5460882849661726,0.3151347211476905,Iris-setosa
+84,6.278217077011473,3.1963643915077724,4.990116926049495,2.027212954870477,Iris-virginica
+85,5.7063481143159365,2.8103063498655607,4.115968922147416,1.0713202565777777,Iris-versicolor
+86,6.7431370395624,3.2570791043268494,5.703139401692024,2.1036949407712116,Iris-virginica
+87,5.86856278540505,3.0510259837333877,4.671769212252548,1.9190015765958914,Iris-virginica
+88,6.514391034656493,2.91020782341962,5.468363866324819,1.8759979604261559,Iris-virginica
+89,4.870247383447232,2.94036961555544,1.3569295627580995,0.26099034166405816,Iris-setosa
+90,6.013160805539909,3.1361780343406847,4.6379803087023,1.7220315093509664,Iris-versicolor
+91,5.150128437243446,3.4744838805350216,1.1378634659759737,0.24117115487363497,Iris-setosa
+92,7.069197515979772,3.8551533067788726,5.7017710434876125,0.5198027563593319,Iris-virginica
+93,6.313354800004795,3.1483627419496805,4.73195851892847,1.5851592886649661,Iris-versicolor
+94,4.7323532040271665,2.8568105936685884,1.2208887356533593,0.13234594123607557,Iris-setosa
+95,5.38400464356371,3.0098547526326302,4.3847717387308345,1.5427232227095067,Iris-versicolor
+96,4.728927446661529,3.1590892589559108,1.3848560562821461,0.13979544318397735,Iris-setosa
+97,7.107469066579052,3.0508300059931024,5.971375578183826,2.400277289842452,Iris-virginica
+98,6.012542618966957,2.814531066707778,4.146978942022584,1.1162843290980993,Iris-versicolor
+99,4.8558439875406485,3.175207783063197,1.7520394126625787,0.25005894064361306,Iris-setosa
+100,4.69268208471218,3.36607967091997,1.5353656559091389,0.17453951341886748,Iris-setosa
+101,6.84795004767254,2.797867863842193,5.56089353358216,1.9996213242859884,Iris-virginica
+102,5.599999837534598,3.0907204362690774,4.074368637146415,0.8299041296453794,Iris-versicolor
+103,6.868522302462851,3.158179611651014,5.540909469931318,1.987304739140412,Iris-virginica
+104,5.622023834322878,2.517149855024192,3.7641212231981345,1.1243534221673284,Iris-versicolor
+105,5.61517259288299,2.9321343391118186,4.818165405791774,1.3139164857333325,Iris-versicolor
+106,6.647671206437399,2.853061548576646,5.373926955381952,2.306401328209044,Iris-virginica
+107,5.348447032642887,3.7979180021335734,1.2851232089291873,0.1343904165627449,Iris-setosa
+108,6.078655640488878,2.719980324407334,4.193597005293407,1.675359707886368,Iris-versicolor
+109,6.489093243096076,3.3649875441714916,5.2447843494360615,2.4530435793896848,Iris-virginica
+110,6.633294009206464,2.8705709952754566,5.543204531953224,2.579365135622206,Iris-virginica
+111,6.237993856816776,2.9780670658677004,4.795091576000643,1.4617434591169092,Iris-versicolor
+112,5.203735659131331,3.014814020527795,1.2631933792672718,0.15366797241409408,Iris-setosa
+113,5.120284456013639,2.719092421598515,4.308604772564866,0.97814788635705,Iris-versicolor
+114,6.791024159536312,2.9809657902768176,5.805468421133542,1.7734090920052206,Iris-virginica
+115,6.870269752553495,2.9575124726841056,4.960092449716412,1.6986150573133194,Iris-virginica
+116,6.0184011595664435,2.729972058696511,4.210985375356043,1.241728934219373,Iris-versicolor
+117,4.590096455048497,2.937819827922027,1.4229730194747137,0.1759104035535729,Iris-setosa
+118,6.179839689611793,3.0605100045610514,5.4554798044845665,2.166323849419543,Iris-virginica
+119,5.596267712956282,2.8187519500967944,4.178582406742739,1.3012448019159657,Iris-versicolor
diff --git a/iris/tvae/2/16/test.csv b/iris/tvae/2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/16/train.csv b/iris/tvae/2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/16/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/16/val.csv b/iris/tvae/2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/17/synth.csv b/iris/tvae/2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..31d85686098695adc6dca558d97099dd0225d95d
--- /dev/null
+++ b/iris/tvae/2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.471541804741737,2.3222094086544622,5.808373492170576,1.7962174249310237,Iris-virginica
+1,4.840899440542391,3.3700773338971812,1.4001913132822017,0.21113255960747515,Iris-setosa
+2,5.160151540475995,2.938472956582796,3.9479537261729205,1.2576582467764599,Iris-versicolor
+3,5.5375857492124645,2.8802727731774365,3.7037455903174132,0.9563081175696537,Iris-versicolor
+4,5.186973949913966,3.943528315638259,1.700325120426197,0.42112553173423695,Iris-setosa
+5,6.896299318676264,2.7560470931122687,5.008344304966078,1.5908940139337253,Iris-virginica
+6,6.848904499187203,3.3341485124535324,5.7281602283743664,1.5510329188653618,Iris-virginica
+7,4.508236749712325,3.059795175208777,1.3481155059916838,0.11925447366982961,Iris-setosa
+8,5.923675810789064,2.89213932629651,4.65961126962843,1.6854971102932,Iris-virginica
+9,5.134197165784554,3.6315943953242185,1.4023791135965464,0.33754843576892446,Iris-setosa
+10,5.338728887913133,3.233226152242394,1.6210459403723783,0.24724347461131957,Iris-setosa
+11,6.847486665439908,2.7340697478897926,5.258561969618795,1.743595902583252,Iris-virginica
+12,5.458654225958434,2.652782922768342,5.531640938473008,1.7164668389749673,Iris-virginica
+13,5.473706176692308,2.7867595470148228,1.3576776675016062,1.5009466496676946,Iris-setosa
+14,5.333416146789137,3.7392042161586896,1.4150949882483381,0.3593968081338136,Iris-setosa
+15,5.185854645300163,2.5625981331822936,3.3657018604868485,0.9971551625161114,Iris-versicolor
+16,5.609896573683623,4.005696620143732,1.4463105276609114,0.17341803932744188,Iris-setosa
+17,6.540590618834892,2.93377644068644,5.023268346495234,2.2867457610394735,Iris-virginica
+18,6.122971053976257,2.9012702194751645,4.5278243612275135,1.33182976183732,Iris-versicolor
+19,6.7513667884072985,2.581688419534055,5.2628542315218745,1.6738651055985663,Iris-virginica
+20,5.553151801764069,2.766120731273002,3.731373952490782,1.182506741509778,Iris-versicolor
+21,6.388513771500959,3.7610121065665503,1.630688593571548,0.43388643173608166,Iris-setosa
+22,5.257357377776818,2.9674309621518855,1.2714578429956622,0.21904205123815124,Iris-setosa
+23,5.456243800662446,3.187203659783229,5.281509294545908,1.6051935102647166,Iris-versicolor
+24,6.444020644385721,2.6445241726591657,5.220684393868881,1.7458094878171575,Iris-virginica
+25,6.274577212994721,3.0858377021681194,5.172099371383719,2.415447130718625,Iris-virginica
+26,4.569211731685718,3.1191874669454904,1.4291528231945132,0.2592681308677938,Iris-setosa
+27,5.5934830562327384,3.2278788653173134,1.6530238400831396,0.345814467341542,Iris-setosa
+28,5.160521857236101,3.5593348850372273,1.6742864397362702,0.3806155473973172,Iris-setosa
+29,6.103775944707809,2.7787617221941505,4.658404711535394,1.799921163180598,Iris-virginica
+30,5.2971083768200895,3.1391345526616323,1.5645549533824297,0.23129097773475518,Iris-setosa
+31,6.246597669849208,3.1424939347701755,5.481730537225468,2.334563625495652,Iris-virginica
+32,6.208122672159112,3.0820774554258246,4.926869891454953,1.6411413235034484,Iris-versicolor
+33,5.608251308957387,3.2141366657767865,4.8740616958023155,1.4017096843454842,Iris-versicolor
+34,6.675628597862853,2.7290229240479764,5.784099929360461,1.9071749431327918,Iris-virginica
+35,5.56668499628903,3.7010167828455316,0.8717756101116779,0.1468450567621588,Iris-setosa
+36,6.0181121872971985,3.2917712309029405,4.803383587736796,1.838397142856609,Iris-virginica
+37,6.133098860851311,3.27988512033161,5.330179046687056,2.23327824865208,Iris-virginica
+38,6.3928535897916365,3.1878144347496122,5.392780210991438,2.2282994048870215,Iris-virginica
+39,5.346628079407751,2.9238234182779936,3.84125872051058,1.0393130485595972,Iris-versicolor
+40,6.4039740461272086,3.035246290413395,5.07524935045103,2.24187927780282,Iris-virginica
+41,7.165064723886912,3.360785142213916,5.218273333667977,2.4547077635516357,Iris-virginica
+42,5.863875197294792,2.670239946048963,4.940212592364764,1.4796699802578162,Iris-virginica
+43,6.024796979017714,2.6278818272997952,4.694498892574278,1.4930341550577455,Iris-versicolor
+44,6.818983694669355,2.6015652555011073,5.676835829435879,1.8234751452385107,Iris-virginica
+45,5.843283945577298,3.0248589184206627,3.9977503571218564,1.2226541539835578,Iris-versicolor
+46,5.814257618773713,2.682886924681572,4.9848841912513615,1.6279355695742128,Iris-virginica
+47,6.020994642670682,2.8451930883470595,4.23427483889061,1.3477267623116744,Iris-versicolor
+48,6.407752136347818,3.6121350325462385,5.434801387957908,2.353891899335501,Iris-virginica
+49,5.705282137388215,2.8982440326819225,4.196288922739218,1.516027555731096,Iris-versicolor
+50,7.478587513938212,3.040034785189938,5.819657209712275,2.126430598489012,Iris-virginica
+51,6.345098444517203,2.945298863932211,5.524390982883163,1.850549864773476,Iris-virginica
+52,5.973352117904965,2.955164308047041,4.2882724189762405,1.3634822829253923,Iris-versicolor
+53,6.4830000300737245,3.446464314918346,5.470351010498495,2.5344845823332784,Iris-virginica
+54,7.341065657227359,3.0886143407991358,6.092633357415157,2.378431972548954,Iris-virginica
+55,6.633670715201514,2.8741979938950495,5.275048262537814,1.6681054891113951,Iris-versicolor
+56,6.64221657494076,2.9507250985909046,5.748376034480708,1.8590408127955966,Iris-virginica
+57,5.733143109597281,2.9548992024284573,1.3587212073003787,0.2744669781876693,Iris-setosa
+58,6.145935182376495,2.801306705995757,4.386506536859117,1.5016267635737262,Iris-virginica
+59,6.024102761985042,2.6678435582716498,4.57272903159441,1.2526666167091915,Iris-versicolor
+60,5.800096672914898,2.670403245213521,5.1493396529473685,1.8062305048841067,Iris-versicolor
+61,4.870828033046332,2.1882969080637587,3.5443473025745584,1.044670964500375,Iris-versicolor
+62,5.498457031748944,3.2453892619384868,1.4525654936178003,1.7113470503459138,Iris-setosa
+63,5.366868630862244,2.876277504703044,4.915076667916786,1.6338164387971261,Iris-virginica
+64,5.174786022086516,3.7679445345135822,1.56777778930824,0.37621462577606557,Iris-setosa
+65,4.771283831123811,2.7066074703035925,1.5209174943329313,0.18448643156054093,Iris-setosa
+66,5.231074351301825,3.533545528195961,1.3257485324441336,0.1563512213888904,Iris-setosa
+67,5.748916279208671,3.2711986548121255,1.508052141041026,0.3768574967980498,Iris-setosa
+68,6.570842679468147,2.7676143126783175,4.865027874955828,1.9438728902491804,Iris-virginica
+69,6.118792346648009,2.764796679508924,4.726038910066733,1.3003706782554376,Iris-versicolor
+70,5.6159297442221705,2.9784624434658618,3.8685488277931777,1.2668953070804398,Iris-versicolor
+71,4.754024479341653,3.0778308736326534,1.4699469125341729,0.13492301199440906,Iris-setosa
+72,6.773550715669783,3.268065573988971,5.308983695266219,2.1166932204606907,Iris-virginica
+73,5.1320748259587665,2.959981892539513,4.926229399827031,1.7626468483259752,Iris-virginica
+74,6.09428281630875,2.8055873040856683,4.611737337147479,1.4283104151175643,Iris-versicolor
+75,5.2087853720501816,3.4641347241146154,1.3814585632551033,0.10263329802194926,Iris-setosa
+76,6.355634338841582,3.1351326787967886,4.789520466725297,1.5811207634464717,Iris-virginica
+77,5.549931072070463,3.7359895720858374,1.703134644719863,0.5222966148640897,Iris-setosa
+78,6.988961281457567,2.7003569840061252,5.432780365259884,1.7985273698808422,Iris-virginica
+79,4.854356577220575,3.404585011114075,1.3418969337194786,0.12794495366353997,Iris-setosa
+80,4.515856805027508,3.2794359974525866,1.4145334825007028,0.10117197633402447,Iris-setosa
+81,5.31406482727937,3.3593789724505,1.4792954447270232,1.674271592976884,Iris-setosa
+82,5.395983807520963,3.091011300769564,1.1565436649356762,0.3026907486565626,Iris-setosa
+83,5.120497650580655,2.7934949333096815,1.3588544012047064,0.079198760901186,Iris-setosa
+84,6.695529491598313,3.070559558248492,5.170203039864799,1.8913766015039646,Iris-versicolor
+85,5.430805263783178,3.3439258027840753,4.792939138339623,1.205297227625797,Iris-versicolor
+86,6.985156412185377,2.7835959626897284,5.364202270687379,1.960585537717634,Iris-virginica
+87,4.734071078500636,3.376452440801272,1.5122104760296244,0.28003954212560633,Iris-setosa
+88,6.242483927147141,3.1533756037777088,4.587208650747118,1.4835842627788345,Iris-versicolor
+89,4.928794346605465,3.4908858488800782,1.558288732776037,0.43431060617190853,Iris-setosa
+90,4.7439278107678495,3.0101227241644497,1.5682417346603383,0.36080477462153493,Iris-setosa
+91,6.649185486337972,2.7020122737032426,5.015281308156654,1.8357900610469586,Iris-virginica
+92,7.939068422204699,3.190194843227978,6.477364700329451,2.3112076373645745,Iris-virginica
+93,4.382908510482193,2.9969349625750503,1.3585076348575642,0.18606681353979931,Iris-setosa
+94,6.7165562199258675,2.9670550399899045,5.828854166661909,1.9538551357192766,Iris-virginica
+95,6.085101939001932,2.9107232498644455,4.3411968564549515,1.5840303516387664,Iris-virginica
+96,5.4769789016278905,2.8744797708168,4.277993778370589,1.7040839781735455,Iris-versicolor
+97,6.139468552621495,2.6370375841551845,5.094801420944579,1.813781027290809,Iris-virginica
+98,5.990773902471433,2.8311233720833484,4.701907544811255,1.191656930679104,Iris-versicolor
+99,5.604322566902867,3.2823726793420596,1.3991304385403394,1.2248634721365146,Iris-setosa
+100,4.929556008754812,3.07105547874033,1.3921925391310452,0.14896318615973614,Iris-setosa
+101,6.733393324942544,2.9861546285659606,5.2696733764450725,1.6828549981800494,Iris-virginica
+102,6.013554567226022,3.372830108356039,1.77120261795208,0.5497846237403277,Iris-setosa
+103,5.74592082743653,2.786421806955309,4.168160946299878,1.1047272050097852,Iris-versicolor
+104,7.0356439326559,3.1450143971883584,5.330224980311304,1.6608397113217443,Iris-virginica
+105,6.591072803849386,3.0537970514869675,4.789522839227855,1.8122796505491223,Iris-virginica
+106,6.119609720881139,3.144232487191077,4.874744915286495,1.7386314889667072,Iris-virginica
+107,6.546538031505373,2.7807293720556006,5.873753834797076,2.1227841001488392,Iris-virginica
+108,5.922049786958255,2.9691930327600367,4.35360947519389,1.322225107103799,Iris-versicolor
+109,5.110669569750439,2.7386641500698063,3.9706913416935388,1.2025308641882688,Iris-versicolor
+110,5.478482905838428,2.7838969381543763,3.4634601480764333,1.2192835173338858,Iris-versicolor
+111,6.276718063969004,3.2464370120060715,4.73328275660544,1.5354010527630175,Iris-versicolor
+112,6.852292314752737,2.5581676938085063,5.621923987773818,1.7119608014827203,Iris-virginica
+113,4.9540530121274235,3.628666324351459,1.3402998305369722,0.1699109559464635,Iris-setosa
+114,5.11379621419661,3.474933740981144,1.447328649782349,0.3887748802352706,Iris-setosa
+115,7.2534287773197885,2.92759242156682,5.880336389965666,1.6052372683545395,Iris-virginica
+116,6.531713494477613,2.969634589108571,4.526809694915722,1.4054415387609533,Iris-versicolor
+117,4.516515563119957,2.940178438789818,1.3524660921892362,0.10329001016486875,Iris-setosa
+118,5.600124726072216,2.883618218723303,4.867797864057078,1.7582896137359705,Iris-virginica
+119,6.820149227708143,2.8972103613850897,5.212366351597661,1.6976647147392103,Iris-virginica
diff --git a/iris/tvae/2/17/test.csv b/iris/tvae/2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/17/train.csv b/iris/tvae/2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/17/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/17/val.csv b/iris/tvae/2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/18/synth.csv b/iris/tvae/2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..56572a8bcc18178ff8592a643a76b651aa6f0b9c
--- /dev/null
+++ b/iris/tvae/2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.645308579483368,2.450090485753924,4.129133617769551,0.8296809076810578,Iris-versicolor
+1,6.309761746119212,2.9914123188039836,4.653169488404249,1.8232565501028344,Iris-virginica
+2,4.996655000135736,3.6331988443042813,1.7049198859088581,0.2969396545318781,Iris-setosa
+3,5.3181947547877515,2.435378223436642,3.7093338479308677,1.0080164163485748,Iris-versicolor
+4,6.399455913685241,3.311531638540917,5.4057446147140515,1.854244010193604,Iris-virginica
+5,6.384328486602822,3.1528301691835026,5.074254982693176,2.244264184438398,Iris-virginica
+6,5.398647835757428,3.7109569482556584,1.3770026007702312,0.2674869331705011,Iris-setosa
+7,6.304306012165627,3.032748217599571,4.4506487184611965,1.5626269602379652,Iris-versicolor
+8,4.600629393270575,3.1732887566037444,1.4352567625320203,0.20382238881020048,Iris-setosa
+9,5.275793012979853,2.2216962015808233,4.3445447800106685,1.4288432007201672,Iris-versicolor
+10,6.182519159090042,3.2421035456831135,5.128496899317235,1.9049928831756227,Iris-virginica
+11,6.443541630967308,3.0839178460309573,5.031246732019645,2.180231646874405,Iris-virginica
+12,6.083334519316135,2.7317594212329923,4.005164654318092,1.2173514853799368,Iris-versicolor
+13,6.092176240224327,2.872351353196122,4.260432325392693,1.4779988373966884,Iris-versicolor
+14,5.473549369285795,2.7746185847819884,3.708221799982034,1.1438426091902256,Iris-versicolor
+15,6.3192021797362345,3.364660060977312,5.2070372392144195,2.1739778236502065,Iris-virginica
+16,5.212318459379918,3.0429338729622213,0.9688802161822404,0.06753570508579024,Iris-setosa
+17,7.1208014276789005,3.0755768520377567,6.184258550164046,1.9249252767284182,Iris-virginica
+18,5.668878014350294,3.0559035449965806,1.6378818678334341,0.17939450427330586,Iris-setosa
+19,6.056655849412116,3.170064090108669,5.0046018260701635,1.8087509982930041,Iris-virginica
+20,7.15953853370058,3.143228150525717,5.439033881497346,1.7991584144836117,Iris-virginica
+21,5.884224700971856,2.5900994547083287,4.902314134985281,1.93016559996301,Iris-virginica
+22,5.3524091454157965,2.766595683595951,4.387306538024614,1.0938335741994452,Iris-versicolor
+23,5.065310211430375,3.003444719812976,1.3747630773302753,1.1986410481049576,Iris-setosa
+24,6.282437431008761,2.923068237401911,4.74125145023553,1.7056680970370615,Iris-virginica
+25,4.468842660561282,2.9063383198008963,1.2709572282666073,0.142749163233251,Iris-setosa
+26,6.244388559094858,2.943371751664261,5.153942231170409,1.2804050658856156,Iris-versicolor
+27,4.660566344561357,2.6978937429527017,1.6116169745128641,0.2970328375989422,Iris-setosa
+28,6.629751392966009,2.809534595542759,4.388851581212137,1.2960109960179742,Iris-versicolor
+29,4.905386842359863,2.9435918425268612,1.448604252406421,0.21534577054462936,Iris-setosa
+30,6.6925623252432,2.916266504068004,4.2605276010731234,1.2290554354829686,Iris-versicolor
+31,6.296375469049181,2.9384414503726104,4.895571208347166,2.070463744439874,Iris-virginica
+32,5.408586842095615,2.9382903794308852,4.318756177840426,1.6935469103335676,Iris-versicolor
+33,4.649122919367481,2.76491753673386,1.0758915239601892,0.2349727413328106,Iris-setosa
+34,5.023839514514226,3.615439601446949,1.644877151897542,0.2290138497625578,Iris-setosa
+35,5.737246169365232,2.7849882131172046,4.193617303892359,1.4395101673994493,Iris-versicolor
+36,6.690861183730597,2.8817963512055838,4.7456865542120505,1.440044020760965,Iris-virginica
+37,5.2478244529856335,3.0109470538418743,1.501318375066574,-0.012320121514082183,Iris-setosa
+38,4.669679002326262,3.16979327287607,1.2511324630392116,0.052213802963108735,Iris-setosa
+39,4.79234022673909,3.322391053869811,1.1865890165646977,0.26562308657948985,Iris-setosa
+40,6.2657390308787715,3.930337187602187,1.4825304261929433,0.30856180446888115,Iris-setosa
+41,7.629583508635806,3.0345723522703074,6.29896154099422,2.095019527045418,Iris-virginica
+42,4.921028134588413,2.726461565659368,3.04145051468056,1.3373148253986589,Iris-versicolor
+43,6.312120864368752,3.0010960953538905,5.3326660234096614,2.149761152197898,Iris-virginica
+44,6.015290578806353,2.355277456303445,3.487694468904613,0.9805617062871952,Iris-versicolor
+45,6.959684817025059,3.1670229090602002,5.129782110177808,1.7000374300553978,Iris-virginica
+46,5.744618077767788,2.9282162121048065,4.558278119203019,1.4622463918602187,Iris-versicolor
+47,6.0213539788473875,2.858746828753948,4.550463236601433,1.1528965422394617,Iris-versicolor
+48,4.732311426446785,3.207116632464703,1.2472108784199616,0.16895944970740515,Iris-setosa
+49,6.416587468226954,3.2619841162948044,5.302083296573786,2.1115366462120257,Iris-virginica
+50,4.890411625074881,3.474199070038831,1.499454212797889,0.21004354299244918,Iris-setosa
+51,4.9935065524305715,3.263643917559221,1.4551582707270896,0.39670919490950113,Iris-setosa
+52,5.386846845417052,2.832580193107465,1.4108639898557056,0.1350116423356739,Iris-setosa
+53,5.313941780002163,3.480910953767703,1.5658684258387392,0.31799535174308247,Iris-setosa
+54,5.849850406221013,2.904173180331457,4.4632322165579374,1.5120156273525545,Iris-versicolor
+55,5.0293328339887085,2.203799794629247,3.6524256064830096,1.049017502213451,Iris-versicolor
+56,5.410182251183521,2.891045023829764,3.2019106768273753,1.0127385285316741,Iris-versicolor
+57,5.324880212709258,3.448513435948396,1.7319917170713268,0.428102803461086,Iris-setosa
+58,5.695614635407457,2.626697180026954,4.470961785348185,1.4119307712725073,Iris-versicolor
+59,5.8687647388277036,3.179201053797102,4.616008748252642,1.9957420704750268,Iris-virginica
+60,5.621828995513006,2.994294362583898,1.2416068951101067,0.24862591869895392,Iris-setosa
+61,5.005470626317912,3.213828844375466,1.0561667151689755,0.9314754314552296,Iris-setosa
+62,5.949383187164255,2.972682571846857,5.101536758077177,2.007588600324778,Iris-virginica
+63,6.870111403577352,2.895750782026069,5.375656567049841,1.7009388095335383,Iris-virginica
+64,5.728425819445567,2.8441405129171136,4.837579954638755,1.7748710051612553,Iris-virginica
+65,5.771964285291527,3.228447639228568,4.643645172189707,2.1891622250691496,Iris-virginica
+66,6.164847792145128,3.4981935608841743,5.579485544307996,2.5139425234132444,Iris-virginica
+67,5.004900251377308,2.678697136708843,3.2721235820659373,1.37499541142759,Iris-versicolor
+68,5.91131633765227,2.6804211014815085,4.595668619819333,1.6085841571942243,Iris-virginica
+69,5.747935236766373,3.0111300475530793,4.348042630343038,1.3130281080730195,Iris-versicolor
+70,6.583904662991215,3.169883820746719,5.6275019028065625,2.0383504168955326,Iris-virginica
+71,6.292438238533585,2.68568028802692,5.249464884833709,1.5163187993755496,Iris-virginica
+72,5.564904799616851,2.8286144484914346,4.79549279141593,1.6647796541022188,Iris-virginica
+73,5.473335829227897,2.958941025924055,3.9987047141197745,1.0155205816320199,Iris-versicolor
+74,5.712868834853759,3.367136480380337,1.61213424085782,0.404809726544101,Iris-setosa
+75,5.6592005700858525,2.9989764450396867,3.956113407531452,1.302712640456886,Iris-versicolor
+76,6.082908353461713,3.9052985180051314,1.4035086173150129,0.31261691671735975,Iris-setosa
+77,5.84433019714855,3.1857729333784475,4.9279785937970795,2.0125555592565503,Iris-virginica
+78,6.550056317885951,2.5188304413470073,3.9837960762312914,1.3471012142546335,Iris-versicolor
+79,6.478847966256684,2.6204270791933553,5.132430165831048,1.5706739232813358,Iris-virginica
+80,5.167464597952963,2.7870249648662817,3.0053600713258852,1.2964585217004918,Iris-versicolor
+81,5.7705493215623935,3.1299448030150714,4.520510609741089,1.4203770839152552,Iris-versicolor
+82,4.598268576013897,2.8260660558721837,1.3951992684104118,0.04406620411886869,Iris-setosa
+83,5.614851201166644,3.817777038427194,1.0641228745471647,0.1436272397370119,Iris-setosa
+84,6.58988704032994,2.757810195644901,4.877421769918561,1.3419695690543993,Iris-versicolor
+85,6.530431939193404,3.7321356078205077,5.3060570346601805,2.285440945306073,Iris-virginica
+86,5.324169829445639,3.0844039200915954,5.097548672084329,1.5564622405620052,Iris-versicolor
+87,5.919418276194523,2.630956589561765,4.491451613866523,1.6131004379878395,Iris-versicolor
+88,5.833496328023907,3.3479387311013076,1.2336655800130627,0.09424494976509676,Iris-setosa
+89,4.7796766729610844,3.357720032587648,1.3316363118473928,0.24541131167176714,Iris-setosa
+90,5.291888182186,2.966022444402018,1.5432296009420474,0.24230812522273112,Iris-setosa
+91,5.175108414990891,3.444222583760387,1.54796519598272,0.2760851989835011,Iris-setosa
+92,5.904917660406939,2.748924138103353,3.940441414897868,1.4203652893301937,Iris-versicolor
+93,4.677750729641843,2.95726180206373,1.488831067641278,0.38696795479952417,Iris-setosa
+94,5.450017604568281,3.7147120534290714,1.370378739483853,0.21054014636832485,Iris-setosa
+95,6.022199565702052,2.783118922864822,4.2911946163234616,1.1481059993588385,Iris-versicolor
+96,6.2132360176402965,3.164111466875417,4.253616012715828,1.7412267530330612,Iris-virginica
+97,5.109751986458067,2.548077118856049,3.251798186071216,0.747848784830014,Iris-versicolor
+98,6.413291501706716,2.9565946180143925,5.611443604182501,2.436915023665863,Iris-virginica
+99,5.88180861055296,2.6625145097820027,3.833023155357907,1.3823840522150355,Iris-versicolor
+100,5.527643471018685,3.304620122998808,5.743219981771799,1.613679166987092,Iris-setosa
+101,4.835025309567248,2.836833766557753,1.3307501250341558,0.3361260074519934,Iris-setosa
+102,5.692214683717878,3.1775727852352462,1.6168382962575976,0.1795914500431397,Iris-setosa
+103,6.02479914996282,2.7391577406311125,4.506412733474212,1.4098055795574824,Iris-versicolor
+104,5.078185030272645,3.7146046439133196,1.5259982977565971,0.21787698080625073,Iris-setosa
+105,6.531300208755637,3.2635592446392607,5.7835625067227205,2.261750298861068,Iris-virginica
+106,6.333122486645615,3.3365387043613377,5.466195630587496,2.158024515148836,Iris-virginica
+107,6.541400867323586,3.16641927643815,5.7811625939160685,2.4773900270806983,Iris-virginica
+108,6.046151802886696,3.661433309301537,1.3362417203683437,0.2182676404115233,Iris-setosa
+109,5.335119944993282,2.906030063942359,4.171437427972614,1.1679914736171972,Iris-versicolor
+110,5.143208880887245,3.3094035458109143,1.5594050837627424,0.21891449684876124,Iris-setosa
+111,4.794766700676874,2.992651351092814,1.6706522314176362,0.14037200979587877,Iris-setosa
+112,5.131251361372225,3.1473415447678357,4.257772227754253,1.3366487176071393,Iris-versicolor
+113,5.101289099898073,3.536725905058451,1.5585429151908081,0.405511328228613,Iris-setosa
+114,5.311830966673978,3.901341533864794,1.3500756905156217,0.2998496352107499,Iris-setosa
+115,5.370547450476639,3.164586063517952,1.5789183033882703,0.11414935888881697,Iris-setosa
+116,6.7882145350454905,2.884219485756352,5.3108276451512655,1.7990931218768762,Iris-virginica
+117,5.885476703439138,2.5812858250896817,3.979858647169314,1.117362150997518,Iris-versicolor
+118,5.544609875967485,2.8460036086608436,4.255718588069563,0.9188572340934699,Iris-versicolor
+119,5.255839413479332,2.7761447385137252,4.599049616741086,0.6888392882503771,Iris-versicolor
diff --git a/iris/tvae/2/18/test.csv b/iris/tvae/2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/18/train.csv b/iris/tvae/2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/18/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/18/val.csv b/iris/tvae/2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/19/synth.csv b/iris/tvae/2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fb7082c812b03d19e458af426bfe678384222968
--- /dev/null
+++ b/iris/tvae/2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.849304970738622,2.6313333264173395,4.785028439194989,1.6278730322649095,Iris-virginica
+1,6.131888309597113,3.164913214864447,4.887964425586411,1.4820385797056415,Iris-versicolor
+2,6.679032232088341,2.6427049976295667,5.8038109039317165,1.4976864408974655,Iris-virginica
+3,5.3235544168373545,2.624097805676041,4.224386415538599,1.2741132835272915,Iris-versicolor
+4,5.45126746113971,3.064348443140623,4.37504855496966,1.5125515775825995,Iris-versicolor
+5,5.02905565825305,3.0325923267846786,1.5858510548958027,0.24130652918696396,Iris-setosa
+6,6.160437434407633,2.855975567837602,4.806489859550438,2.0284286387588555,Iris-virginica
+7,5.835123836971582,2.8689513857807567,5.167149282096615,2.0055119551938922,Iris-virginica
+8,7.021829662077254,3.0831925158690887,5.651938735462403,1.7963909560710598,Iris-virginica
+9,5.721934809387441,3.0697129722333676,4.822025327545301,2.165694214802672,Iris-virginica
+10,6.495906718675037,3.161442213973315,5.897303498357646,2.216466177420658,Iris-virginica
+11,5.064898507207755,2.766774205961888,2.974234956587094,0.9466249211269833,Iris-versicolor
+12,6.360271599044276,2.983928539719568,4.916333726767402,1.8043105203365373,Iris-virginica
+13,4.814098476396874,3.068015462140452,1.5173575010958618,0.320052852539045,Iris-setosa
+14,5.844197980264962,2.8799305460459954,4.15379905601618,1.0654365411602402,Iris-versicolor
+15,6.984469872078621,2.8965187128959142,5.925268642197046,1.770040255802399,Iris-virginica
+16,5.740761230431652,2.970897507378725,4.286069097862331,1.1493176333435435,Iris-versicolor
+17,4.786336042283664,3.2894113771749365,1.6722214441582008,0.2587245791444791,Iris-setosa
+18,5.0369955485611175,3.205105192129903,1.5357171199441242,0.2382165399330023,Iris-setosa
+19,6.013770194866538,2.984738273407003,4.6776941685192215,1.8804233781687623,Iris-versicolor
+20,6.476494988919958,3.075299640616117,5.450071687832213,2.2803313198185506,Iris-virginica
+21,5.541288721915757,3.010930199496466,1.6121544714065357,0.3665292312540825,Iris-setosa
+22,6.4190179341475835,4.06933906075195,1.3015444695702896,0.10764365848740831,Iris-setosa
+23,6.241232189438372,2.62597638546164,4.885525571054826,1.4380544878052879,Iris-versicolor
+24,5.731237026062982,3.702964248435213,1.6906069338547314,0.3245280466663468,Iris-setosa
+25,6.044856827230867,2.886698874804721,5.148523663222133,1.8712297612102191,Iris-virginica
+26,7.5673980673018875,3.574565878566421,6.1712398135544415,2.0019720454782677,Iris-virginica
+27,5.546736965488122,2.7726014734150057,4.790852151443364,1.1732355282219382,Iris-versicolor
+28,6.538603853254601,2.760760811075197,5.018818222731795,1.6661834077257234,Iris-virginica
+29,5.102666913306307,3.4149350033458132,1.0622428129560915,0.36617856935249304,Iris-setosa
+30,4.7124136243247685,2.8549237159295315,1.2813182419943554,0.23414250416175447,Iris-setosa
+31,5.752119688195658,3.940681299785154,1.0633062822341057,0.15336569356852436,Iris-setosa
+32,4.449784868284878,3.130480087061639,1.2970559779824506,0.1351691291938727,Iris-setosa
+33,6.308244485015928,3.0547133520170022,4.88080410590871,2.113336064699001,Iris-virginica
+34,6.395396584910761,2.844304933066983,5.516455879409992,2.281543249426569,Iris-virginica
+35,5.927786002815447,2.7177241817627618,4.228003789144344,1.1775215301178257,Iris-versicolor
+36,5.8275158345298745,3.1022183545950472,4.898889154871948,1.680931761407986,Iris-versicolor
+37,5.1982246289460585,3.0326065985769883,1.5379373126110547,0.13017403402458613,Iris-setosa
+38,6.169709787593907,2.937744720402617,4.693315688504369,1.5829850462639758,Iris-versicolor
+39,4.8033049241885175,2.763402327698561,1.529577103640273,0.33938336599109153,Iris-setosa
+40,6.278554711679959,2.6026908149091508,4.445383750665727,1.4742824442394402,Iris-versicolor
+41,6.527959239049234,2.8267984346477832,5.107731612701225,1.7337736233645957,Iris-virginica
+42,5.654367006016854,2.7301476495938926,4.68521010862518,1.1899310612637977,Iris-versicolor
+43,6.1294704479363595,2.8848602944101254,4.661205618721039,1.8774367415243765,Iris-virginica
+44,5.393696542151466,3.5806240533165536,1.6057436726971164,0.46144737186765367,Iris-setosa
+45,6.3706458595574595,3.3515977185877626,4.810843873880302,1.040004678286853,Iris-versicolor
+46,6.3661855594025845,2.9365708174889367,5.20536553011376,1.3533812314443296,Iris-versicolor
+47,6.053054171686368,3.5018627384265626,1.710001697444635,0.47143311140696725,Iris-setosa
+48,6.2616840106599385,2.870384005165231,5.650670583468951,2.1592745271674216,Iris-virginica
+49,5.506747692757154,3.120103145997293,4.594173203148474,1.402754780187672,Iris-versicolor
+50,5.321759091724695,2.3494565313960383,4.150624669908035,1.1410854375716362,Iris-versicolor
+51,6.901554572303217,2.8939797918565757,5.794266246483758,2.1825463370640477,Iris-virginica
+52,5.226734279356541,3.4517172260464326,1.522902650684227,0.3731724318872297,Iris-setosa
+53,5.567772518577428,2.9112960097711964,4.609504315768499,1.395456209576857,Iris-versicolor
+54,5.797657757685492,3.5143974893524628,5.221795216148262,2.109988536594443,Iris-virginica
+55,5.555985382621194,3.43831269025752,1.5832430909866615,0.23426079246975123,Iris-setosa
+56,5.175787590530093,3.4799718933722184,1.2257288186599027,0.08446258935224463,Iris-setosa
+57,4.787006899123101,2.829575822201409,1.3833487948343595,0.22761144469226974,Iris-setosa
+58,5.976350023652885,3.174065539728962,4.8894771494952725,1.9153615662928964,Iris-virginica
+59,6.165194736584339,2.7136776069963564,4.202301852646501,1.4622045827194197,Iris-versicolor
+60,7.080549229951849,2.8314108470464188,6.0788331927537795,1.9621272523821598,Iris-virginica
+61,6.082624116121658,3.050168173314216,5.110642601326946,2.0036948299715043,Iris-virginica
+62,6.167117841599138,3.1972103777895824,5.238417353179733,1.8080398396787303,Iris-virginica
+63,7.0462969480965665,3.2105576122849673,5.537196463985872,2.2155869907490193,Iris-virginica
+64,5.202347789008802,2.8914141503046027,1.3335921388806722,0.18848894648950676,Iris-setosa
+65,6.931524510547627,2.8623681784722073,5.23906907101984,1.730082865872856,Iris-virginica
+66,6.44734549160881,2.7897983245609113,4.688443680225574,1.3242384267031588,Iris-versicolor
+67,5.103206343356716,3.3483091035353354,1.4157504855452157,0.13208868763502857,Iris-setosa
+68,5.537064870663785,2.9368242712521835,4.798620763106796,1.5441036275543714,Iris-versicolor
+69,4.835731171112993,3.182545985636188,1.400501447317186,0.1323535204291082,Iris-setosa
+70,5.208022660954456,2.9439953271764234,4.632833902239994,1.1268748064443068,Iris-versicolor
+71,6.131829008147093,2.8562788478495698,5.059548583608947,1.8681201430257133,Iris-virginica
+72,5.054291776935143,3.4798500763369677,1.2977806489606758,0.14435841620704354,Iris-setosa
+73,6.52129607122749,3.081501821232419,4.427703481381981,1.4757642729718892,Iris-versicolor
+74,6.508247148447184,3.033856025731539,5.1424235880690885,1.6936180025311385,Iris-versicolor
+75,5.772320135416711,2.9969298476264705,4.5106940801755595,1.571030826211664,Iris-versicolor
+76,5.0994180616999785,3.2171472840962037,1.1431977748477968,0.16747122800683786,Iris-setosa
+77,4.581110527396016,2.7757307231211534,1.1782976656837914,0.154569421965516,Iris-setosa
+78,4.920405667076683,2.7818267772312164,5.198919255216902,1.8061886607699975,Iris-virginica
+79,5.011363059734819,3.453332844368491,1.62476770376889,0.3012112748105325,Iris-setosa
+80,4.746022522700346,2.9759922301973734,1.6964603121733655,0.20647549498016088,Iris-setosa
+81,6.73640736022207,2.9854133625278108,4.891258517338418,1.4990527478418418,Iris-versicolor
+82,6.5632683976104085,2.8075169945237324,5.272390457538432,1.6119322795556923,Iris-virginica
+83,6.211013623540055,3.3181749244222827,5.816994623244283,2.2993545356347735,Iris-virginica
+84,6.011318915577861,3.08379593718579,4.2731952978947705,1.4123901720000276,Iris-versicolor
+85,4.943319391293204,2.5954288684265223,3.5713148875147245,1.173998117387072,Iris-versicolor
+86,5.623823261508821,3.3149312115363023,1.6956393017994527,0.4458966468772509,Iris-setosa
+87,5.299107259272835,3.130413938080248,4.782797403098605,1.7240329422547134,Iris-versicolor
+88,4.922960894117784,3.2288354467961904,1.604354169494217,0.1709080397367733,Iris-setosa
+89,4.9569809242557,3.6612854073865857,1.5971017354906774,0.4475897750408341,Iris-setosa
+90,6.320852524727416,2.760149027680377,4.633825855889557,1.1783911284018598,Iris-versicolor
+91,5.038354782724192,3.2880043532533887,1.367830286895331,0.23229933296696148,Iris-setosa
+92,4.812140095867396,3.409285389492737,1.4203055044752326,0.10114255245425904,Iris-setosa
+93,7.07147189188815,2.8627416782286503,5.2098880009748605,1.627120943229451,Iris-virginica
+94,6.7432169814043865,2.8936272493008843,5.108242690167467,1.4965536373670758,Iris-virginica
+95,6.332390152467499,3.289337850708883,4.694128091788057,1.7023166331436448,Iris-virginica
+96,4.904860291792147,3.254752742378492,1.669478456283294,0.18704500846124478,Iris-setosa
+97,5.472767830949702,3.8557504421583415,1.578478432260481,0.2616624919305894,Iris-setosa
+98,6.803283857006944,3.4827761765382435,5.232005659166878,2.3435587662368085,Iris-virginica
+99,5.980486772811132,2.6560034349917356,4.684005990230063,1.7661868403195922,Iris-virginica
+100,6.3542688070999835,3.867573911385758,5.53453256901017,2.3982077040713112,Iris-virginica
+101,6.279914881907852,3.031046835303802,4.657451819879762,1.4782838964409113,Iris-versicolor
+102,5.1677703448289,3.3723338377045873,1.476615721355426,0.3203939231182805,Iris-setosa
+103,5.930802411212621,2.9190118102042812,5.076080016221302,2.0012600011836525,Iris-virginica
+104,5.237666799295221,3.326767154190516,5.051899647652041,2.001210816440741,Iris-virginica
+105,6.157518379699626,2.8785721285541452,4.983166873047652,1.715857645315382,Iris-virginica
+106,6.706028780610284,3.160983566036948,5.378573387087515,1.964253773865607,Iris-virginica
+107,4.783613653759348,2.8540196669900095,1.4925096073096742,0.1708277757384618,Iris-setosa
+108,6.487591269597058,2.9870970283812976,5.276632060325763,1.9426031361490335,Iris-virginica
+109,6.26872881299587,3.3623690365013186,5.582292126464662,2.01415901716976,Iris-virginica
+110,5.18105833988045,3.284890357327193,1.5563955542283394,0.18831676983558351,Iris-setosa
+111,4.990648704570438,2.931771098822978,5.142980165542028,0.37184444378738546,Iris-virginica
+112,5.34956394312054,2.631614048305673,4.334271676621059,1.513703643675,Iris-versicolor
+113,6.953266042641465,3.328472168993079,4.784165286807735,1.1478335745313575,Iris-versicolor
+114,6.176193012231083,2.4909116963480593,4.9102494595201485,1.5188871813683331,Iris-versicolor
+115,4.554449528482609,2.8160869548465928,1.2734396416289036,0.27329232245401663,Iris-setosa
+116,6.428975022306246,2.8768402084913567,4.646104067231218,1.8513727227535306,Iris-virginica
+117,5.533981999836037,3.0608345926732246,1.221985940424772,0.23345720608851603,Iris-setosa
+118,5.681626456058302,2.70602482654663,4.425112449048054,1.255447256003339,Iris-versicolor
+119,6.237501703061467,2.850869606373348,4.248868039852591,1.2187788680578675,Iris-versicolor
diff --git a/iris/tvae/2/19/test.csv b/iris/tvae/2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/19/train.csv b/iris/tvae/2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/19/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/19/val.csv b/iris/tvae/2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/2/synth.csv b/iris/tvae/2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b9df2e04680669ba0d11e9c7a957220db3767c7a
--- /dev/null
+++ b/iris/tvae/2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.894266047507061,2.73328022065999,4.504591177097594,1.930110386672838,Iris-virginica
+1,6.386746889779757,3.147926671619167,4.8836646666389285,1.9421502394799064,Iris-virginica
+2,5.15896498701682,3.0366065570994527,1.5306341413665216,0.27327783011164736,Iris-setosa
+3,6.1382692398324705,2.9167633543899396,4.729494372760842,1.6703434221753815,Iris-virginica
+4,4.7227181803250735,3.273126641645479,1.479468220275423,0.15151606150139824,Iris-setosa
+5,5.0145413929702345,3.7119438551490815,1.551293940888572,0.22630715547519606,Iris-setosa
+6,5.370297924764904,3.156977313117475,1.3710722543186735,0.22089236110109112,Iris-setosa
+7,5.132331800367552,2.2261233381001286,3.751514726622105,1.314220830327427,Iris-versicolor
+8,5.534144213714648,2.9861302182298957,4.469547427188743,1.3491869839308699,Iris-versicolor
+9,5.828316313426007,2.7426495465838943,4.871954258684261,1.7176954213974087,Iris-virginica
+10,6.517211315384209,3.1441017988633955,5.401044700197707,2.355768388206611,Iris-virginica
+11,7.36040551348439,3.3940122567777378,5.773191262403928,2.3498341927661555,Iris-virginica
+12,6.978318914797713,2.9068451645395026,5.752360864229648,2.3158076145597444,Iris-virginica
+13,5.97316016969217,3.239360230673235,5.199539535381216,2.095823893841767,Iris-virginica
+14,6.128904529393444,2.899425853156088,4.267833783654739,1.7599941248873987,Iris-versicolor
+15,4.234380554676477,3.1069896403885866,1.2329089727900626,0.15325248592072074,Iris-setosa
+16,6.018876337853685,2.5769059494193085,4.542811925896412,1.3538887440195646,Iris-versicolor
+17,6.508556565142392,3.3190381181455253,5.04261462527986,1.9505440389780122,Iris-virginica
+18,6.229336882774347,2.914936656968746,4.921536337771447,1.5113915271166598,Iris-versicolor
+19,4.9370438983911615,3.135214890833502,1.631744508400889,0.3214492350803341,Iris-setosa
+20,6.775421794123254,2.7741325047710275,5.872307923566025,2.1460928091272162,Iris-virginica
+21,5.171677744357269,3.6135403875242913,1.775171361850679,0.4532367193861353,Iris-setosa
+22,6.001572587170516,2.721665455936318,4.660468094334741,1.8834568343871603,Iris-virginica
+23,4.822612504028055,2.682025597648364,1.3957023150626606,0.33899050934718733,Iris-setosa
+24,5.220651213688375,3.3967653794910198,3.7864895126101636,1.0710468303775995,Iris-versicolor
+25,4.944934723984704,3.353011376620481,1.3835405657147544,0.2963806061368621,Iris-setosa
+26,5.1955181833659685,2.935688632272907,4.395637555183447,1.5223535862632156,Iris-versicolor
+27,4.3997227450679,3.212653779245791,1.3121569011347765,-0.03363777751122771,Iris-setosa
+28,4.356626588286935,3.1449843840852707,1.3662016203561806,0.08940347167386872,Iris-setosa
+29,5.27981983983324,3.0051690555329453,4.002592124606507,1.054183051425666,Iris-versicolor
+30,5.480366236386223,3.053993562114368,4.247274308850468,1.7451272765122061,Iris-versicolor
+31,7.182869639670583,2.9923575709484576,5.5831647833310285,2.1758011420813093,Iris-virginica
+32,6.433102494699418,2.7769457031919824,5.685447969529691,1.9166713989882393,Iris-virginica
+33,6.438352673608825,2.496865667869901,4.884748920784891,1.9871649095426314,Iris-virginica
+34,6.361424421096952,3.0410606876448547,4.259751469663922,1.5569951582951387,Iris-versicolor
+35,5.437151233487413,2.9754162757035525,4.028035071989301,1.3973530808158898,Iris-versicolor
+36,6.0069497832105885,2.894438131038522,4.376322529596229,1.1939074163581251,Iris-versicolor
+37,6.186780920108425,2.922445702168547,4.990201460862873,1.4629879212844417,Iris-versicolor
+38,5.533177714850571,4.031730721260443,1.3182365781591956,0.18188582291877128,Iris-setosa
+39,6.810613918456829,2.8757565907244156,5.484389194258329,2.063176257574009,Iris-virginica
+40,5.555344325960837,2.3510804058320303,4.0491967406525085,0.8684751491468705,Iris-versicolor
+41,5.669142780811115,2.973326061293169,3.7689401829901406,1.5007834435665237,Iris-versicolor
+42,5.448800922773106,2.6655692620034124,3.714175612333455,1.312159807414664,Iris-versicolor
+43,5.395073496249866,3.2359187084169494,1.3913203695585925,0.1883649052431798,Iris-setosa
+44,4.749268748873545,3.107754859743872,1.4492040683359848,0.23857715646921468,Iris-setosa
+45,5.714710255514496,3.0526907533174357,4.594659408927466,1.2971596192823072,Iris-versicolor
+46,6.244702500137974,4.266139708272952,0.9528062565443474,0.14153323115515762,Iris-setosa
+47,6.048494728467208,4.02566752923611,1.1090075435840872,0.14063685377237045,Iris-setosa
+48,6.700111893042572,3.648303885216155,5.21568978545174,1.8517144817489324,Iris-virginica
+49,6.424023310423176,3.101313144907421,4.7188591670348705,1.359099019501937,Iris-versicolor
+50,6.750276478091143,3.7791770229909636,5.571073894820837,2.3205343137888756,Iris-virginica
+51,4.8633387293062125,2.8323127374284782,1.2252664911317006,0.09107440054022592,Iris-setosa
+52,6.4915036515798,2.8670704806223113,5.72916610053873,1.6735130955995474,Iris-virginica
+53,5.648418700783914,3.1047432605689487,4.13432216315257,1.2535042693351988,Iris-versicolor
+54,6.138350991943663,2.8345531163887054,4.609089108827251,1.7381803745246618,Iris-versicolor
+55,5.379367296668193,2.904692086757094,1.4880704645110616,0.1304966391321552,Iris-setosa
+56,5.283969253711735,2.859611457880719,4.062415734947412,1.3433727920487222,Iris-versicolor
+57,6.671400190108979,3.3421306572418557,5.331383133593953,2.243749942083749,Iris-virginica
+58,5.5580948271081265,3.570858719425838,1.5396337754622842,0.30949785597865964,Iris-setosa
+59,5.005359202893608,3.635220962940277,1.4744348766353546,0.3008043509942118,Iris-setosa
+60,6.055012049483356,3.0826645440033116,5.102907783372396,1.7775317712257652,Iris-virginica
+61,5.950680622243668,2.7193431037364477,4.30715852076032,1.1044634597489433,Iris-versicolor
+62,5.729265540594117,2.8271039688235375,4.4023233657031895,1.366671667176564,Iris-versicolor
+63,5.983409156833099,2.887277106968051,4.422390837398383,1.4462394973963733,Iris-versicolor
+64,6.189502282947096,2.878428329523557,4.700902087097993,1.4995438695666754,Iris-versicolor
+65,7.05084535231671,2.906272663984113,5.931494212873661,1.6080780232983165,Iris-virginica
+66,4.841169712684986,2.8755904600051734,1.4022989866965205,0.22927561957494846,Iris-setosa
+67,4.9121045354002755,3.180025333609556,1.5458013708947858,0.31249138784858543,Iris-setosa
+68,4.579934209930655,3.238470446143258,1.4935267649528083,0.14285991368387718,Iris-setosa
+69,6.880525720374005,2.9294754569564923,4.877592080028574,1.6237426142625484,Iris-versicolor
+70,4.893316029359829,3.269775803890483,1.6166593277036765,0.4094163178946133,Iris-setosa
+71,6.680550097105552,2.9639575125085704,5.08220508818279,1.760969279614315,Iris-virginica
+72,6.366859819513579,2.8430551098433225,5.043533101997173,2.057046416907102,Iris-virginica
+73,5.086079729221999,2.468487979521715,3.4507072936597876,1.1627568812984146,Iris-versicolor
+74,5.2759856287431885,3.304950145006985,1.1632470635594274,0.16743289965438862,Iris-setosa
+75,6.076592775361225,3.202891924666161,4.103158223604969,1.128818058717126,Iris-versicolor
+76,6.045278275853869,3.195903902544732,5.072330049982916,2.034768734213893,Iris-virginica
+77,6.047042389987112,3.0040004064988017,4.224479345334654,1.1595953390516254,Iris-versicolor
+78,5.0561909430972385,4.007520577775991,1.6674499691824656,0.45822939612712005,Iris-setosa
+79,5.632767964745314,2.9383582195501377,4.6286863910390625,1.8193216091857451,Iris-virginica
+80,5.472804565214373,2.7178188810035344,5.105312472013791,1.820724629049776,Iris-virginica
+81,7.091910809614282,3.1460638104167966,6.771520741410198,2.509304426397281,Iris-virginica
+82,5.434852231993224,3.0750873760394852,1.4765176149839774,0.1385847353434282,Iris-setosa
+83,4.795991679986609,3.5207652167505685,1.3036685724609283,0.2745983395847087,Iris-setosa
+84,5.153962876377501,3.5293237325704845,1.7112683895732232,0.40203747187103256,Iris-setosa
+85,4.949122449727607,3.023861260593647,5.188075601512148,1.6333907642835301,Iris-virginica
+86,6.167301822303135,3.0445291508686845,5.147810086205225,1.7636579808842228,Iris-virginica
+87,5.445419419960548,3.958874738709048,1.4209917545009154,0.16878511478095884,Iris-setosa
+88,5.24039756326125,2.7142467697384975,4.123744078662679,1.254078045109127,Iris-versicolor
+89,6.716282478649319,2.802252781878477,5.1466595340736605,1.536385680585652,Iris-versicolor
+90,5.834430225095378,2.621998501505869,3.7521595644337964,1.4696159036557686,Iris-versicolor
+91,6.6148030519385985,3.0766832489568343,4.297081286465847,1.3649798926598957,Iris-versicolor
+92,5.531445245854242,2.771783543727677,4.2199362183224025,1.094765387499379,Iris-versicolor
+93,6.455945337028535,2.81273166872558,5.097727292660227,2.1431585561663544,Iris-virginica
+94,5.836956659718894,2.844557118955559,5.181955051856447,1.8724076973257089,Iris-virginica
+95,6.2907786954023655,3.852163217965286,1.143126341961926,0.11947624579547006,Iris-setosa
+96,4.960461835110894,2.333047552690784,3.6735053350670563,0.8660678447026949,Iris-versicolor
+97,7.213472702192146,3.010187245721825,6.097558208325721,1.663496726233041,Iris-virginica
+98,5.368465200727368,3.821309360806042,1.4168810919559132,0.15735507802566445,Iris-setosa
+99,7.26314492664503,3.608834636278812,6.504031640810711,1.8420181189285982,Iris-virginica
+100,6.4093028727877455,2.9593615649177747,4.857560594902626,1.795186907103679,Iris-virginica
+101,6.796690467188104,3.439302186055042,4.697066362961738,1.2448509203985823,Iris-versicolor
+102,6.406543910087771,3.2150008653042583,5.790835763031795,2.5347544389313335,Iris-virginica
+103,5.377620017951612,2.8680189666601255,1.5072374490506404,0.10169658682743604,Iris-setosa
+104,5.073476391194735,2.637727111748405,4.553386270992728,1.6069056356871712,Iris-versicolor
+105,7.067201717556717,2.789039985671019,5.420541510610271,1.860250051669844,Iris-virginica
+106,5.749667127527214,3.1727138508981017,1.406969205187438,1.1934520038678307,Iris-setosa
+107,5.958437663368416,2.8328674506437173,4.741193811868916,1.0898583858573607,Iris-versicolor
+108,6.681709755272033,3.5951576094110527,5.629021977525273,2.514454590500234,Iris-virginica
+109,5.740834959401745,3.094509763479477,4.482986596727586,1.4876633628992952,Iris-versicolor
+110,6.199501372123741,3.027861875128067,4.769838308424845,1.6721311914332102,Iris-virginica
+111,5.12830524078306,3.5301552705308685,1.2130741639243063,0.1357821068287863,Iris-setosa
+112,5.263099139548862,3.4510325402527333,1.8472804500102655,0.4501447673282395,Iris-setosa
+113,6.262989880539522,2.8271861854523075,5.062687228257746,1.638640747122922,Iris-virginica
+114,5.817387146719861,2.7714507829900654,4.6373955977694274,1.3134746953626253,Iris-versicolor
+115,5.610563827399234,2.8915512604241775,4.614697140543898,1.7706594973760956,Iris-virginica
+116,6.104451785262942,2.4299629599944303,4.634270962645639,1.330420067141537,Iris-virginica
+117,5.434745169256435,3.071216611564927,5.263409397304235,1.3429584757734427,Iris-virginica
+118,5.429892627898806,2.823574718242517,1.2217061812976113,0.13754603147767766,Iris-setosa
+119,6.022999754052747,2.9916992112031595,5.278910636510245,1.4159797414513355,Iris-versicolor
diff --git a/iris/tvae/2/2/test.csv b/iris/tvae/2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/2/train.csv b/iris/tvae/2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/2/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/2/val.csv b/iris/tvae/2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/20/synth.csv b/iris/tvae/2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..065eb285619a12b03fd510e208331cd5b448b8a5
--- /dev/null
+++ b/iris/tvae/2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.2032062654075455,3.6352199093332045,1.2349246667812634,0.14289235711862552,Iris-setosa
+1,5.173577177039787,3.5655885242834318,1.436985779468298,0.3070941502066723,Iris-setosa
+2,5.404770901703351,3.748949161513245,1.2699028619369503,0.2661999934891024,Iris-setosa
+3,4.800518580912329,3.383633009175223,1.3129674444471255,0.1445406866477844,Iris-setosa
+4,5.402786511521387,2.5299080353310424,3.787773014791205,1.4021944368952188,Iris-versicolor
+5,5.233375208007174,3.6757032267692007,1.5567059412055844,0.37356669931030106,Iris-setosa
+6,6.612265619126793,3.271322651616492,5.207350104275169,1.7732778828996123,Iris-virginica
+7,5.83117448795484,2.5020743655963393,4.939985379227453,1.4200884011583381,Iris-virginica
+8,5.678345213521405,2.8447880419768095,5.0903109812254685,1.2666683384832855,Iris-versicolor
+9,6.563575235037055,3.6080647153151175,5.903529146447216,2.5925627205482162,Iris-virginica
+10,6.083266764064162,3.775557599677697,1.3940265937154444,0.22267479732024764,Iris-setosa
+11,6.489508384904484,3.1038710593653533,6.041518179293759,2.380628842161354,Iris-virginica
+12,6.658769965809378,2.815156450786495,4.9874326303317345,1.482654005080745,Iris-versicolor
+13,5.949936488254662,2.805720722980361,4.931081117716971,1.9006348485104336,Iris-virginica
+14,7.222525764207311,3.0273155353592163,6.230470874449819,2.0313382692955204,Iris-virginica
+15,5.707092971784118,2.976374046436572,4.252298696410198,1.5875034881610128,Iris-versicolor
+16,6.761373294072566,3.0610288927666995,4.983915391020848,1.611810369171158,Iris-virginica
+17,5.261942023639952,2.7900790527491393,3.537579246243352,0.9642774137258111,Iris-versicolor
+18,6.0906093120903195,2.9095062889725116,4.596486498230544,1.4648489618795235,Iris-versicolor
+19,5.918786270293416,3.181657442415525,1.458411862307902,0.45779494307627433,Iris-setosa
+20,7.075334354078349,3.170264404706227,5.831401925065705,1.9439829009313259,Iris-virginica
+21,5.4526266126843,2.9717658451094353,4.583996486522276,1.374208131011878,Iris-versicolor
+22,6.041131193130101,2.8000525517502854,4.514237961946265,1.569538611305605,Iris-virginica
+23,6.10302263030851,2.702445005676815,4.738035911727222,1.398017977354147,Iris-versicolor
+24,6.215152076903506,3.1691559976093333,5.457620390645605,2.2184510720259145,Iris-virginica
+25,5.123630855366229,3.571253144727454,1.3297090820026112,0.30327822645157354,Iris-setosa
+26,4.614467222075496,3.056689358777645,1.1004492085352846,0.08877867896719083,Iris-versicolor
+27,5.98151471853155,2.7429657539646435,4.832407720892616,1.6937436362920046,Iris-versicolor
+28,5.186200716785966,3.8190713134107472,1.4791758441353218,0.27885354223101333,Iris-setosa
+29,5.250935709399165,3.145720021317395,4.510210275432017,1.6779525572237317,Iris-versicolor
+30,6.430772681337183,3.755961734845256,5.556433218458782,2.5406251624191274,Iris-virginica
+31,4.6180813986029445,3.3356462461626006,1.6992346075936149,0.24211437996842294,Iris-setosa
+32,5.350938253159956,3.3996078643200027,1.3750538382238828,0.23109836492810334,Iris-setosa
+33,7.113338258330113,2.836363224698421,5.239886010677729,1.611275367204746,Iris-virginica
+34,7.0336667602093765,3.5046227858307897,5.881748565406889,2.2038328970566115,Iris-virginica
+35,5.363302044491576,2.909555750880521,4.211197770270541,1.224625694872394,Iris-versicolor
+36,4.761067145657417,3.063625628433645,1.479404806594687,0.25278811336115037,Iris-setosa
+37,6.124516651527649,3.0415729969503644,5.638075940924244,2.502881516433266,Iris-virginica
+38,5.748235717385766,3.17238248930626,4.3165621172085435,1.3341026722829763,Iris-versicolor
+39,4.590917101869155,3.1281340699435196,1.2866571202705768,0.15970942056741044,Iris-setosa
+40,5.600175109378728,3.1376222660174817,4.680462577291768,1.5628604939650808,Iris-setosa
+41,5.165753333085174,3.2702660772769874,1.628635862238974,0.37294852853061455,Iris-setosa
+42,6.521936032213027,3.2400790186515995,5.534517725354,2.4096146937845484,Iris-virginica
+43,6.746111026551485,3.1882173959063156,4.6714029738990615,1.343247193445268,Iris-versicolor
+44,6.6553732834152335,2.948267851615088,5.174438654824435,1.7324936987664736,Iris-virginica
+45,6.318409967465694,2.6142298703177103,4.151916901098486,1.4555369349661744,Iris-versicolor
+46,7.018904407673524,2.87230626319959,5.616712193544479,1.8428824765092893,Iris-virginica
+47,6.183524651912165,2.4761729538833293,4.737496875347174,1.7695814945027715,Iris-versicolor
+48,7.378913492474339,3.9783596696280736,5.8187170142226785,2.3725710022639275,Iris-virginica
+49,4.948273469435232,3.166589682711993,1.4383886961974353,0.31594628121308393,Iris-setosa
+50,6.129628977740115,3.108020380801475,4.172010248362385,1.2094454127193826,Iris-versicolor
+51,5.460795289515974,2.593510088919554,5.069837276188958,1.7188891315103005,Iris-virginica
+52,4.695409055562199,3.3747640948025914,1.6169282092522574,0.16241421753871366,Iris-setosa
+53,5.76849873265114,2.9086935285217828,4.619471896558276,1.327779684812066,Iris-versicolor
+54,5.317201359425822,3.8324319289383166,1.4210745478334526,0.2967843523439612,Iris-setosa
+55,5.963353418458928,2.9943272187854615,4.853715377111938,1.570630063733118,Iris-virginica
+56,6.214319703594408,2.863518075020892,5.096530807745531,1.718911608345936,Iris-virginica
+57,7.07399005152379,3.0450174196355975,5.547067696465888,1.799310629147667,Iris-virginica
+58,6.0141236525890225,3.2501501749444404,5.165034541497882,1.4728562587644198,Iris-virginica
+59,4.799496730035799,2.462991039557579,3.4368981928437994,1.0705484257383224,Iris-versicolor
+60,5.982125469490012,2.9848044859625427,5.13433659467277,1.6684926317700326,Iris-virginica
+61,6.125056534460294,3.099885472716437,5.417860614819211,1.78598724866391,Iris-virginica
+62,6.2787474252051805,3.198177899244741,5.272441304778002,1.88654312970738,Iris-virginica
+63,5.764988834244837,2.740613929329044,4.918388245370421,1.7996619977380273,Iris-virginica
+64,6.66651867573353,2.888746854112244,5.518411530434114,1.6015749285126362,Iris-virginica
+65,5.355102880191446,2.6320133025182764,3.554226725851665,0.8505970251962698,Iris-versicolor
+66,6.737314764799689,2.8216034035823303,4.643623534750345,1.2542054751002703,Iris-versicolor
+67,6.337519985703628,2.7533792056690483,5.122020502309289,1.7062397007683945,Iris-versicolor
+68,6.34098683594415,3.009219834994524,4.682330854981215,1.0573147031232537,Iris-versicolor
+69,5.954489475674589,2.988751209528268,4.828176196350931,1.8360276396572355,Iris-virginica
+70,5.113703199041353,2.3694838914645224,3.624360585768989,1.1597331026147115,Iris-versicolor
+71,4.932282332977353,3.537006932622439,1.5284425267654058,0.24469971849660582,Iris-setosa
+72,6.805550176439219,3.264716591206437,4.292051678620533,1.3163283237753876,Iris-versicolor
+73,5.537192277929954,4.128783422739434,1.47506707902904,0.2423645748920202,Iris-setosa
+74,4.845226341195579,3.046238980918205,1.6371508983381613,0.2346191364769132,Iris-setosa
+75,5.856960044445145,2.566740428989847,4.334098223065532,1.1884466299126266,Iris-versicolor
+76,6.652760106623369,2.6224349026867024,4.99761061577499,1.1773011256081827,Iris-versicolor
+77,7.431655394716698,2.74152536532535,6.243149049901216,1.8267752999538485,Iris-virginica
+78,6.160765059957049,2.875599816354377,4.940803273429721,1.6200617419661028,Iris-virginica
+79,5.955751939731773,2.6989868164631217,4.796282041975467,1.7701568377507064,Iris-versicolor
+80,6.015832501213315,2.729361223896539,5.347505815314717,2.1111160693712523,Iris-virginica
+81,5.566332992389023,3.211234481510353,1.463389264963853,0.15925166505204885,Iris-setosa
+82,5.160647768459898,3.2895876611533534,1.6285646322781853,0.2545433444015525,Iris-setosa
+83,7.132726329891253,2.9361491661161456,5.4593876393522045,1.7385220929409493,Iris-virginica
+84,5.424057533878466,4.090049582490895,1.6959712122889083,0.3268723560663833,Iris-setosa
+85,6.360975479677893,3.9878136457911655,1.5187777325367282,0.24296714348535978,Iris-setosa
+86,5.437175125670896,3.1207185819802015,1.5102318119903322,0.23618101051493684,Iris-setosa
+87,5.3343911230272685,3.439020831452795,1.5484781372139738,0.09884892219402122,Iris-setosa
+88,5.012977516262838,3.423968315810661,1.5093146277648433,0.22663790366723388,Iris-setosa
+89,6.1230301111996885,2.78039023297536,4.749103074672604,1.4244850552544048,Iris-versicolor
+90,6.434016496657514,2.340961714200347,5.006531295687576,1.788255840663034,Iris-virginica
+91,5.67723347505936,2.635744586936714,3.842109171281935,1.457027449782623,Iris-versicolor
+92,5.502112987366216,2.848067565193934,4.241356454672566,1.438746450230906,Iris-versicolor
+93,5.375941359598059,2.603689367731352,3.7872389341168655,0.8615933625678518,Iris-versicolor
+94,6.388489003799135,2.9493437770383544,5.446490795676002,2.1120314829057167,Iris-virginica
+95,6.405994394419163,3.2653574305316306,5.652760472966678,2.343403260287661,Iris-virginica
+96,4.4572905239725955,2.753179130842745,1.1897889490642488,0.10699306198550174,Iris-setosa
+97,4.921479204223469,3.3428885679519285,1.3023890478228963,0.05202931843942235,Iris-setosa
+98,5.9801993365861055,3.0875696183120582,5.468590712176811,2.1352358127688467,Iris-virginica
+99,6.225452887008727,3.1654081183282696,4.54075462492045,1.7665377169672751,Iris-virginica
+100,4.761949830043461,3.3594668127460436,1.674406084182125,0.16030387714427974,Iris-setosa
+101,5.822386530773665,2.5501213146146666,4.659324606581779,1.468109941894345,Iris-virginica
+102,5.202997166691404,3.451124714184495,1.395686935816916,0.16747735356991147,Iris-setosa
+103,6.402985996762366,2.8927256438977422,5.127215323313536,1.4514574973548469,Iris-versicolor
+104,5.301631358458489,2.8049256015070085,4.169277053945082,1.1805506527004463,Iris-versicolor
+105,5.611815537061412,2.73424874989168,4.811593884528751,1.237986949596578,Iris-versicolor
+106,7.411859066194191,3.1647267324836106,5.864167911023369,2.1907699641926306,Iris-virginica
+107,5.848014452460498,2.5838311385945847,3.7669407619036965,1.0596039351168685,Iris-versicolor
+108,4.6217894662638646,2.371564607461754,3.662564508069424,0.9862703470373739,Iris-versicolor
+109,6.00639410581923,3.044726290719558,4.655724735084438,1.5209729942413739,Iris-versicolor
+110,7.274143398944337,2.7186518619601765,5.686910704082069,1.4325415908025159,Iris-virginica
+111,5.6857416641778915,3.5694200109432934,1.84353062487396,0.37472002337649535,Iris-setosa
+112,6.273487946396127,3.1766586287852823,5.2209354642687,2.2862045574404593,Iris-virginica
+113,6.006593472965033,3.261606877402466,1.7090008819989437,0.5583239973714544,Iris-setosa
+114,5.446488169379558,2.707224276362716,1.1518405020773321,1.3183540030426415,Iris-setosa
+115,6.228809571774089,3.1517381597070915,5.078306770850806,1.8252165498463886,Iris-virginica
+116,6.108206672192915,2.693935566505926,4.606528227163304,1.3648437951469636,Iris-versicolor
+117,5.188937115889278,2.6753906904089453,3.3750449959882056,0.9622715480393391,Iris-versicolor
+118,6.495994744366915,3.9532409709281335,1.849685250510196,0.49310528264085896,Iris-setosa
+119,5.474194913545015,3.964634839113347,1.4210896177003578,0.3055235507074149,Iris-setosa
diff --git a/iris/tvae/2/20/test.csv b/iris/tvae/2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/20/train.csv b/iris/tvae/2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/20/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/20/val.csv b/iris/tvae/2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/21/synth.csv b/iris/tvae/2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4766f98a1dc04ecc916888c354d2a191280357b2
--- /dev/null
+++ b/iris/tvae/2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.47972194479321,2.89199748368526,1.5666543976013036,0.05730890605695141,Iris-setosa
+1,5.969881975391638,3.2405072620775064,4.965162916605123,2.0229727891830667,Iris-virginica
+2,5.745622518036425,2.480386959340919,4.151548152144543,0.9420369752966063,Iris-versicolor
+3,4.58550076546959,2.98211344899699,1.3948876499335758,0.18297092049950908,Iris-setosa
+4,5.3870198209220455,2.6466040713128245,4.065017538601637,1.3216758198460197,Iris-versicolor
+5,5.7074837681145,2.7087675698029074,4.644641161012944,1.7430371227325976,Iris-virginica
+6,4.554251509839382,2.897889920311865,1.5519573404962557,0.07441361711772893,Iris-setosa
+7,5.121751062094775,3.2940156682314914,1.7575829019187625,0.2704655540310783,Iris-setosa
+8,5.2783165926082,3.6203290854010386,1.5616614487949132,0.21328602915371658,Iris-setosa
+9,7.355345540796328,3.1019721265734006,6.688998170992155,1.927594374248399,Iris-virginica
+10,5.360914393563504,2.8158102414088213,4.500043551072895,1.2606884104457585,Iris-versicolor
+11,6.716802559189082,2.9492302638227397,4.873762501386111,2.1590442594367323,Iris-virginica
+12,6.941583509020477,2.6191449559426925,5.404455409279111,1.5711257366275515,Iris-virginica
+13,5.591649039190384,3.1800464570407887,4.407314269029414,1.3509349879554229,Iris-versicolor
+14,6.094300958896816,3.004060946926412,4.060342064343492,1.435573938342872,Iris-versicolor
+15,6.702531042613653,2.949856970696746,5.439154299189176,1.8513317902105695,Iris-virginica
+16,5.446975366601625,3.2591446314382972,1.4494773163885035,1.541915873122369,Iris-setosa
+17,6.60120343172444,2.611959273063254,5.466438023965322,1.7244864585096176,Iris-virginica
+18,5.840386148788685,2.9789381502447103,4.984166746110517,1.942712642531379,Iris-virginica
+19,6.249583044618948,3.062444458493745,4.61932483498944,1.270878528887241,Iris-versicolor
+20,4.723421123233552,2.916530102984008,1.2355742519039126,0.21049412616252955,Iris-setosa
+21,4.788973882961618,3.238498442793192,1.3410118439707368,0.1707599998222868,Iris-setosa
+22,4.914146983353324,2.8497896625217516,4.777906443486114,0.3511948996261104,Iris-setosa
+23,6.013916999297792,2.9217551825651533,4.434232342848218,1.3440805179531081,Iris-versicolor
+24,5.953248129778219,2.9817587858441303,5.075556386210838,1.6353152729616944,Iris-virginica
+25,4.806282733630667,3.263266449460938,1.417368464250875,0.25899722182716217,Iris-setosa
+26,6.246723136824916,3.127348366146605,4.7980412479994765,2.107160636277882,Iris-virginica
+27,5.872161174376181,2.581014949673013,3.8545601264770335,1.2656414804063778,Iris-versicolor
+28,6.1752354429716085,2.935943063990808,5.023666838146182,1.6901417277446296,Iris-virginica
+29,4.939920220355689,3.3691956634421345,1.42959441269353,0.2944033510742491,Iris-setosa
+30,6.916062974568493,2.90325027910385,5.765262382556786,2.268260571359545,Iris-virginica
+31,5.176614108692378,3.4139508965645886,1.2464917362868353,0.11631361475351792,Iris-setosa
+32,4.51049106568067,3.626272915273956,1.5653398407778167,0.14738849835052542,Iris-setosa
+33,5.2199416686323055,4.423797986655542,1.243950218586317,0.15815496161593218,Iris-setosa
+34,5.672201387859293,3.1471363695713985,1.471064299823019,0.21214947422041128,Iris-setosa
+35,6.2808072394536065,2.9545822682041827,4.092803815624316,1.3970601869537613,Iris-versicolor
+36,5.311613923401543,3.3870949274550655,1.3558784831099349,1.3983197623441335,Iris-setosa
+37,4.749589090328123,3.025372636111721,1.336657425550784,0.13943729547077027,Iris-setosa
+38,5.100499825377059,3.628689935040616,1.4793373852793064,0.3732235095477879,Iris-setosa
+39,6.230902984244873,2.61151548789028,5.066178509484473,1.8953119794675588,Iris-virginica
+40,5.1998654897975936,3.0825680155958595,1.5872764245949649,0.4812118356367213,Iris-setosa
+41,6.72748267643629,2.800326253283279,5.427387333370748,1.6963529417770309,Iris-virginica
+42,4.8505306826695955,3.219316137312785,1.6768520161549,0.42375308484094804,Iris-setosa
+43,4.8105898811821195,3.2540619999515448,1.2005824081087133,0.2945076923526025,Iris-setosa
+44,5.763071939558977,2.755368836715101,4.706646995936437,1.3710211649283504,Iris-setosa
+45,6.095029103709277,3.2000928408092286,5.094144714988415,2.224825861300754,Iris-virginica
+46,6.393371601508455,3.0992673610898898,5.200721768387434,2.1308799274254193,Iris-virginica
+47,4.646778005056457,2.8409148647204727,1.594971569986582,0.2860953995751925,Iris-setosa
+48,6.496485296604498,3.057099699186409,4.91623676117833,2.073543176022583,Iris-virginica
+49,5.505283792496225,2.9735355739009854,3.859081529127458,1.3098584346628683,Iris-versicolor
+50,4.633865611938196,3.1068252535017833,1.2777872462100641,0.1905964597354004,Iris-setosa
+51,7.662599267593602,2.803379885787688,6.679088197316453,1.7768408552973194,Iris-virginica
+52,6.545121613773819,3.045521371995763,5.504118903779975,1.7563740821921217,Iris-virginica
+53,5.449342254803794,3.111337546082238,1.5496521677228032,0.45878561454397415,Iris-setosa
+54,4.688623154101949,2.8014020530232435,1.485381952387133,0.06419531029429867,Iris-setosa
+55,6.261902380345483,3.1195192666094513,4.987055467815777,2.0809086791271336,Iris-virginica
+56,5.821828142403389,2.226244802309989,4.04295272982679,1.180515387320682,Iris-versicolor
+57,6.144120703142494,2.6867730111463057,4.4187417673647715,1.7624174069710492,Iris-versicolor
+58,5.539520735946051,3.014826757164541,4.709648343944691,1.4504076061591307,Iris-versicolor
+59,7.1261287264024356,2.9639945225067423,4.586741753915639,1.0807354622241152,Iris-versicolor
+60,5.490622787069606,3.1678611624172484,1.4025943558509169,1.052076849988499,Iris-setosa
+61,4.6358043622886,2.9009154223894362,1.3293247339987289,0.21668695586374528,Iris-setosa
+62,6.252701211363936,2.8146820310453355,5.088578878018231,1.7034826146407105,Iris-versicolor
+63,6.174617473132717,3.4993004340091103,5.184164509220669,2.443684332500698,Iris-virginica
+64,4.904979392216411,3.0303554316723913,1.350974067194053,0.17135075421984697,Iris-setosa
+65,6.629525122565945,2.893943016177634,5.192627904340108,1.7426368681557947,Iris-virginica
+66,6.280427083308429,3.577351198293476,5.417596841351338,2.2993628155903485,Iris-virginica
+67,5.71945444319605,2.8634670871652004,4.356216321424927,1.1327383636341295,Iris-versicolor
+68,6.596460357535403,2.595770688755017,4.545283063951519,1.1366996795868185,Iris-versicolor
+69,4.9794156923105195,3.5694016304091205,1.4765264086826606,0.19578913881195503,Iris-setosa
+70,5.496495726410348,2.9396581585298125,4.168777223366236,0.9447322834813755,Iris-versicolor
+71,5.538018691225297,3.1419951102995847,4.391573318186151,1.1275913344313637,Iris-versicolor
+72,5.783994180600037,2.6910853287347383,5.1470001705524995,1.7737948400561503,Iris-virginica
+73,4.979348916291968,3.1010261076076753,1.3344148935100095,0.08913857156487265,Iris-setosa
+74,5.781626430252168,2.8207318764205103,5.181471416515766,1.7905964796418585,Iris-virginica
+75,5.158915318818037,3.3252778471077518,1.6407758745959713,0.3463223232694146,Iris-setosa
+76,6.385688506347914,3.0837309055536015,5.052182669258955,2.2488792247950746,Iris-virginica
+77,5.22257695066795,2.645404939619259,3.725165672041755,0.8556846942683646,Iris-versicolor
+78,5.9375435680034725,3.0681137190283954,4.640115340927196,1.9123684226511097,Iris-versicolor
+79,6.203645459934692,2.968680758345501,5.600883341969079,1.7575899814455482,Iris-virginica
+80,4.815530206228848,3.74198173974754,1.7031871603608084,0.2647715665834811,Iris-setosa
+81,4.82312150455868,2.146992512097139,3.532389094969372,1.0622906207626586,Iris-versicolor
+82,5.456481756123181,2.9092771575886998,5.083390293732501,1.5349201267462445,Iris-versicolor
+83,5.799678938027269,2.7183930044574303,4.922610434664217,1.627669120850733,Iris-versicolor
+84,4.562366243091289,3.031217709028707,1.315267905435358,0.1143132820486514,Iris-setosa
+85,5.594285637871176,2.8872301460376217,4.942326586070845,1.6727095619877534,Iris-versicolor
+86,5.272475975413065,3.104195753180691,1.618475025016256,0.12573955307552667,Iris-setosa
+87,6.040497501077359,2.506174197918416,4.236150158214149,1.1141128685541801,Iris-versicolor
+88,5.618681450669007,3.0982097630936543,5.098587032741328,1.7175078601684342,Iris-virginica
+89,6.742115058006369,3.0996584634499937,6.114453879863749,1.847071079784188,Iris-virginica
+90,5.541454155953609,2.9462615147075875,3.4404438387791725,1.272850005096462,Iris-versicolor
+91,5.220557818325166,2.691575820369886,5.133969053313409,1.6116859696558283,Iris-versicolor
+92,5.828423036035802,2.6241269204429676,4.211798090402236,1.1717281382485947,Iris-versicolor
+93,5.28848458640029,2.891568855204394,4.048332087792038,1.090503508771563,Iris-versicolor
+94,6.317178271581692,3.2045547929853813,4.481175288270119,1.5701365131353615,Iris-versicolor
+95,6.404350858148137,2.9968821477469736,4.736331253849271,1.244160172414647,Iris-versicolor
+96,4.533171530251114,3.3603426103177783,1.2526990341117699,0.1090731222334996,Iris-setosa
+97,7.069375095095258,2.509431800706752,4.836580627676193,1.3883204510588458,Iris-versicolor
+98,5.806606762985681,2.907548163923604,4.742691688284337,1.5319659513920503,Iris-versicolor
+99,5.625236670671057,3.07568109516723,1.334619114278117,0.3305379323591092,Iris-setosa
+100,5.40185441387832,3.039980822323306,1.4936470485460789,0.10047382010790337,Iris-setosa
+101,4.9687728809407385,3.0506082592976624,1.4265145209116983,0.06350915030340157,Iris-setosa
+102,6.441654284564383,2.909945310377456,5.249067255955119,1.5831068555317787,Iris-virginica
+103,5.038522200924697,3.363950633237656,1.455976180399642,0.36154820587050784,Iris-setosa
+104,5.30803286230866,3.0635715701699793,1.4527105815689156,0.34000915605560456,Iris-setosa
+105,5.1322264267304165,3.8240358880545586,1.7008090172044588,0.38856844931424595,Iris-setosa
+106,5.4981021745868395,2.9136793839355537,4.427698986492098,1.500039755705201,Iris-versicolor
+107,5.56857525423464,3.0255126605583293,1.2697584862663662,0.28934307555868966,Iris-setosa
+108,6.449939534105413,3.0162510011894876,4.9583258511273245,1.4635004346717577,Iris-versicolor
+109,6.3199366348804125,2.511276975748062,5.415952072552538,1.7058916904277805,Iris-virginica
+110,6.50953463504879,2.8902322387452495,5.39876958007642,1.8960193194431425,Iris-virginica
+111,5.197721737093417,3.6371650229591217,1.4217203537647334,0.26436345919474313,Iris-setosa
+112,5.094483726010333,3.1849658213018555,1.3324241871343958,0.19629082304556827,Iris-setosa
+113,6.368606649924232,2.7478521728058816,5.400271322035286,2.0651391679357243,Iris-virginica
+114,6.008194163131314,3.3190426911608815,4.91267026667434,2.253861000622342,Iris-virginica
+115,5.098796129963295,3.526770253805062,1.456136023877122,0.19587032584396225,Iris-setosa
+116,4.702599717891113,3.383294240883655,1.4116515133623293,0.34182861862387076,Iris-setosa
+117,5.141401565124062,3.652672133469485,1.0169645448724913,0.18920414622347986,Iris-setosa
+118,6.581343579537411,2.9170280671692748,5.163129459308271,2.1075697996422127,Iris-virginica
+119,7.123780697981769,2.8552151049981176,6.155928755847264,2.1760126551916725,Iris-virginica
diff --git a/iris/tvae/2/21/test.csv b/iris/tvae/2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/21/train.csv b/iris/tvae/2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/21/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/21/val.csv b/iris/tvae/2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/22/synth.csv b/iris/tvae/2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d15983de416567f6645e973d06005f18d253b69c
--- /dev/null
+++ b/iris/tvae/2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.414076646381824,3.0789298638026414,5.379648827872488,1.6426927623555518,Iris-virginica
+1,4.9958647438235815,3.071862587202827,1.5008988708066242,1.3295435936287907,Iris-setosa
+2,5.153929932684122,3.4441856686939483,1.6000053229087239,0.3306088554750125,Iris-setosa
+3,5.280627415890819,2.9185229924950145,3.944087054501605,1.1908959644237482,Iris-versicolor
+4,5.540090611894465,2.7111146857677797,3.272383057157467,0.9823463685654674,Iris-versicolor
+5,4.474925610656646,2.849159823044753,1.3966437636026743,0.15924573990203827,Iris-setosa
+6,6.470956322896288,2.9285137151609844,4.853433053041277,2.019707800968981,Iris-virginica
+7,6.322911074561261,2.7690502919458533,5.269717425237824,1.986550047435615,Iris-virginica
+8,5.726922464352374,3.0547110711319045,1.4779193905891068,0.37494214014430943,Iris-setosa
+9,5.710065239429118,2.7052328392421163,4.005195597362842,1.5538505089117614,Iris-versicolor
+10,5.110281956266628,2.7003365364709233,1.4775268020150598,1.0970111896671666,Iris-setosa
+11,5.012527049498843,2.7593906281288367,4.184762330751093,1.1388260619826394,Iris-versicolor
+12,5.761671968402525,2.850112594622564,1.3110856661551062,0.23140502190459766,Iris-setosa
+13,5.9701384324458475,3.305343574513257,4.860971240515261,1.4215941077819139,Iris-versicolor
+14,6.3931161912363,2.838227784428265,4.8338365807357135,1.595423729078365,Iris-virginica
+15,5.305660404730286,3.794875104283818,1.4684701476592024,0.3436844714397523,Iris-setosa
+16,5.398899200957013,3.5529534555097797,1.7739997460936456,0.44972387405705805,Iris-setosa
+17,6.264712827694619,2.886891404489864,5.265696318764357,1.461123129021318,Iris-versicolor
+18,6.320421625197559,2.611841575716825,3.6592111816190487,1.3756356178412334,Iris-versicolor
+19,5.743185460494716,3.098350044041893,5.200076526126223,1.3033471781024788,Iris-versicolor
+20,5.629979862580519,3.1350217336703112,4.98914178608881,1.6554264798326117,Iris-versicolor
+21,5.624136344657113,2.7264951646066016,4.815589922140678,1.7780309012435127,Iris-versicolor
+22,6.281208079647807,3.3342662723317535,5.365258588710596,2.12089526922437,Iris-virginica
+23,4.799890428369599,3.3448910942485868,1.6634979712105535,0.12650360197739094,Iris-setosa
+24,5.949611421742862,3.3764862216644804,5.112977043273177,1.3608614804901906,Iris-versicolor
+25,5.640267703491655,2.944871672619747,4.8455038551192064,1.5091357639528438,Iris-versicolor
+26,5.261010511776372,3.992819880634782,1.563903888459347,0.3708543948980678,Iris-setosa
+27,6.131911670190977,2.6367554269694984,4.706120006115365,1.921636805904509,Iris-virginica
+28,6.343431489834878,3.0534532595158392,4.580424767050272,1.735182450688598,Iris-virginica
+29,5.964766978474483,2.952971200451771,4.523003480640889,1.7122503078561822,Iris-virginica
+30,7.044380781210167,2.8249405770384,5.769892725647313,1.9305391369895535,Iris-virginica
+31,5.266566101317701,3.048611979192923,4.337189304744548,1.6666204011027579,Iris-versicolor
+32,6.38900988486983,3.15422445493237,4.858636680523827,2.064514584993075,Iris-virginica
+33,6.506850421545691,3.86084425341115,5.406832524023878,2.4194205337773953,Iris-virginica
+34,5.573961741193649,2.930789388833029,4.901958721027292,1.7488179634200987,Iris-virginica
+35,5.925034866919323,2.8814679333004385,4.661906170564551,2.0308130721624864,Iris-virginica
+36,5.115200557393178,3.7836101285318398,1.3599995528206312,0.2513483271933024,Iris-setosa
+37,6.185965599739928,2.991059630964104,4.718040475815437,1.7706295357322175,Iris-virginica
+38,5.597148649253505,2.85703028349759,5.071468358738007,1.5771983234223572,Iris-versicolor
+39,5.861033647703091,3.1378356396748996,4.92176061035696,1.3762380027584995,Iris-versicolor
+40,6.349322503310346,3.15380987011275,5.047478634010388,1.6246003508418787,Iris-virginica
+41,7.298649818245971,2.6063100789787885,6.315425299185596,1.906416305791476,Iris-virginica
+42,4.5513967721230175,3.0037968962029784,1.4625314482823226,0.045063727040909385,Iris-setosa
+43,6.964329574606744,3.519142692142643,5.574758785826502,2.3447061337336503,Iris-virginica
+44,5.810408087624116,2.8414751581456157,4.3040070399743025,1.3879404412921168,Iris-versicolor
+45,4.978675498380584,3.927105633606918,1.3922823846341534,0.34325935531589385,Iris-setosa
+46,5.659756386713855,2.648820743560232,4.291104277630473,1.3845358339972997,Iris-versicolor
+47,6.2482412694393155,2.6235580258904463,4.37872597084889,1.5051863906293883,Iris-versicolor
+48,5.640289311406727,2.9770585062299,4.289883712071349,1.401018475123429,Iris-versicolor
+49,5.768176905862828,3.156316517885408,1.645601010607387,0.447068622794368,Iris-setosa
+50,6.270183957120193,3.763035226783403,1.077940673720225,0.19723862097349204,Iris-setosa
+51,5.034178876923744,3.087722794240924,1.1359855529631235,0.032619208917384096,Iris-setosa
+52,4.52978521460444,3.081231411235551,1.7201429271349247,0.32974776088564406,Iris-setosa
+53,6.1352514442822095,3.1856677684975505,4.98634801227846,1.7056247668097415,Iris-virginica
+54,5.554973803552106,3.1808485584470603,4.640260302200765,1.658480287001817,Iris-versicolor
+55,6.135929731288643,2.91866766252044,5.039935606112689,1.4474469422737397,Iris-versicolor
+56,6.1581599332607135,3.1152182601787266,5.576343093035789,2.0136331329587973,Iris-virginica
+57,7.543794948480148,3.3921951739710514,6.324544339856844,2.0176288355494263,Iris-virginica
+58,6.1853719362400374,2.9708100810280347,4.661315991100582,1.829379943030387,Iris-virginica
+59,4.63174958378696,2.9986816420970315,1.2578217631164197,0.15641481420632936,Iris-setosa
+60,6.074055956141405,3.1136306133134024,4.56511686553402,1.1980329201041078,Iris-versicolor
+61,4.690013483785547,3.1140930774117836,1.5415673708833204,0.13986585052333367,Iris-setosa
+62,6.347659429958321,2.582268784501962,5.837979727382216,1.7581663756964876,Iris-virginica
+63,5.607655811440528,3.4636972509619843,1.3747018872379941,0.8815329543685521,Iris-setosa
+64,5.977922224028865,2.7489297408873057,4.936111607245125,1.7519769827830203,Iris-virginica
+65,5.531496656852553,3.552150699107496,1.5602253186435433,0.3373680332009832,Iris-setosa
+66,6.116115456957562,3.0888527225464517,4.47434876972654,1.3236547448816458,Iris-versicolor
+67,5.827997259086972,2.669128694558616,4.225856952744617,1.6791621412348876,Iris-versicolor
+68,4.925165708611723,3.564138744512117,1.2404477422558282,0.1194547012141648,Iris-setosa
+69,6.479529005987083,3.3513563454420017,5.382280754727474,1.8342248516047275,Iris-virginica
+70,6.395478255604696,3.0770551542540443,5.060176988485129,2.1973717519374514,Iris-virginica
+71,6.031720966388838,2.6847996894668746,4.923012714461069,1.635769053525196,Iris-versicolor
+72,4.7031648411647,3.2628843292761065,1.5055775111471583,0.2944964757729415,Iris-setosa
+73,5.117233412990589,2.492816363307558,3.6179880238976225,1.2500703061691651,Iris-versicolor
+74,6.960352891456841,3.4456098456747863,5.679919415340231,2.551650402364546,Iris-virginica
+75,6.344681932833015,3.189326359424396,4.859220408972933,1.8378164299308262,Iris-versicolor
+76,6.502941980444885,3.028185379666072,5.191807560288649,1.8479123368379828,Iris-virginica
+77,4.684098906695452,3.360444233024907,1.5090597478515326,0.15070097064822474,Iris-setosa
+78,5.744703530876963,3.327449484648608,1.696355831142769,0.3717644513892497,Iris-setosa
+79,5.476106692063178,2.708372919426435,4.691924570902444,1.5036538112450055,Iris-versicolor
+80,4.745344569068912,3.087087847951547,1.3205125025399542,0.25485328028172827,Iris-setosa
+81,5.6327671967247985,3.263514820358136,4.169588044540889,0.691389016706032,Iris-versicolor
+82,6.2779249454925745,2.592420522010379,4.5119045560550655,1.7608129981688847,Iris-virginica
+83,6.252752514818379,3.0221981603102845,4.991804923393001,2.1930373550107727,Iris-virginica
+84,6.118338867436199,3.076487841280861,5.462044999571383,2.3086642242723547,Iris-virginica
+85,5.511869687087764,3.3968954463835437,4.656581449487186,1.461314104913796,Iris-versicolor
+86,6.6283439792651375,2.716643684593938,4.8766704718843386,1.391679281871875,Iris-virginica
+87,6.132726215246528,2.6893648450132885,5.1471340897463245,1.9256731901415514,Iris-virginica
+88,6.685659629952697,2.825477581275517,5.582532783361082,1.3905703080035383,Iris-virginica
+89,6.044341041616921,3.3835970758516276,5.458842615004296,2.136108981541887,Iris-virginica
+90,5.729081162945556,2.802099643774539,4.74213082130407,1.612774717228555,Iris-setosa
+91,4.732279603065187,3.2386862346382266,1.6990611657408428,0.3567813632325581,Iris-setosa
+92,6.173145004686719,2.5219775279085646,5.175319608036183,1.5063609647890621,Iris-versicolor
+93,4.957917437789382,3.6420040397458004,1.1655056561039534,0.005009082542148546,Iris-setosa
+94,6.049105015509011,3.1202244722789465,4.2269218759650755,1.468431629594079,Iris-versicolor
+95,6.188814076876354,2.7145813156881218,4.7595138270394965,1.6164558795343726,Iris-virginica
+96,5.5862728812410385,2.857008923785435,5.397435550825315,2.0022982842395667,Iris-virginica
+97,6.373928377163781,2.901919608139118,4.70056068125357,1.9948459428949086,Iris-virginica
+98,5.3269860873837604,3.3209003541020974,1.3287560023196632,0.9210801896854196,Iris-setosa
+99,4.930501097819171,3.0441833201969724,3.5811526311050077,1.2157471231790753,Iris-versicolor
+100,4.973613937710778,3.3151000003958186,1.6733559641375662,0.22099383054913116,Iris-setosa
+101,6.649423654846504,2.561319832894556,5.4200356327158685,1.6435185542844415,Iris-virginica
+102,5.304366873103417,3.3253286773419686,1.449482901553516,1.112898580191937,Iris-setosa
+103,5.0256663035796105,3.1206712666500778,1.6071817714154653,0.4818564764899331,Iris-setosa
+104,5.261079356982219,2.9965543412095665,1.2901706907626673,0.2547142295664961,Iris-setosa
+105,5.992648837676858,3.0968670521926924,5.388577915114793,1.6677528214863848,Iris-virginica
+106,5.092070245028032,3.6627782824310016,1.501182781731991,0.027274573252891704,Iris-setosa
+107,5.953764895558935,2.926936196409146,4.725540949378006,1.6508485396610821,Iris-virginica
+108,6.223651846763287,2.790410408844466,4.021767230061632,1.2788932843570209,Iris-versicolor
+109,6.543826021143802,3.1496905011731937,5.717679864933928,2.378206032778224,Iris-virginica
+110,5.606929421418567,3.0477340553693706,3.6688214589054806,1.3543893714951678,Iris-versicolor
+111,5.039113546539341,2.903996238609814,1.4594600594140288,0.2631723467664777,Iris-setosa
+112,6.651483507860982,2.9216850411249373,5.47524639757366,1.719184665794015,Iris-virginica
+113,6.708430583694891,3.5239466214150683,5.2526863698024515,2.2143637065156043,Iris-virginica
+114,5.809034437888953,2.60885675369818,4.14000389009436,1.166863360374804,Iris-versicolor
+115,6.785664328397679,3.3750471133636464,4.800598522541012,1.2864617224109334,Iris-versicolor
+116,5.041867606070818,3.5701973898253003,1.3851017914985575,0.28617782477765186,Iris-setosa
+117,5.751215093159134,2.781370710228184,4.601781144970083,1.1486956427471045,Iris-versicolor
+118,6.631306279497063,3.0897505475703304,5.362936599228672,1.6327800692068482,Iris-virginica
+119,6.266664349344275,2.8655585549091382,4.903361498801221,1.770244347201349,Iris-virginica
diff --git a/iris/tvae/2/22/test.csv b/iris/tvae/2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/22/train.csv b/iris/tvae/2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/22/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/22/val.csv b/iris/tvae/2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/23/synth.csv b/iris/tvae/2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24d8b1527eaab06a8d1ece98a7441331024cec2d
--- /dev/null
+++ b/iris/tvae/2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7348631931809635,3.271345036291136,5.25482767735,2.1223200285546,Iris-virginica
+1,7.061363804010534,3.396286884023134,5.845475216202859,1.9998155192534095,Iris-virginica
+2,6.0599718193290295,2.891487171210447,5.080987225970686,2.0512482076343783,Iris-virginica
+3,6.4817244219233325,2.683826864952077,4.672838205789541,1.581441763340458,Iris-versicolor
+4,5.644600368119274,2.5253732798717343,4.707423558259538,1.6970190049994798,Iris-setosa
+5,5.958922807782912,2.9928714613993,4.219122406783033,1.340417591358758,Iris-versicolor
+6,5.874786549078702,3.2583841707347396,4.431852789142215,1.3873102116087375,Iris-versicolor
+7,4.825548739776054,3.322962076851008,1.3652838457719805,0.3505172358557331,Iris-setosa
+8,5.021326537098971,3.2721277301295966,1.6933782579391496,0.43549479398432034,Iris-virginica
+9,6.774675211683047,2.8422482864906744,5.4349009528266965,1.6372621588222782,Iris-virginica
+10,6.397973240128163,3.4198827187049026,5.251533193244376,2.060497226206387,Iris-virginica
+11,4.545041872208975,2.7032125885751244,1.2361503563527423,0.12349759754583092,Iris-setosa
+12,5.174737177462105,3.5615637638475754,1.7257182682252146,0.2967371282319264,Iris-setosa
+13,6.155352653707615,2.145031207415261,5.195884079245371,1.399104513163399,Iris-virginica
+14,5.28045520410203,3.419366880200755,1.368979328815975,0.42024862394512025,Iris-setosa
+15,6.375375880840803,2.943325285726376,5.091469922081337,2.056372252122167,Iris-virginica
+16,7.253395065665083,3.737419707163779,5.70401992926923,2.4467237423727264,Iris-virginica
+17,6.370961461053772,3.0757496168023053,4.114175632882645,1.7566046848746149,Iris-versicolor
+18,5.9688145168322695,2.925383471009229,5.4258226688699,2.083453076882381,Iris-virginica
+19,5.0976065797601295,2.710655154428938,4.2684121149815235,1.1701042884295738,Iris-versicolor
+20,5.548349441306147,2.7485071591798143,3.782818663159234,1.4276533093275172,Iris-versicolor
+21,6.6155771889933,3.1610710189176805,4.52284121464535,1.260296116983233,Iris-versicolor
+22,6.553002804066244,3.1137618857546356,5.394590620683478,2.2144898613942643,Iris-virginica
+23,5.0282388176448904,2.456474919341086,3.707199106613378,1.1710698777007957,Iris-versicolor
+24,5.385129478512956,2.787548571282369,4.567948301198089,1.3523693450225927,Iris-versicolor
+25,6.456574560499518,2.8968752831979736,5.8761380409238635,1.6791994468921465,Iris-virginica
+26,5.591375493227723,2.8260725765991896,4.222834926394884,0.9112657805218318,Iris-versicolor
+27,6.847012572067573,2.9784232534800976,5.270723496305191,2.136242737601044,Iris-virginica
+28,4.887190288448655,3.2437139125638135,1.562873845569679,0.27244020036636296,Iris-setosa
+29,5.778522873680826,2.6875073310719775,4.2246712635106025,1.1008889183313926,Iris-versicolor
+30,6.73379808756747,2.8770315246233613,4.621625131320233,1.446099330806974,Iris-versicolor
+31,5.531547355319251,4.390181090045064,1.4383800783360916,0.2137706814996467,Iris-setosa
+32,6.896151562745834,2.8352101439366666,5.4816826523861995,1.7104011195934208,Iris-virginica
+33,5.017721310811311,3.0710770313356495,1.3190790845191132,0.27343270622605886,Iris-setosa
+34,5.730292034317163,2.469824284638349,3.594469292522991,0.8188822840171671,Iris-versicolor
+35,4.821265693015474,3.4578697718775255,1.5061966870076964,0.17527733883933033,Iris-setosa
+36,5.291281277812785,2.7776076745907954,4.405986117432316,1.456771655262547,Iris-versicolor
+37,6.245532557413941,2.787122909028669,5.043514068823058,1.7093374537857786,Iris-virginica
+38,5.806119562951554,2.8835300569683593,3.6789841504685543,1.0767062940920646,Iris-versicolor
+39,4.4856756894788,3.072534563571888,1.4154132328641853,0.10766565913870083,Iris-setosa
+40,6.983947673880351,2.8989668885575495,6.236242463879104,2.166166268165415,Iris-virginica
+41,6.190842817974628,2.7826480272649023,4.1208194069697,1.3589241952427968,Iris-versicolor
+42,5.899365245158423,3.264830083154091,1.4205747797741504,0.26540082893011147,Iris-virginica
+43,5.293619018116747,2.8529256687172833,4.86954248525084,2.265152021534528,Iris-virginica
+44,6.122031307011873,2.658024343889591,3.978582214092604,1.2210124906370257,Iris-versicolor
+45,4.5627217448592905,3.029873039484367,1.5572387773700544,0.16825113175633186,Iris-setosa
+46,6.111213715233141,2.7583526981162043,4.637866556740079,1.4415706725065625,Iris-versicolor
+47,6.821699378265536,3.106773107212674,5.714088350221225,1.8685076285744542,Iris-virginica
+48,5.249477036051035,2.9437627174238066,1.6428096964799952,1.5310161837009983,Iris-setosa
+49,5.752260811622859,2.637224947558205,4.549898658173697,1.456133794631865,Iris-versicolor
+50,6.388029924180238,2.4623456421305785,5.61526040723126,1.437129312806642,Iris-virginica
+51,5.834365672454992,2.703346328819287,4.880707249967464,1.5412400356379943,Iris-virginica
+52,7.702859874626433,3.374136044524832,6.597716118243267,2.1370715725392344,Iris-virginica
+53,6.951700005918213,3.4696418348271645,5.491021059022904,2.0810024887367726,Iris-virginica
+54,5.573946386144043,2.909032465485406,4.924511611781932,1.9698164286412767,Iris-virginica
+55,4.5312749993436325,2.880417076552754,1.4557440634306733,0.28160501748204075,Iris-setosa
+56,6.944829081144875,3.1296961181641083,4.989108632047181,1.5520463146923762,Iris-virginica
+57,5.154424085081404,3.071994380496395,1.4696208414051775,0.08980557096906813,Iris-setosa
+58,5.934958218930004,3.06947210761408,4.604204649744115,1.5257070955982561,Iris-versicolor
+59,6.910624970598066,3.178077146317502,5.512502498754886,2.306110201488937,Iris-virginica
+60,6.355479847333833,3.0135053069776454,5.279093915041552,1.652327445561606,Iris-virginica
+61,4.937071640033103,3.5760133417092046,1.1667077432939161,0.13460715852051564,Iris-setosa
+62,5.98595636321184,3.4693980101862048,1.2997169032442908,0.23904816742267418,Iris-setosa
+63,4.7493125171779695,3.1227869968982134,1.357909038258362,0.3024138155843245,Iris-setosa
+64,5.804010841040203,3.008850680365782,4.230066070696109,1.7986735220710346,Iris-versicolor
+65,6.607801744152905,2.8899848557575356,5.257625389441525,2.269460237675148,Iris-virginica
+66,4.860672841116164,3.0928118150804913,1.255368537231946,0.203524132798588,Iris-setosa
+67,5.330467778970009,3.265310735329887,1.3084748976590377,0.3281593862404137,Iris-setosa
+68,5.667639551304127,3.088451362030474,4.575738638675831,1.480543833004355,Iris-versicolor
+69,6.113529887713858,2.799191774454998,4.801713533768866,1.5591001677422018,Iris-versicolor
+70,6.391332060581371,3.0734134109454128,5.188055309434953,1.6102644404758568,Iris-virginica
+71,4.802366520455973,3.1767618867852994,1.581194788720571,0.24645456866491788,Iris-setosa
+72,6.655225580269526,2.57717533514574,5.459831658954257,1.4473350202938977,Iris-virginica
+73,7.041427988018458,3.4120058881004462,5.23527740058245,2.6013085545668226,Iris-virginica
+74,5.561642349858831,2.9099665235791163,4.217762355306276,1.2656627252592259,Iris-versicolor
+75,5.396560302870392,2.8494793998671426,5.033957176349358,1.7056404059867416,Iris-versicolor
+76,6.1812304410778225,3.141826643115962,5.072540488958054,1.524571861741503,Iris-virginica
+77,5.094278136745494,3.3900118251222984,1.5966845112952455,0.31285751238700077,Iris-setosa
+78,6.107680418432828,2.7691478797396427,4.872579594397277,1.8298954512329197,Iris-virginica
+79,5.568114691056044,2.9726160060813824,4.494202086258175,1.3556924073667205,Iris-versicolor
+80,6.045689294157825,3.0098818865613532,4.614516521360462,1.5140340733390516,Iris-versicolor
+81,6.65431594646934,2.81169609192327,4.885327858829208,1.5109662345887491,Iris-versicolor
+82,4.654285060367463,3.3651491104711617,1.4802473643830927,0.11397917107421654,Iris-setosa
+83,6.998540239308501,3.6265926524149315,5.51447572874149,2.137581994883344,Iris-virginica
+84,6.091162476854496,2.791374906079426,3.9897366645256995,0.974330893168201,Iris-versicolor
+85,5.545512696633292,2.793641118947392,4.366513591653216,1.479342146048789,Iris-versicolor
+86,5.289975844038175,3.1948962556277793,1.444066504751106,0.19836249627210883,Iris-setosa
+87,4.7413697046159475,2.9208750426568386,1.5133906442744038,0.3283860564649155,Iris-setosa
+88,5.172552321269251,2.8581012132438532,3.949194520528079,1.0984951144702122,Iris-versicolor
+89,5.308835716253066,3.580411503155269,1.407602559594772,0.23139509029175354,Iris-setosa
+90,6.958971537200396,3.8165471385723664,5.728342893931342,2.6624851142688573,Iris-virginica
+91,5.4680218714896345,3.467678983184649,4.246479793736191,1.0480393718390157,Iris-versicolor
+92,6.172392990259002,2.5202967673970362,3.9431768828154263,1.1922829282917387,Iris-versicolor
+93,5.964103929434535,2.845320039299917,4.2881083497696375,1.4927672736115563,Iris-versicolor
+94,6.347759391844738,2.819041173094154,5.397739816940309,1.6237654507637682,Iris-virginica
+95,6.30389917639534,2.98710379577004,4.860457354675394,1.588342012090976,Iris-versicolor
+96,6.5204561415998725,3.187681872747862,5.777862862921153,2.4885173561375065,Iris-virginica
+97,5.321625177532594,3.0662840383647163,1.3648819483695516,1.0062192342408571,Iris-versicolor
+98,4.686164571023554,3.0719017023030544,1.4800279747721952,0.12569547912397414,Iris-setosa
+99,5.406895980369355,2.9325996089107385,3.9647253074449282,1.24869094740275,Iris-versicolor
+100,5.440880971244198,2.7296852057759047,5.269662567374443,1.8176435835957347,Iris-virginica
+101,6.650024684611511,3.0074639817514552,4.89860653664291,1.6365420573785667,Iris-virginica
+102,5.054942772290716,3.2597288306864143,1.602123155127436,0.4000023093869475,Iris-virginica
+103,6.093254844024972,3.1160962786893376,5.335749461500588,1.8825737552418598,Iris-virginica
+104,6.908315149796691,3.0472400582629855,5.649661856974588,1.9389742268563586,Iris-virginica
+105,6.540562883181471,2.9222387570662693,5.740090122406363,2.2734990622425344,Iris-virginica
+106,5.361246052446154,2.517082302856616,4.239826320292921,1.3606023793677409,Iris-versicolor
+107,5.911758985437829,3.166641700118947,4.502974716983117,1.363727947790369,Iris-versicolor
+108,5.9083527890543115,2.8952743084038577,5.120950698266214,2.023178516922477,Iris-virginica
+109,6.319637468270676,3.113258653308655,5.516768913028297,2.0049193320870553,Iris-virginica
+110,5.673152818780476,2.933521424857696,4.451919099248624,1.7958782066333574,Iris-setosa
+111,5.208137389081548,2.6075486473378824,3.4253014458345534,0.9177035757291337,Iris-versicolor
+112,5.0875773808809,3.311401185858259,1.1255048852711858,0.9765201178030043,Iris-setosa
+113,5.485178655911163,3.062724193201793,1.411001279790625,0.14065711477680348,Iris-setosa
+114,5.343644904076038,3.114144134947321,4.467033461819885,1.6089559793307695,Iris-versicolor
+115,5.155028016666092,3.4225716913095234,1.5060127890432558,0.3179402216596044,Iris-setosa
+116,7.013817286137634,2.7548139979955972,5.682164402711083,1.509449817061097,Iris-virginica
+117,5.866258092757377,2.7530465299878113,4.6362562997066705,1.7633527662420814,Iris-virginica
+118,5.923983449105449,2.5794921173185994,4.209571416360078,1.5021108307255229,Iris-versicolor
+119,5.756995100285103,3.0257362138414865,4.528501581005786,1.8982734894632012,Iris-versicolor
diff --git a/iris/tvae/2/23/test.csv b/iris/tvae/2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/23/train.csv b/iris/tvae/2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/23/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/23/val.csv b/iris/tvae/2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/24/synth.csv b/iris/tvae/2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1e0bb1935634f101590c8aad45b8e0fa23dc06bf
--- /dev/null
+++ b/iris/tvae/2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.222221082056358,2.5262340042499827,3.7763267623671157,0.8815141007258265,Iris-versicolor
+1,6.449835514223115,2.810728944306001,5.476449347112041,1.8163206218733803,Iris-virginica
+2,5.329929442463613,3.9134833849756316,1.6138658821717906,0.45987968562342585,Iris-setosa
+3,5.271341535119892,2.6278561264547324,3.511842076228391,0.9927882325263314,Iris-versicolor
+4,5.8014960622114105,2.6755876601065784,4.681493316800832,1.8189997544520398,Iris-virginica
+5,4.649228657509684,3.386711562124021,1.387172618560824,0.19982934842258998,Iris-setosa
+6,7.18678958397599,2.994330321517765,5.767811619113841,2.039013485690956,Iris-virginica
+7,5.905860116646514,2.659379140373091,4.940192125667056,1.467821708329464,Iris-versicolor
+8,5.8788917386572965,3.0287415640886293,5.23216084291731,2.422437001689615,Iris-virginica
+9,6.009181850182935,2.348397693619835,3.8794240311094037,1.0923904889112759,Iris-versicolor
+10,5.576100963088552,3.1891799730236157,1.5537278161090358,0.13264489122622716,Iris-setosa
+11,6.395453400822103,2.864976663796103,5.309079830033838,2.15983748786117,Iris-virginica
+12,6.197757768640697,3.080916953455448,4.423614991345437,1.5745272142946793,Iris-versicolor
+13,6.087045041894271,2.9976378981797738,5.086545690350016,1.7786645779449304,Iris-virginica
+14,5.7179037402262765,3.171721618557048,4.628045396377661,1.325703990202092,Iris-versicolor
+15,5.5994084545536165,3.117616676878618,4.758361438377911,1.5577619711600568,Iris-versicolor
+16,6.243297499021003,3.0258464455416605,4.481686158017146,1.339900895618314,Iris-versicolor
+17,5.670393470592119,2.7835247336570035,5.265836354911623,1.6699231059744828,Iris-virginica
+18,5.201301364715466,3.2257128866127833,1.5376442938688573,0.330032061970712,Iris-setosa
+19,5.336677226052256,3.984407147439058,1.4845349352584063,0.14453430253629218,Iris-setosa
+20,5.3111377041308065,3.088792599376796,4.442797390642331,1.2696867792770807,Iris-versicolor
+21,5.1077675094865365,3.3789031764800557,1.4104603794926303,0.3064091566240351,Iris-setosa
+22,6.781622827706057,3.1555745022866697,5.449117887215997,2.4257104971985233,Iris-virginica
+23,5.275291620839805,2.9596213848612805,1.3828303352130735,0.07060060017929354,Iris-setosa
+24,6.373581075362999,2.7741924258041917,5.0391361892588655,1.3390196154290004,Iris-versicolor
+25,6.2694566199535915,3.2930319187263017,5.053571573146035,1.778583370411163,Iris-virginica
+26,7.024508355767444,3.603313137736653,5.862965544973312,2.478503116043038,Iris-virginica
+27,6.566177871231787,3.202570413594572,5.111568273090192,1.986179278970177,Iris-virginica
+28,5.9981892417492535,2.9530721258312713,4.431415922702662,1.2826297173852037,Iris-versicolor
+29,5.270398359966053,2.6454947382591145,3.748540025409124,1.4342814579970522,Iris-versicolor
+30,6.809135627868443,3.1369840438198975,5.352917905690322,1.6989671736157888,Iris-virginica
+31,5.257544975673303,2.6574267651047574,3.569886123780168,1.232930464103832,Iris-versicolor
+32,5.319711108048824,3.8343253667045523,1.5331083702660657,0.461126852562595,Iris-setosa
+33,5.299486949856698,3.324943688090495,1.386830964269784,0.376617572942608,Iris-setosa
+34,6.126906670619985,3.141771753045862,4.996230151570608,2.130587273578535,Iris-virginica
+35,6.029933751612378,2.875132048841307,4.988035827434875,1.511800383663951,Iris-virginica
+36,6.3812617808580665,2.689296083331898,5.572832453891648,1.6879844197160183,Iris-virginica
+37,5.811557024017909,2.711577898048371,4.5131167004901345,1.6369375666015242,Iris-versicolor
+38,5.741897813191111,2.7298778727948276,4.6482246406158865,1.7588299380053376,Iris-virginica
+39,4.881102317720291,3.3440784828110885,1.535576715059559,0.2645962891340006,Iris-setosa
+40,5.849947785595072,2.8145107201160426,5.05383085609054,1.6149255732911336,Iris-setosa
+41,4.9099740982005855,3.3690847323871203,1.424724043440209,0.32854294359987973,Iris-setosa
+42,5.9013837457323355,2.683404242115829,5.558576226877872,1.8138026340165458,Iris-virginica
+43,6.3292293968769835,2.989934746806281,3.8404588813731753,1.2193560007159703,Iris-versicolor
+44,5.95351052016728,2.779077947826841,4.381279564299556,1.5479760374351559,Iris-versicolor
+45,6.493719022156419,3.052626417610262,5.737626383824362,1.7924040579155451,Iris-virginica
+46,4.958718080271055,3.350762902725563,1.4281797465435369,0.290507763430895,Iris-setosa
+47,6.007893170575258,2.89565726708532,5.068331080019041,1.8407219265449213,Iris-virginica
+48,6.338967567185858,3.001181200635524,4.299050664003997,1.0718643941464403,Iris-versicolor
+49,5.5931297379334755,2.799170025413133,4.358530530238662,1.6650609394600564,Iris-versicolor
+50,6.569711245543604,2.9348903732975584,4.615892561737545,1.4036808598171937,Iris-versicolor
+51,6.273082866382943,3.0706206940223,4.33290909988205,1.4161341825980691,Iris-versicolor
+52,6.395286500098891,2.7642948762039246,4.230250883892947,1.006972819997405,Iris-versicolor
+53,4.8448053267585145,3.352291135464085,1.6588289585650808,0.2188382120309322,Iris-setosa
+54,4.871254143150095,3.777455844945362,1.3818858857091514,0.3176970723782809,Iris-setosa
+55,5.70605657102493,2.645825860985669,3.6113218931936366,1.0122822647712324,Iris-versicolor
+56,4.639071957245828,3.396114999761798,1.6376807158356104,0.17645787116641742,Iris-setosa
+57,6.207180015035726,2.933986465566855,5.271667564842479,1.56243595242813,Iris-virginica
+58,6.180123393053371,3.3363957874355816,5.164352510514503,1.9239230822947437,Iris-virginica
+59,6.017938536042915,2.5856293016912044,4.424660784395609,1.4056148455266566,Iris-versicolor
+60,5.9546993196118425,2.8066021626225344,4.902682069320401,1.3812691409107951,Iris-virginica
+61,5.501647754906497,3.250321713145169,1.1168418969715637,0.1369896594510701,Iris-setosa
+62,5.371277605878593,3.4330568068229397,1.4270033444079488,1.2390921560672146,Iris-setosa
+63,6.307389334405788,3.4897144620286102,5.6898412743993685,2.5696384898757816,Iris-virginica
+64,6.884141859277802,3.12802787372629,5.55798952854817,2.1954982998570216,Iris-virginica
+65,5.208213582606374,3.5629341784518767,5.224557476651144,2.1345320421190466,Iris-virginica
+66,5.152377468790434,2.163582517826094,4.250756373755648,1.1390742972314674,Iris-versicolor
+67,5.636703169778192,2.9657015543222025,4.503571829571024,1.7431963703710918,Iris-virginica
+68,5.135502740881164,3.4265555893760817,1.5876956313797475,0.27473749322651575,Iris-setosa
+69,6.421408928211022,3.0847725146004206,4.927185409454059,1.9876043730126616,Iris-virginica
+70,5.490852177067368,2.9086594229720584,1.3438118173365456,0.17538866771460665,Iris-setosa
+71,6.405371056188553,2.7880951166378205,4.526703285901433,1.6081086086333791,Iris-versicolor
+72,5.776930786565423,2.987526145762294,4.297904147837251,1.191250938579873,Iris-versicolor
+73,5.14285349628575,3.277948820122879,4.225448398319038,1.0078965992243711,Iris-versicolor
+74,6.340493848457645,3.129158967633301,4.638207761256036,1.7514904331480492,Iris-versicolor
+75,6.425653122391595,2.792462132897632,4.260779582749159,1.2503170206763716,Iris-versicolor
+76,5.124177085768581,3.679026975018737,1.5764874027106648,0.4067121549017153,Iris-setosa
+77,5.960939045370453,2.9302622667032137,4.2886544063602905,1.3179469073434986,Iris-versicolor
+78,4.872009134910666,3.043234440929748,1.5143771404258854,0.22601708356968234,Iris-setosa
+79,4.629085922906913,2.9924230166502843,1.339763505404705,0.06515955735003262,Iris-setosa
+80,4.939851902409828,2.8623826084979864,1.2008551250839816,1.4599441757958482,Iris-setosa
+81,6.231965663969356,2.7509038786458535,5.365327091576889,1.983026704918411,Iris-virginica
+82,5.337237960107371,3.8851213711996264,1.4988244232143595,0.16579185502747254,Iris-setosa
+83,5.735543960126052,2.8987493325908553,1.2215056765482042,0.34160168911076094,Iris-setosa
+84,4.798204778650582,3.035023725406483,1.400713849239545,0.14700344891462383,Iris-setosa
+85,5.801410443001918,2.6232226159759473,3.618542977386273,0.8998275526111897,Iris-versicolor
+86,6.608118044449929,2.5757925224326104,5.0682249031770175,1.6703371864972814,Iris-virginica
+87,6.647090757043722,2.807531934238212,5.899256199463232,1.9082424705808034,Iris-virginica
+88,6.233867235355943,3.1783269892044586,5.152357685806062,2.3489933005231496,Iris-virginica
+89,6.394642622605602,2.6794766065984073,5.155754118424972,2.0224627711810195,Iris-virginica
+90,6.673558521414109,3.2819450448142042,5.714507504914005,2.3147211844147444,Iris-virginica
+91,4.858390643991712,3.172418511972041,1.416864229720078,0.27473325805404797,Iris-setosa
+92,6.483312428992628,2.9857412065521434,5.203871174548023,1.915296894889252,Iris-virginica
+93,5.52370200307166,2.936304255034172,4.369013121248136,1.0954575927075898,Iris-versicolor
+94,6.487583967218588,2.8968180052660535,4.890288312724746,1.293890070607102,Iris-versicolor
+95,5.089266374849796,3.5184656547502753,1.4262749022295944,0.2874240625703091,Iris-setosa
+96,5.675565700321683,2.5531203697378357,5.333528824535481,1.6192126681425802,Iris-virginica
+97,4.989337125891469,3.1207406674068254,1.503746357575244,0.32280897609848974,Iris-setosa
+98,4.926345950083668,2.963694701443706,1.2074446706391417,-0.01720637066849845,Iris-setosa
+99,6.312573954185357,2.774482086283014,4.619451663471082,1.8024071255479166,Iris-virginica
+100,6.032655113574448,2.669950708977374,4.105872020651512,1.1369015811558123,Iris-versicolor
+101,5.424122580901179,3.3355313704518097,1.6724709247183007,0.3009482936602844,Iris-setosa
+102,5.5895267564314794,2.787878469307016,5.481545890677286,1.5332235288697158,Iris-virginica
+103,5.913067332868632,2.9759952662906772,4.941851307018793,1.7706407582186645,Iris-versicolor
+104,5.823606438013414,3.330949966148186,5.140911736039572,1.6045189515112173,Iris-virginica
+105,6.169832445647706,2.698578841214705,5.692484385972423,1.690517313466579,Iris-virginica
+106,6.976771562949425,2.69746240717068,5.200420637066747,1.7904035968695058,Iris-virginica
+107,5.04915573747225,3.4394593611053814,1.4811637786702432,0.37795001239985093,Iris-setosa
+108,5.3248639521427625,2.619420749078384,3.943051997605922,1.100697372977666,Iris-versicolor
+109,5.825222411587414,3.0460576360187,4.586402416518203,1.6408611590729134,Iris-versicolor
+110,5.308447184103502,2.9848349297577244,4.60842042354352,1.621811531417833,Iris-versicolor
+111,5.649852503033886,2.8212435007161027,5.192954787602122,1.8017385073495495,Iris-virginica
+112,5.629001370676995,3.518786810466082,1.5251825412082352,0.21154380494927624,Iris-setosa
+113,5.158838934128995,3.6307795258935913,1.5844446871007507,0.1616480421096001,Iris-setosa
+114,5.836938757171799,3.018781179758933,4.342233244030978,1.2841461997348187,Iris-versicolor
+115,5.856599486340328,2.9685928376441617,1.3460537106900492,0.22699504590123654,Iris-setosa
+116,6.205577925402467,2.5643199268625545,4.792567175397058,1.5356411497808349,Iris-versicolor
+117,5.627468481888086,3.0174826061603635,4.772800005881509,1.5660460867531958,Iris-versicolor
+118,7.075710750391692,2.5971020253871147,6.1457432916924555,1.7277665267305964,Iris-virginica
+119,6.200036815721017,3.0688598378678487,5.263013078705647,1.7723511493350845,Iris-virginica
diff --git a/iris/tvae/2/24/test.csv b/iris/tvae/2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/24/train.csv b/iris/tvae/2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/24/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/24/val.csv b/iris/tvae/2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/25/synth.csv b/iris/tvae/2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..598cb544b95029bd9ecd066cd5df6dd35b3fd520
--- /dev/null
+++ b/iris/tvae/2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.282702292909198,3.161794800537991,4.373668399134319,1.2765368800026584,Iris-versicolor
+1,4.789154055718355,2.935267102920205,1.2306948217007185,0.17687146403053386,Iris-setosa
+2,5.922468395369535,2.9997249601850897,4.087998059816446,1.7892972074745535,Iris-versicolor
+3,5.925516337677044,3.0969851072823826,5.068823988885667,2.019833828019913,Iris-virginica
+4,5.042007854569246,3.6021522616628037,1.5475885140038352,0.4473579061476973,Iris-setosa
+5,6.3794438460816245,3.766800334055122,5.7054648804895,2.212096098981135,Iris-virginica
+6,6.332384103430423,2.9319202699821205,4.383460841416862,1.5516180396543395,Iris-versicolor
+7,5.141891520165196,3.651431906213352,1.454095519975172,0.2750112007555427,Iris-setosa
+8,5.234872588291551,3.5229371039823802,1.7399691401875808,0.31998466091639166,Iris-setosa
+9,6.489711342092392,2.9741469112658403,4.895881438333857,1.731999781751423,Iris-versicolor
+10,5.342284350937485,3.01366535794416,4.448536338577818,1.1829897805254945,Iris-versicolor
+11,6.43581246679622,2.8641603462575933,5.2765582411741,1.6159443772679776,Iris-virginica
+12,5.546280640754009,2.6034054675364717,4.409981920273064,1.4437727848956432,Iris-versicolor
+13,5.134288461245124,2.902887058538277,4.354663769286851,1.3713437419738066,Iris-versicolor
+14,4.692420498325805,2.7188823125938653,1.5624169317630663,0.2863343768059384,Iris-setosa
+15,5.1779133022711346,4.3274183672167075,1.452911791225549,0.3416708873140576,Iris-setosa
+16,5.918698076437157,2.888969055290939,4.858056593423296,0.3809780857140646,Iris-setosa
+17,5.509045969925169,2.5750014522508784,4.40666904532636,1.361873047847843,Iris-versicolor
+18,6.4301089029276675,3.1131753514041294,4.570920645857195,1.285078409640248,Iris-versicolor
+19,4.93680211009587,3.3545101268606397,1.3836518924353414,0.18621182993911775,Iris-setosa
+20,4.917308062682022,3.596155482818938,1.315922450972239,0.09468841913763046,Iris-setosa
+21,6.330983461719167,2.625715804239643,5.957875580476874,1.8388699685571637,Iris-virginica
+22,5.7696044134239095,2.994625285531598,4.1721198487005715,1.3046084884486027,Iris-versicolor
+23,4.937183076403699,2.3177988623033206,3.5130622921404857,0.9035561644792502,Iris-versicolor
+24,4.741859680851677,3.3619524043214875,1.5695588550631243,0.2541736337176592,Iris-setosa
+25,5.233515876051993,2.710963737062844,4.101072576683289,1.2569164402386321,Iris-versicolor
+26,5.407417161475607,3.0047550736979365,4.595250916607061,1.211575975323411,Iris-versicolor
+27,5.8159727327618045,3.681046919237293,1.2103451330209891,0.27070392062034043,Iris-setosa
+28,5.96742004357341,2.8258367884529867,4.831706249639738,2.049948861247143,Iris-virginica
+29,6.686806648108516,3.1004334093299164,4.991174350857996,1.7293845475907006,Iris-virginica
+30,6.41773182515915,3.5332561793569206,4.832047762344809,2.1899656447837472,Iris-virginica
+31,5.84426436990244,3.4060457022908555,4.922652948565734,2.238229357922233,Iris-virginica
+32,7.059638624825249,2.6349935092386625,5.359358033514393,1.7333620500916114,Iris-virginica
+33,5.293572625073849,3.223447307876304,1.6092876582541737,1.2242766980222397,Iris-setosa
+34,6.199329543852424,2.7748962504184,4.894797900865013,1.8123282034005594,Iris-versicolor
+35,6.551680104159247,2.8130984108492902,5.252702312104841,1.958313627914152,Iris-virginica
+36,6.407093636893585,3.149792833255941,4.441785865225963,1.1681026567982555,Iris-versicolor
+37,5.36684041505579,2.9030241339611624,4.27236269902511,1.1654937976504198,Iris-versicolor
+38,6.46873916238176,2.9056955835625056,5.232534425653005,2.31757949126376,Iris-virginica
+39,5.348899249751883,2.539898981611741,3.375506702079684,0.8378149574008306,Iris-versicolor
+40,5.204214663952718,3.0474482459845516,5.524528793335107,1.8361407487230883,Iris-virginica
+41,5.492509109286135,3.9086463523459263,1.3684539528040318,0.16106796440397758,Iris-setosa
+42,6.264337357799953,2.9661375380274864,5.1618734163888735,2.170000026416929,Iris-virginica
+43,6.015347364508032,3.0135154063345047,4.760227018312332,1.178966899671905,Iris-versicolor
+44,6.735025926948728,2.9620476318272413,5.024741492072446,1.597848928066008,Iris-versicolor
+45,5.435383157530668,2.6767673601159574,5.037786439062983,1.6015071171939532,Iris-versicolor
+46,4.650047853805594,2.7849519792999824,1.4470859488238812,0.24471691970813728,Iris-setosa
+47,6.329371696568952,2.7331248213832313,5.2994224460637325,1.5108205616084154,Iris-versicolor
+48,4.965424969242272,2.8979363324162875,1.5238712509356551,0.015877802767231358,Iris-setosa
+49,5.330911594766263,2.869592329805421,1.5726703334652576,0.45462288243923366,Iris-setosa
+50,6.764994156198993,3.076437928106848,5.311199777869196,2.33454488675369,Iris-virginica
+51,6.224186404864991,2.7202539231517684,4.841505165570517,1.5662648028935207,Iris-virginica
+52,6.134639635326329,3.1446254049685076,5.622582536615622,2.215919105772071,Iris-virginica
+53,5.558073072379234,3.8899900955493,1.3551924856059732,0.36667607429708704,Iris-setosa
+54,7.019984203238629,3.266260471052255,5.644890817835764,1.7544650022744146,Iris-virginica
+55,4.625495468220178,3.0977045560676433,1.326654818853862,0.2127135336311774,Iris-setosa
+56,6.138185620785827,3.1922962992561876,5.31986538954109,2.369885043225271,Iris-virginica
+57,5.404998424362583,3.32346993320419,1.238358499844046,0.2459438859850166,Iris-setosa
+58,5.186423359515457,3.498959310069992,1.490637020794445,0.25452102740941357,Iris-setosa
+59,6.709408648809843,4.401672473758042,0.9716440598588223,0.1482297190397736,Iris-setosa
+60,6.128346533941144,2.7961059985563423,5.281155326576785,2.043896233895912,Iris-virginica
+61,5.257469586185671,3.847293669566052,1.4605298791897336,0.1554745914811138,Iris-setosa
+62,4.8458395462460055,3.4333723054625613,4.800689162333685,1.839829052671952,Iris-virginica
+63,7.331655904194364,3.345060096397996,5.817789441317734,2.2191016219010082,Iris-virginica
+64,6.164712577257889,2.659530667795728,4.591112779750747,1.2549535744775164,Iris-versicolor
+65,6.097323820412684,2.557484880745932,4.021394644579039,1.5768765144719417,Iris-versicolor
+66,5.86629390551073,2.9180830582983766,4.670956027261039,1.6599959726230642,Iris-versicolor
+67,5.889569180717177,3.337679690463135,4.973482818793312,1.5272009323205393,Iris-setosa
+68,6.351604433137363,2.8879915159700364,4.704804170011031,1.886591683310749,Iris-virginica
+69,4.76166180806856,2.9142990482492834,1.5670920531090644,0.34490579192205245,Iris-setosa
+70,6.072510453417072,3.0493023986354593,5.251053967344913,1.5954600095753997,Iris-virginica
+71,5.210244970605179,2.5682066752882013,4.627450933515343,1.4153589463590932,Iris-versicolor
+72,5.518015629725879,2.42246820591577,4.456495414132572,1.466313203328689,Iris-versicolor
+73,5.743306251460028,3.0801071717209476,4.797406756602932,1.6393426265314388,Iris-versicolor
+74,6.748798177853094,2.9763208618018697,5.133243661652005,1.9043914100335482,Iris-virginica
+75,4.906141833192406,2.8810423103315133,1.4780178729844806,0.2418192048419202,Iris-setosa
+76,5.559028785297532,3.251992337140453,4.513387201300275,1.409809944566283,Iris-versicolor
+77,5.001859115908048,3.3031711809240862,1.5737057290993877,0.264428698552245,Iris-setosa
+78,6.4491991752418345,3.3003544486667127,5.684143914179985,2.313001804222265,Iris-virginica
+79,5.368230875758782,3.3211604122077745,1.4392586950563762,0.22847263504499757,Iris-setosa
+80,6.8434786515429025,3.4369612474048763,5.556444221085387,2.4000794215996986,Iris-virginica
+81,5.155261522363639,4.130132489001485,1.3182645235860315,0.27568126121697895,Iris-setosa
+82,5.844060074843708,2.8031775709980056,4.899046533547598,1.4109435200233345,Iris-versicolor
+83,6.943885304139203,2.828004761056914,6.007821955965316,1.602919730426909,Iris-virginica
+84,5.530047160090902,2.903761797590554,4.39908041624978,1.255042034687781,Iris-versicolor
+85,5.303833774175227,2.577512917657709,4.000763285122353,1.4919156641498703,Iris-versicolor
+86,5.947877746753371,2.963847110460811,4.6437920584224015,1.5694562747878928,Iris-versicolor
+87,5.771507259183066,2.718992751334985,3.9481401858967122,1.4324834117100262,Iris-versicolor
+88,4.824080466800176,3.175362964165528,1.4387189894529853,0.28548534290938143,Iris-setosa
+89,5.689785380455768,3.316063199117128,5.061031582778565,1.728634197017088,Iris-virginica
+90,5.321580785993518,2.9076728255731936,4.222611159175466,1.3441355173094407,Iris-versicolor
+91,6.136694787688728,3.0388068026419317,4.458404556570969,1.9770995251173167,Iris-virginica
+92,5.783591157927838,2.370882963565019,4.9904431947610695,1.6255307622490647,Iris-versicolor
+93,6.274761347790774,2.8261015064334183,4.850408926977016,1.4642362526151032,Iris-versicolor
+94,5.736758691941047,3.204042460957428,5.01606313598027,2.2049256940805764,Iris-virginica
+95,4.807388345165951,3.0690634297357757,1.3954687443119218,0.26452978308316377,Iris-setosa
+96,6.019908789945581,2.8769169202466607,4.995342965929281,1.8003225700756715,Iris-virginica
+97,6.428549676892583,2.9455923169124505,5.579222869735687,1.9148551736733137,Iris-virginica
+98,6.2056609337411075,2.883247578326029,4.736084986610144,1.884881605079977,Iris-virginica
+99,6.480027244473981,2.9716728563297017,5.288948043875762,1.6916464007820955,Iris-virginica
+100,5.98626777616409,2.7558218758577677,5.385643766512607,1.6300949656104908,Iris-virginica
+101,5.883448326062888,3.2336030241340588,4.6630998521450024,1.5437406759114982,Iris-versicolor
+102,7.0596771181795415,2.937882631189993,5.834805967988596,2.2061864135019604,Iris-virginica
+103,6.634242374677469,2.915723366005316,6.469847719191613,2.00517225730804,Iris-virginica
+104,5.2511025311674935,2.8043377199087254,1.5048855979036768,0.16060544724874493,Iris-setosa
+105,6.529290689715527,2.5364292341344665,5.693255043341453,1.7270801053405982,Iris-virginica
+106,4.709192043340805,2.909629164707969,1.2779237598612012,0.220884843593038,Iris-setosa
+107,5.535088005003708,2.8786693261628566,1.5797662064695641,0.33969724586396627,Iris-setosa
+108,6.1323854248158725,2.7766622944552863,4.04997667471652,1.3210139996536991,Iris-versicolor
+109,5.5945145952044495,3.318696115662111,4.5748692248213985,1.2446008840572946,Iris-versicolor
+110,6.16442829571819,2.9389619274557326,5.441770209975889,2.007297421861287,Iris-virginica
+111,6.301635898953316,3.1687423330276188,4.905395324283903,1.9473134026083712,Iris-versicolor
+112,5.297025113009213,2.707649113415384,4.055489313248242,1.2352815513368125,Iris-versicolor
+113,5.595828856517917,3.492101780629808,1.642205792830276,0.38325646043253364,Iris-setosa
+114,5.7829246103054235,3.01745697220659,4.842012142396078,1.8150189791639257,Iris-virginica
+115,6.30881387831882,3.2914156643434986,5.154345602663312,1.789794287815372,Iris-virginica
+116,5.36936905200314,2.931795874075527,4.5933493526411375,1.281357137554397,Iris-versicolor
+117,4.683344819296432,3.171063074144211,1.0637951151945149,0.04207953396452141,Iris-setosa
+118,5.223033098967476,3.265924039293975,1.5272380883955943,0.3920803197708773,Iris-setosa
+119,6.1472709734719775,2.9820776375402147,4.424425262130401,1.2820670596471095,Iris-versicolor
diff --git a/iris/tvae/2/25/test.csv b/iris/tvae/2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/25/train.csv b/iris/tvae/2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/25/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/25/val.csv b/iris/tvae/2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/26/synth.csv b/iris/tvae/2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..986f966b33f5246f779acd9675673196c689b469
--- /dev/null
+++ b/iris/tvae/2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.412264407051307,2.512851268295133,4.984150387093597,1.7417190087411039,Iris-virginica
+1,5.717720097290104,2.9128891355195656,4.9325768901124905,1.5900430443574323,Iris-virginica
+2,4.921501873375541,3.0887239930106283,1.4877143829247808,0.36014614982527926,Iris-setosa
+3,4.934451027885098,3.5544877074890366,1.5015909325335182,0.21542576307229383,Iris-setosa
+4,6.658231941722949,2.935458665786106,5.32774732585312,1.824012177029141,Iris-virginica
+5,6.2770613603259235,2.9669761658370373,4.951659477530902,1.6059881249324257,Iris-versicolor
+6,6.066193960518514,2.387305700457524,4.105620515184933,1.2487298957327782,Iris-versicolor
+7,5.968851781822416,2.822879464835781,5.411412729581707,2.147742661453604,Iris-virginica
+8,5.815083546206472,2.9933617080554593,4.886576985050767,1.6107586641138292,Iris-versicolor
+9,5.473175766968984,4.0364030800114845,1.2512672761228458,0.22199280453485787,Iris-setosa
+10,6.701613794322091,2.7127237073557455,4.441784919279269,1.4295507046276485,Iris-versicolor
+11,4.583474180857056,2.96706767234069,1.4600996657969232,0.27343601938954554,Iris-setosa
+12,6.573721568571685,3.175853594995201,5.55094053749955,1.9536704316148092,Iris-virginica
+13,5.309867384620223,2.833211337172446,4.4278931722715935,1.4808454764881271,Iris-versicolor
+14,6.429283112059133,2.7915896319252305,5.544802051642783,2.2961440085988736,Iris-virginica
+15,6.08222958288254,2.784518799427348,5.517147161139673,1.7023617944003748,Iris-virginica
+16,6.026494588352905,2.7679888927497616,4.928981062360461,1.5876631238350298,Iris-versicolor
+17,5.829938701398904,2.7029919948087606,5.482892516265578,1.5766928983328017,Iris-virginica
+18,4.816520217471162,3.328602784477231,1.6418134640697077,0.26771630609374025,Iris-setosa
+19,6.341752534627056,2.8685602344985233,4.985904982657605,1.7546798363162328,Iris-virginica
+20,6.556059652946748,3.039412570321543,5.043692567168722,1.2458721075665995,Iris-versicolor
+21,4.828228456198923,3.357459028073473,1.2583768288076564,0.13331478589224058,Iris-setosa
+22,5.526871732707217,2.854907742927957,4.331600515868564,1.345400970653983,Iris-versicolor
+23,5.472543316864036,2.885282096516554,1.3563093515967724,1.3445215853940409,Iris-setosa
+24,5.802006199361445,2.968248155840396,4.061568674075647,1.3294285800101604,Iris-versicolor
+25,5.549122161666374,2.354415751211303,4.375241816607127,1.4215727339432618,Iris-versicolor
+26,7.5784207561277634,3.4192506054129694,6.011196885517569,2.053611538455944,Iris-virginica
+27,4.877064791074219,3.0487093464425734,1.540601363893916,0.3501336071736256,Iris-setosa
+28,5.946403139275276,3.034124681408588,4.64118792747645,1.948309579350061,Iris-setosa
+29,6.522927459834249,2.830568135068198,4.8387675134362205,1.4954220611028721,Iris-virginica
+30,6.617740096362517,3.874484395903596,1.6287846507441994,0.44055559192545857,Iris-setosa
+31,5.685878350221289,2.8528920023826623,4.142311767575959,1.078729700969551,Iris-versicolor
+32,5.133675462887867,2.9975818926607753,1.3028707282346137,0.16174390417476237,Iris-setosa
+33,5.125824250684424,3.1610026908254327,1.5598138290243473,0.3779517341432765,Iris-setosa
+34,6.433922729411215,3.409179241625173,5.34875447381487,2.290830531390945,Iris-virginica
+35,6.407735995061076,2.859890758457615,4.72459111418428,1.7026689880576773,Iris-virginica
+36,6.648760109790205,3.3752796717550293,5.1851121116625905,2.544502233496852,Iris-virginica
+37,5.834123511870761,3.294926599372661,1.2062384377496445,0.15889227427871244,Iris-setosa
+38,6.18425297003388,3.2884158865476314,5.061841199881802,2.1995620789727335,Iris-virginica
+39,5.949282304467997,2.882597397115105,5.0637275518149725,1.6426730516525592,Iris-virginica
+40,6.381141576743033,2.897859979739926,5.505984667741865,2.1608152878930347,Iris-virginica
+41,5.635351259345598,2.9991472260940473,4.244962435802185,1.093615891288616,Iris-versicolor
+42,5.881651931209521,2.619475273359716,4.8578911999814025,1.3728458172680693,Iris-versicolor
+43,5.1052414254332925,3.1355658075873807,3.9541419459567253,1.411257411873813,Iris-versicolor
+44,5.061758501671653,3.2330042635222442,1.5364740442306226,0.24054103279458183,Iris-setosa
+45,5.271939259378974,3.632252744528706,1.078819574325017,0.07750719789590627,Iris-setosa
+46,5.48635190843405,3.0882620358108266,4.0674332907464095,1.2921162193319093,Iris-versicolor
+47,4.644395342507078,3.0661392329896047,1.7134957265122561,0.22820039843333786,Iris-setosa
+48,6.479942552904469,2.656670274490837,5.123044115988444,1.6740271817942824,Iris-virginica
+49,6.7027904725486716,2.8901616455673174,5.524818183788906,1.6082680332227928,Iris-virginica
+50,5.809394843995932,2.788983140285812,4.331802543862715,1.5735185301294758,Iris-virginica
+51,6.744593813557818,3.078262274606752,5.387760409616689,2.1698959878045123,Iris-virginica
+52,5.986455713310104,3.106914142686565,4.890999497065354,1.7355075583988633,Iris-versicolor
+53,5.007115191388535,3.129974321302141,1.4214617389241042,1.114074186075475,Iris-setosa
+54,5.752081906505374,3.1331077341988594,4.3601908758799075,1.592844400831528,Iris-versicolor
+55,6.460787734893066,2.8722746858000567,5.516630601995476,1.5880401215815965,Iris-virginica
+56,5.351728549721214,3.3798819649942216,1.6436801041610394,0.5284649950598934,Iris-setosa
+57,6.06852579578306,3.450562896156735,5.153498913480404,2.2591116388323726,Iris-virginica
+58,6.4817203774067025,3.025645083367729,5.567730255771386,2.1446121359093815,Iris-virginica
+59,6.272972825391443,2.752690396598374,4.083480799736374,1.2453876470503924,Iris-versicolor
+60,6.902874767794741,3.434978288896767,6.213393504165481,2.291792110314062,Iris-virginica
+61,6.788575411834419,3.334660666650153,5.8349191411602845,2.0182232186037683,Iris-virginica
+62,6.733524248179897,3.129090074095961,5.463703923766793,2.3967075655505523,Iris-virginica
+63,5.161924757675307,2.7265023406805144,4.070722918415278,1.3935231638057646,Iris-versicolor
+64,5.713198918295907,3.9606745531284964,1.743774856975538,0.5196669102883531,Iris-setosa
+65,6.231964360742561,2.935821914867968,4.823477668191216,1.6142962984765512,Iris-virginica
+66,5.11047848948005,3.0700188195876934,1.4559834259268227,0.166271459497359,Iris-setosa
+67,5.269704891756959,3.3928702400404864,1.4758592401742714,0.3978376031097731,Iris-setosa
+68,6.3292611813405015,2.7526446649691154,5.003073280848387,1.602136452008543,Iris-virginica
+69,4.881411807762786,3.210159415373881,1.4154118114260674,0.1745284543961041,Iris-setosa
+70,5.500504152563795,3.463748948164531,1.3234094353466839,0.18368481934673286,Iris-setosa
+71,7.281142086477127,4.090580488842759,5.578032481625576,1.9036671660507822,Iris-virginica
+72,5.885249261836098,2.860377376063713,4.520948049433974,1.5422725096666767,Iris-versicolor
+73,5.349319643839782,2.739974482321594,3.970448089419965,1.0166106388890936,Iris-versicolor
+74,6.216830616958152,3.070876891792499,4.912463035631468,0.354100034136675,Iris-virginica
+75,6.405721043168123,3.299805513828856,4.344419341181286,1.3024308891055894,Iris-versicolor
+76,5.784430679236233,3.205147840259146,4.605083360269337,1.7940376496023536,Iris-versicolor
+77,5.2104363372325295,3.406676468189504,1.5008011632134906,0.39398400807050427,Iris-setosa
+78,6.022185267543883,2.607378570579823,4.7921788779595245,1.7884081027340062,Iris-virginica
+79,5.916524231547571,2.9570433561887848,5.336675753818651,2.3902792354571973,Iris-virginica
+80,6.434557988141535,3.146815254665345,4.521260219163475,1.765218433653013,Iris-versicolor
+81,7.089112029613783,3.0011422070570672,6.189884879127818,2.1152416824123494,Iris-virginica
+82,5.417683862895217,2.9506664273997925,4.639000075121567,1.440621429537531,Iris-versicolor
+83,6.528261321432854,3.3739128466996107,5.633014723993516,2.1032167034205522,Iris-virginica
+84,6.065588915966042,2.897823096909813,4.907604795114274,1.5111775222345116,Iris-versicolor
+85,6.311571530806327,2.8985926262486537,5.599394445240472,1.6450770937506296,Iris-virginica
+86,6.9765707302790645,3.281172811427379,5.706651802029515,2.12546713956738,Iris-virginica
+87,6.578883027403539,2.9969391133229473,6.137680841562113,1.6753013489987334,Iris-virginica
+88,5.410711023659544,3.1971319724680987,1.3208712319229678,0.24462533371738332,Iris-setosa
+89,6.289933840742052,3.5234271545226705,4.906781245498447,2.0164745978681697,Iris-virginica
+90,4.886679453367693,3.250722434371435,1.5255080480644263,0.4660127481332215,Iris-setosa
+91,5.671142365023016,2.6186094775408915,4.490574320465965,0.8246548703141137,Iris-versicolor
+92,7.03085101439064,2.749163020874596,6.150945214295891,1.6099714434003787,Iris-virginica
+93,5.262446498667364,3.0105661815347426,1.5247885083359571,0.14731336457250557,Iris-setosa
+94,5.863106531091459,3.289504059256399,1.515424519996531,0.30714863799380276,Iris-setosa
+95,6.4858395716508115,2.910764937838981,4.6990619298236815,1.6591680799329909,Iris-virginica
+96,7.186840639407048,2.659781475723389,5.779398799499158,1.5483427160972603,Iris-virginica
+97,5.465130150885024,2.8822727811057285,4.718255794130172,1.1508372133408993,Iris-versicolor
+98,6.273184676746357,3.033576707015777,4.467131515352068,1.5796727842680127,Iris-versicolor
+99,6.11743568966135,2.706187471519003,4.345796374523163,1.083543741197058,Iris-versicolor
+100,5.977947586199483,3.076564678334748,4.724741238510166,1.717419675193068,Iris-virginica
+101,4.873876952613095,3.40062838239399,1.2748969540962167,0.18330801652424372,Iris-setosa
+102,5.325300191768342,3.0170290638171635,4.339471070671608,1.3392372497261298,Iris-versicolor
+103,4.538473204619602,3.2514259960404255,1.5752603116240758,0.08004682563661633,Iris-setosa
+104,6.384426748567953,3.143832778985304,4.733264901837651,1.6140616724236334,Iris-versicolor
+105,6.421659932010519,2.73939674981826,4.0524791745392585,1.209386861705253,Iris-versicolor
+106,6.455175812788023,3.1742095295871313,4.965777655179771,1.620589728442726,Iris-virginica
+107,6.088397864646311,2.312306117344405,5.330142353437905,1.7065178105055097,Iris-virginica
+108,5.869767750681734,2.709497542352264,4.854573513218828,1.4681483245353337,Iris-versicolor
+109,5.62822903874911,2.9345933898510648,4.75120394484099,1.5741030840350427,Iris-virginica
+110,5.036654772374612,3.242173052957157,1.4325467659506341,1.1017617232009442,Iris-setosa
+111,6.345589512861669,3.0235279775772237,4.237417981339246,1.180430579423023,Iris-versicolor
+112,6.42024153399059,2.865848716757864,4.80750232667402,1.2591724487871325,Iris-versicolor
+113,6.564258655145671,3.095887547816738,5.456238262504292,1.6657075493661133,Iris-virginica
+114,6.332655574308373,2.6507497804354276,4.550762382092809,1.459117802116838,Iris-versicolor
+115,5.52372409790749,3.0436642722501337,1.4681558053346295,1.6350048420300518,Iris-setosa
+116,6.618783992158102,3.5922654005964727,5.497833262989305,0.510421839075031,Iris-setosa
+117,4.955329640316028,3.327051273022653,1.4862045866039442,0.30791876788862527,Iris-setosa
+118,5.371856672774983,3.6227000382718364,1.5815379582228841,0.3231118647198417,Iris-setosa
+119,6.385164418937488,3.635051590185185,4.872518319398707,2.125887237778992,Iris-virginica
diff --git a/iris/tvae/2/26/test.csv b/iris/tvae/2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/26/train.csv b/iris/tvae/2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/26/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/26/val.csv b/iris/tvae/2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/27/synth.csv b/iris/tvae/2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..078821eb1bcf67a991ef374e72997da1bea26c85
--- /dev/null
+++ b/iris/tvae/2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.83254658522879,3.463837266985388,5.305407373592582,1.9955770476304637,Iris-virginica
+1,6.508737195754344,3.2632190193354598,5.162805978909738,2.057117560056071,Iris-virginica
+2,5.686845872359699,2.3149348174806255,3.7442030316809825,1.1033004562392992,Iris-versicolor
+3,5.188421867808759,3.876858699693507,1.3221627739253536,0.13160768006458504,Iris-setosa
+4,5.1271907149702,3.509452003160463,1.3937392335154482,0.23266006445370888,Iris-setosa
+5,7.162016377629932,3.336414702004412,5.128096867049754,1.414262503071466,Iris-versicolor
+6,5.096995939870402,3.7223849549220946,1.6742885358909008,0.276526606109731,Iris-setosa
+7,6.108776773733416,2.900005006421897,4.915245211491987,1.5257985918691468,Iris-virginica
+8,5.342657407715891,2.5899376117745136,4.2496749038548165,1.4948493667121752,Iris-versicolor
+9,7.03937081927362,2.843799687897267,5.700364142462251,1.7486806471192013,Iris-virginica
+10,6.7332357864078975,3.0808709795971003,4.875057551563312,1.5200766266096502,Iris-versicolor
+11,6.089217760805863,2.9182157978582373,4.639934457796784,1.2846631761463172,Iris-versicolor
+12,4.838451808891016,3.0387437488702993,1.3367992134258762,0.26381163858350365,Iris-setosa
+13,5.0988006832422705,3.415428444059375,1.6251025912941484,0.37080667195066286,Iris-setosa
+14,6.659328930185346,3.484388757195047,4.862015055819275,1.8114089744489115,Iris-virginica
+15,5.226627219144547,3.4784885656510705,1.5148826011209369,0.41535488767029094,Iris-setosa
+16,4.693676588788849,2.780345997789439,0.9705339280983458,1.6867133422756988,Iris-setosa
+17,5.557556717547677,2.9444574188762145,4.111308888687418,1.3244334043249693,Iris-versicolor
+18,6.551275409472123,2.565678212196972,5.370969625266128,2.0132838718719883,Iris-virginica
+19,6.499992619755678,3.005671535659184,4.455172204717784,1.2040837231397528,Iris-versicolor
+20,5.321877228526608,3.279442717676732,4.475559781376926,1.1978506811453449,Iris-versicolor
+21,5.571735890904497,2.901082795088863,3.8217187029113404,1.1220160018000414,Iris-versicolor
+22,5.898884917863828,2.9956363614848605,5.0847729803088475,1.7443181993949142,Iris-versicolor
+23,5.247223564271792,3.250962275916284,1.3059710069784742,0.4407796929952293,Iris-setosa
+24,6.210951829645514,3.315294814900677,5.280276676529638,2.0422820824362113,Iris-virginica
+25,5.920476151993284,2.981061928012818,4.982529817409752,1.2966882902636965,Iris-versicolor
+26,6.677636697019411,2.9480860465130068,5.504346188755213,2.431545890218767,Iris-virginica
+27,5.240036801338226,2.8711287115753144,4.195321746310156,1.3906342871762405,Iris-versicolor
+28,6.1360032560613496,3.9741924515714295,1.3021301355769297,0.2382310543844254,Iris-setosa
+29,5.755273218279693,2.7711438686728114,4.005092172979628,1.2640472944148498,Iris-versicolor
+30,6.468107301564392,2.766537884301113,4.878946933340275,1.4629031582912215,Iris-versicolor
+31,5.791933000218294,3.2664721070331177,4.527102158102714,1.4951401122951427,Iris-versicolor
+32,5.652311770161042,2.582878460672005,4.529530676583011,1.3756073123365387,Iris-versicolor
+33,4.573313100612077,3.0299408572664763,1.2330182189680685,0.07457189398884179,Iris-setosa
+34,6.5384342862766776,2.958321992032112,4.982498454106223,2.3317522164707425,Iris-virginica
+35,6.906732748713944,3.5687798293805937,5.0947085025400485,2.2465716781176224,Iris-virginica
+36,6.060193154974078,2.9620065701362335,5.047140458632246,2.359983330115384,Iris-virginica
+37,6.9128451087016005,3.1135566951069458,5.246329881506876,2.355009615066048,Iris-virginica
+38,5.73536171125369,2.9592763188848017,3.897534505374656,1.1002245170813165,Iris-versicolor
+39,6.518163045946874,2.3954289746270385,5.620098769096744,1.6931361799974582,Iris-virginica
+40,6.297082368054849,3.209293299349655,5.033778505835726,1.7321588168583568,Iris-virginica
+41,5.61213851937456,2.8948035554640175,4.6958830075422755,1.3094209693825372,Iris-versicolor
+42,5.942428251227847,2.787705028479398,3.841413414327728,0.9590234602626903,Iris-versicolor
+43,5.2388741460889925,2.8798303198136916,1.5198957944027163,0.2380086154304178,Iris-setosa
+44,6.342464153438592,2.8367901242953573,5.057673152960642,1.7476192877824661,Iris-virginica
+45,5.782268733633231,2.8960712193990767,4.549675494811643,1.2872063886024339,Iris-versicolor
+46,4.37977539933489,3.1561160556444308,1.507726195545019,0.1713288627948811,Iris-setosa
+47,5.593553367728108,2.904390572299902,5.45850611818089,1.6015786232057503,Iris-virginica
+48,5.411923294368838,2.680756837411872,4.660503407348653,1.3716923784926962,Iris-versicolor
+49,5.8488966574002,2.975251287085845,5.241869318941439,1.6479034219160167,Iris-virginica
+50,7.516440194679189,3.5507373169315013,6.090233024284057,2.399120320918228,Iris-virginica
+51,4.852122367063556,3.128300899907886,1.4016019569663194,0.2853231999139955,Iris-setosa
+52,5.957209395932285,3.1778190160553095,4.272068688653066,1.293302628326981,Iris-versicolor
+53,5.6509893067886,3.031914156800289,4.861022366955462,1.7607455649122679,Iris-setosa
+54,6.108031945674183,2.920318899367824,4.2786059213801675,1.2937454983965213,Iris-versicolor
+55,6.477920969448599,2.8596169758646988,5.313947521589781,1.844322700568728,Iris-virginica
+56,5.440101207583978,2.45395010114384,4.680036646695579,1.4452719640919618,Iris-versicolor
+57,6.64873101003316,2.8632003427353006,4.849883288316634,1.8624967409068867,Iris-virginica
+58,5.578737712654436,2.953504987802075,4.4005991797550745,1.7361888769419462,Iris-versicolor
+59,5.203504169313472,3.5753426215471613,1.3492211423191873,0.25464622033742046,Iris-setosa
+60,4.727135642669363,2.47988339835104,1.400623148719778,0.2821452641366859,Iris-setosa
+61,4.9205477107486235,3.109426946916677,1.5899292594481627,0.3894046878454758,Iris-setosa
+62,5.204720066561839,4.222066435753163,1.4837385080480185,0.3833917232387768,Iris-setosa
+63,6.128669705353404,2.935172034687182,4.661359290538381,1.906167111382656,Iris-virginica
+64,5.84859546103281,2.56474021892954,4.273136002147614,1.2335773781913064,Iris-versicolor
+65,5.795749716514077,2.996039259677194,4.319974613842245,1.2871676217786676,Iris-versicolor
+66,5.093899772678738,4.142764892284296,1.519095189314817,0.1706316761363647,Iris-setosa
+67,6.023176570666013,3.003315857368015,4.41106352839082,1.5976652942243121,Iris-versicolor
+68,4.621623035374571,3.1379597704304825,1.3814706460984483,0.14263266822551457,Iris-setosa
+69,6.298894283253784,3.0604050375932186,5.386000339870981,2.545314434387319,Iris-virginica
+70,6.528226365138296,3.369612687517757,5.6211194827426345,1.9602238292030716,Iris-virginica
+71,5.253606044157385,2.7949858850129368,4.872884995165631,1.2843759387982527,Iris-versicolor
+72,5.965937870871616,3.1770547494197188,5.02473676156563,2.133677473651582,Iris-virginica
+73,5.784766037931061,2.8936332655794716,3.933636857693199,1.4738999486902336,Iris-versicolor
+74,6.4471950391533,2.7074741502104267,5.3285306948626445,2.1046013167574755,Iris-virginica
+75,5.321377969401551,3.466562776983546,1.4492948638147802,0.3166153915906436,Iris-setosa
+76,5.825295626893872,3.6678268201042346,1.565545981092559,0.38306436882209455,Iris-setosa
+77,4.942794657113954,3.3121514076370424,1.4854597798015916,0.20051519643621155,Iris-setosa
+78,7.102379313857962,3.7297245449915026,6.2064514147932375,2.179055610036264,Iris-virginica
+79,6.95034496577618,3.05571623994458,6.1577475596312885,2.258302149227014,Iris-virginica
+80,4.588827966210062,2.805123046504074,1.510938703384668,0.17075709172144887,Iris-setosa
+81,7.2852747158497335,3.0827719364565187,5.657216602943712,2.48045091952841,Iris-virginica
+82,6.4614864421558496,3.113662444842847,4.912329303038609,1.4455267273058667,Iris-virginica
+83,4.9451265331077,3.6909614743367825,1.675650237686782,0.2750218106604207,Iris-setosa
+84,5.176283177419843,2.577336985786766,3.535025379267697,1.0484663177509932,Iris-versicolor
+85,6.343335161815738,2.996589505497641,5.273502667558183,1.733070605063694,Iris-virginica
+86,5.415471539541161,2.9175315130716095,4.049495496590396,1.334106332979912,Iris-versicolor
+87,5.9606651762324185,2.937569971940197,5.590533278131004,2.177240138448208,Iris-virginica
+88,4.612692882806438,2.9515700949854944,1.5804877327780944,0.3021895187227379,Iris-setosa
+89,5.8092722722823575,2.928198186364863,4.9369310110142415,1.6855871040132464,Iris-versicolor
+90,6.738620751983134,3.3211383352189863,5.096037162103835,2.0548340972154056,Iris-virginica
+91,4.760697110386726,3.2481871200752472,1.4531649287537247,0.1189058337543018,Iris-setosa
+92,5.1831259008040425,3.405647323439113,1.5624804097055036,0.566084395572953,Iris-setosa
+93,6.559517587970103,2.816506162471953,5.3071004022495805,1.8735525340285422,Iris-virginica
+94,5.856987434960066,3.1895504502275376,5.025685433221327,1.8749979341091842,Iris-virginica
+95,6.452954399378808,2.9794755316025787,5.160994775652265,1.656126886018273,Iris-versicolor
+96,6.218875192150798,2.9863868532508344,4.996718475316468,1.8605876588124268,Iris-virginica
+97,6.101846085453874,2.9045614774297714,4.5539013445037835,1.270097277218174,Iris-versicolor
+98,5.219613154047822,3.0318041972351653,1.3952787486074998,0.19464452492540094,Iris-setosa
+99,5.639213134732181,3.5095394381736926,1.537259620990696,0.40709137589246114,Iris-setosa
+100,5.961793037286432,2.735652783466902,4.184772103546133,1.6880434002948068,Iris-versicolor
+101,6.370152998764315,3.0781878115159524,5.037468017429935,1.9265661266012493,Iris-virginica
+102,6.784886487598498,2.764202767016425,5.906944490683381,2.2617694716851107,Iris-virginica
+103,4.798903269547416,2.746427128701199,1.4069520538405085,0.20694800611020114,Iris-setosa
+104,5.923299155247839,2.9655459577369685,4.479070416359397,1.3367568086639516,Iris-versicolor
+105,6.052173269138062,2.985780392137079,4.605629320163638,1.348944486729279,Iris-versicolor
+106,5.892778033498468,2.8182914999332125,4.788316016584724,1.5440437572221586,Iris-virginica
+107,5.467239464471664,2.8030231218512593,3.986531469712107,1.0431266393528458,Iris-versicolor
+108,4.740997426365361,3.4224481687937764,1.3087779157520216,0.08222479935194174,Iris-setosa
+109,6.429888474184255,2.935120165760279,4.279981577840059,1.4650748839267542,Iris-versicolor
+110,4.637088957829579,2.867500757318834,1.5113973165474393,0.12993910252815116,Iris-setosa
+111,6.040355473441448,3.0310122671910946,5.675442710989417,1.792532656963222,Iris-virginica
+112,5.50533897268562,3.049853021328449,4.17128708212863,1.4735116615283448,Iris-versicolor
+113,6.5343902534136,2.7785034979480017,5.434442202750447,1.990465696448266,Iris-virginica
+114,5.057744917079685,3.2241999307457045,1.3154747512318772,0.14594851038028617,Iris-setosa
+115,5.050790101154099,2.692136417876554,3.5737599318642133,1.3636933721757731,Iris-versicolor
+116,5.3281863140406704,3.820991794978875,1.2273479624209065,0.29462693576563725,Iris-setosa
+117,6.10181265017505,2.535173797361533,4.495505593581866,1.3007746478458821,Iris-versicolor
+118,6.258253533956833,3.0570461123531136,4.7983402744499815,1.7699471944240075,Iris-virginica
+119,5.689446419250962,3.076935599833515,4.359602945846685,1.0940641272598655,Iris-versicolor
diff --git a/iris/tvae/2/27/test.csv b/iris/tvae/2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/27/train.csv b/iris/tvae/2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/27/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/27/val.csv b/iris/tvae/2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/28/synth.csv b/iris/tvae/2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..13084bffe2192f56d84e88f490da8b37d279df5a
--- /dev/null
+++ b/iris/tvae/2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.118242660506638,3.111612695853599,4.98436294109094,1.7295159192099194,Iris-virginica
+1,5.353418013132109,3.3187543096873457,1.3429196286580967,0.00225209928474035,Iris-setosa
+2,7.0126775143238245,3.208843584326074,5.8025374937404255,2.058799146150192,Iris-virginica
+3,5.782265812502679,3.207571241916829,4.8817873451264155,1.6814873936202097,Iris-virginica
+4,5.994772382453967,2.9179018362028035,4.754466204029719,1.933409238264955,Iris-virginica
+5,6.966927757197,2.61797266703713,5.401947744748816,1.581175544179626,Iris-virginica
+6,5.596616026992041,2.949843669661481,5.0078341365161085,1.803435154387614,Iris-versicolor
+7,5.898421586897718,2.890370021869556,4.655729235402557,1.5134071462909169,Iris-versicolor
+8,6.659206517429419,2.8642652264474244,5.616837106606751,1.6754880951083233,Iris-virginica
+9,6.196803631117105,2.899638321959899,5.085203722686663,1.9725265434958446,Iris-virginica
+10,5.4807714875819284,2.865697804457384,5.388761023877586,1.4576598507775322,Iris-virginica
+11,5.758949460912482,3.441914001603229,5.857565773823438,2.523354320322163,Iris-virginica
+12,4.96916105096679,3.289515911102998,1.3025113214016235,0.22574292625366216,Iris-setosa
+13,5.8208600558712495,3.1617402182719383,4.851606809166623,2.0565709295021044,Iris-virginica
+14,5.939290477679383,2.884885873258311,5.0074540666062575,1.8246743094399789,Iris-virginica
+15,4.779347217698738,3.0679339700584616,1.4435701456888015,0.11566633428922982,Iris-setosa
+16,5.927412961938461,3.416574147745801,1.6706008341950476,0.37566676627549966,Iris-setosa
+17,5.086011710526036,3.241098652644107,1.3804845190779695,0.41396092407044194,Iris-setosa
+18,6.617748001010612,3.1473301961891793,5.357948101307931,1.801838938002844,Iris-virginica
+19,7.006402813676558,2.743733972294241,5.759401480722641,1.6855773662875342,Iris-virginica
+20,6.307097517120725,2.9960383578850434,5.530862504317957,1.9483130358912573,Iris-virginica
+21,5.829925770981087,2.4845905725167485,4.220779667285834,1.3246156824890334,Iris-versicolor
+22,6.434994273333274,2.8096859081780203,4.636297841793541,1.3396168542975957,Iris-versicolor
+23,4.9933743683693494,3.4601852987327884,1.4885540669495811,0.23752134446861078,Iris-setosa
+24,5.734345336148822,3.2305778078824856,4.44370950223942,1.5982528000538223,Iris-virginica
+25,7.047634725002966,2.905560209234962,5.6347413823199375,1.7583879701520533,Iris-virginica
+26,5.484988393466067,2.954095925820726,4.44431986255364,1.0648014156203707,Iris-versicolor
+27,5.337562628054171,2.486207732469281,3.7287020986494284,0.9568630093464814,Iris-versicolor
+28,5.306283016556218,2.8308588086307083,3.6831476298048402,1.1130510835328942,Iris-versicolor
+29,5.103463069038891,3.3840065695243093,1.5227787249307527,0.27258954649730754,Iris-setosa
+30,7.093078692703951,3.570015485878052,5.981403730583849,2.132949451119399,Iris-virginica
+31,5.510563870422856,3.2652529946442677,4.6424512900305945,1.5071236899247218,Iris-versicolor
+32,4.565468014149551,2.996859662969161,1.2003342219656268,0.19266344612871866,Iris-setosa
+33,6.824214880031952,3.388242549837569,5.534570710549764,1.994255219505912,Iris-virginica
+34,5.357514749497217,2.863927386600172,1.4588545861869588,0.31721462882104995,Iris-setosa
+35,5.873889959594857,2.8441840684221726,4.525807357879474,1.4007992253730017,Iris-versicolor
+36,6.293034135361923,3.5502911525918632,5.139207283570667,2.1908319008774075,Iris-virginica
+37,6.100788478468988,2.912935327409653,4.67062136670284,1.4981803932910058,Iris-versicolor
+38,6.617511225958832,2.809703914066582,4.533108392330277,1.4829028141311478,Iris-versicolor
+39,6.215478352746221,3.2461624769755146,5.0148987879850235,1.8759637541117555,Iris-virginica
+40,6.261652373069808,2.7833408268956084,4.906911570089756,1.3800204923979607,Iris-versicolor
+41,5.186054454351537,2.8811823242078187,1.4372718300238456,0.11043477946797517,Iris-setosa
+42,6.788518218875944,3.05387675772311,5.7731719644893715,2.1011319675567948,Iris-virginica
+43,5.350401301963966,3.370019642777284,1.6740759252813369,0.4841998135001263,Iris-setosa
+44,7.628710453206088,3.626792896988131,5.816910790780093,1.9709469950385177,Iris-virginica
+45,5.669917112319227,3.0195060526977318,3.975956716265332,1.118481658019054,Iris-versicolor
+46,6.500953632339077,2.9411977634740967,5.702260486226456,2.533971646441744,Iris-virginica
+47,5.550659106922615,3.0498745893058263,1.613586164845595,0.18531203016586317,Iris-setosa
+48,5.5239129982902675,2.7185610068048947,5.070233602112177,1.5460444965756215,Iris-versicolor
+49,6.492783721833795,3.2291848007604176,5.046645912715001,2.0572916711333953,Iris-virginica
+50,7.22839668089937,3.5674418274850916,5.667873209780265,1.886178029508817,Iris-virginica
+51,6.575436880932239,2.804453440026671,5.287114447651614,1.8451990185632001,Iris-virginica
+52,6.463352941387227,2.93618279976597,4.676451471233166,1.6910918914582733,Iris-virginica
+53,6.763573943405725,2.360542208995044,5.142941353380031,1.6938688194427387,Iris-virginica
+54,6.661029556670886,3.135191331816047,5.049031410285726,2.002037546913746,Iris-virginica
+55,4.990669336973018,2.874565889371534,1.36470077639349,0.40854245662145205,Iris-setosa
+56,5.319469652499603,2.7631803393737426,3.44769606810568,1.32872851006356,Iris-versicolor
+57,5.036850149310884,2.9925627396316474,4.123190882201671,1.248101463282219,Iris-versicolor
+58,5.466370017891922,3.487118773885959,1.6749311755087697,0.22232330103551326,Iris-setosa
+59,6.115168320410453,3.1342306301170235,5.217253531225843,1.9407106554458258,Iris-virginica
+60,5.026764817516061,3.237798326922055,1.556294130616668,0.2527727413146726,Iris-setosa
+61,6.235774931276732,3.351851730185113,4.4859157299109755,1.442656505195017,Iris-versicolor
+62,4.688525759446306,2.3037076123940303,2.9782224373179003,0.7613104764183266,Iris-versicolor
+63,4.97693254440971,3.888709852871166,1.7826864551897166,0.26053118240666445,Iris-setosa
+64,6.183296601623168,2.5059362354682975,4.978547701918389,1.612536509046429,Iris-virginica
+65,6.860422157713127,2.7750429151436413,5.561431196560719,2.051651146202802,Iris-virginica
+66,6.893966938464178,2.6874916446192434,5.784546133440393,1.9838334498448114,Iris-virginica
+67,5.691449149983921,3.031147861863001,3.5207041759325044,1.0979183213727035,Iris-versicolor
+68,6.590951470492927,3.491260905683235,5.624777111158888,2.133841504143812,Iris-virginica
+69,5.534290703890068,3.3572814449912007,4.398290002868331,1.3027432342507448,Iris-versicolor
+70,6.610476934467819,2.673330717775351,4.932373797695748,1.803198006554224,Iris-virginica
+71,4.701941042632927,2.929692920168266,1.7032110760327435,0.34657950786673963,Iris-setosa
+72,4.278780195819432,2.9571532822023294,1.4761306629195199,0.15290885188967884,Iris-setosa
+73,5.915129968092448,2.912324953163383,5.327912416383502,1.798958079388556,Iris-virginica
+74,6.705718511900427,3.1265481455757937,5.412748101985852,1.7163785891236776,Iris-virginica
+75,5.34857342160252,3.6874437438252525,1.344701761935565,0.33277234347916607,Iris-setosa
+76,6.177708336929295,2.59792376826462,4.256970702126211,1.3066498822854213,Iris-versicolor
+77,4.423585277349431,3.172569355081266,1.4796418637282147,0.1776267141298848,Iris-setosa
+78,5.634097535982699,2.6610122272897256,4.052156803334743,0.9943895344501882,Iris-versicolor
+79,5.558914959719509,3.083963652565662,1.3364215682487597,0.2076423887286014,Iris-setosa
+80,7.126235320359784,3.4371814641714526,5.917834920316972,2.183725300019553,Iris-virginica
+81,6.095415671878083,2.759186565163188,4.781245974751526,1.7385002469825213,Iris-virginica
+82,5.639167262789308,3.752334621713038,1.350555188324153,0.21477303387815183,Iris-setosa
+83,5.6470973772148865,2.5458230149838066,4.810485607270794,1.5114865831954067,Iris-versicolor
+84,5.0613129166513655,3.3867238846009964,1.5363105452278012,0.450227371134178,Iris-setosa
+85,6.694901073368033,3.292644694537333,5.508097101932102,2.350853197897896,Iris-virginica
+86,5.713423746733241,2.8020587893674582,5.266096651771974,1.8860555801548504,Iris-virginica
+87,6.422191068235396,2.7220440226915357,5.196642651553491,1.5230491141649738,Iris-virginica
+88,4.610774458350755,2.746655431178977,1.3922526255907814,0.1537967165332657,Iris-setosa
+89,6.407514389993753,3.4793547450501054,5.499705400681584,2.3184228307046104,Iris-virginica
+90,5.009303839794538,3.401860981821193,1.3803095331644286,0.3048035237938155,Iris-setosa
+91,6.5766257191646025,2.8664223611454966,5.137251831597,1.618615338256026,Iris-virginica
+92,6.736248695979941,3.6086635796674384,5.785226509937512,2.355308740141625,Iris-virginica
+93,5.892828750084167,2.867754863893841,4.9877656179348815,1.6424043152176053,Iris-virginica
+94,6.29272255917837,2.7429814248386744,5.185236663008227,1.7814023267444448,Iris-virginica
+95,6.427336237756437,2.835319307502183,4.587981272160673,1.8641321319951714,Iris-virginica
+96,6.0205029033048145,2.5968104270593497,4.500253048697576,1.5807150915787818,Iris-versicolor
+97,5.029625928322253,3.4448556642690344,1.3018433494120414,0.1255631228160883,Iris-setosa
+98,6.43344860410038,3.149904547420095,5.290981031090457,1.8959618447134228,Iris-virginica
+99,5.53475148856709,2.89939094036971,3.840312991290368,0.9976540832964645,Iris-versicolor
+100,4.638967135870136,3.407869073225672,1.484433001116835,0.2407611430491502,Iris-setosa
+101,6.44208011251557,2.8460174323891514,4.807404865397155,1.51573320670898,Iris-versicolor
+102,6.741427264115243,2.94471152420723,4.163146447655553,1.292062759886689,Iris-versicolor
+103,5.576451583624674,2.9630207697781,4.7536574190714,1.6707723804238106,Iris-virginica
+104,5.343075266368599,3.387424318189165,1.6691047042257678,0.4877482504100543,Iris-setosa
+105,6.410331991241316,3.169789861817617,5.171099449454692,2.3581234860282563,Iris-virginica
+106,5.578467538350448,3.1185980850725326,1.4269162618516409,0.34048900399583876,Iris-setosa
+107,6.02217208164476,2.3622788182855676,4.853555730835719,1.7714613888402182,Iris-virginica
+108,6.665027215880426,2.952457298629567,5.444717603368546,2.2144349442458573,Iris-virginica
+109,5.529150424529752,2.951002193544759,3.7204582387125145,1.1334420970467043,Iris-versicolor
+110,5.6540301088730605,2.8304230578287997,4.578534705054982,1.9482280354574237,Iris-virginica
+111,5.88744243735319,2.9582580239661276,4.584753281011721,1.4719998626140276,Iris-versicolor
+112,5.50458060964457,3.5546248897511292,5.165553193972245,1.2480944790513036,Iris-versicolor
+113,6.179735290387676,3.0212349560265306,4.569943504529309,1.3930093891985074,Iris-versicolor
+114,5.57585327978479,3.1899614758936017,1.7677754250598925,0.44392482545975326,Iris-setosa
+115,6.523642016129639,2.8275772859598276,4.973094657315045,1.5965125008673802,Iris-virginica
+116,6.5988783122000205,2.835597995980164,5.603541831587801,2.019964223805651,Iris-virginica
+117,6.2698094572066685,2.8721609914978488,5.300625258106076,1.60443646792658,Iris-versicolor
+118,5.727673571447892,3.250621614147759,1.1642197583460938,0.19664621396902926,Iris-setosa
+119,4.98748863507394,3.3593100197939414,1.4060015147874991,0.4049133404314545,Iris-setosa
diff --git a/iris/tvae/2/28/test.csv b/iris/tvae/2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/28/train.csv b/iris/tvae/2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/28/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/28/val.csv b/iris/tvae/2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/29/synth.csv b/iris/tvae/2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..debd4109c0f6aab4e10556084bf74cbb834bc287
--- /dev/null
+++ b/iris/tvae/2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.375428350970895,3.0025416132016383,5.318635876644064,2.012059004867131,Iris-virginica
+1,5.743962747992842,2.9428324449547336,4.221204107435579,1.1865027655249714,Iris-versicolor
+2,6.313233753903671,2.5873616524788465,4.456129333628524,1.4413674766203832,Iris-versicolor
+3,5.708484357538996,2.7952029401804035,4.9762147512888735,1.701172326002807,Iris-virginica
+4,6.368359419718661,2.606944631456223,4.374799875645283,1.3223847946683924,Iris-versicolor
+5,4.56390763079306,3.2599534225073397,1.326519274411902,0.20780238372080864,Iris-setosa
+6,5.941819379575147,2.8451113125362997,5.0810590537210825,1.702262827822616,Iris-virginica
+7,6.951161934261945,2.9153919892956957,5.217734305398852,1.7138973656153629,Iris-virginica
+8,6.1172066136964425,3.020234307649195,4.610510067037611,1.6677521553979098,Iris-virginica
+9,5.679401575328194,2.845990563615748,4.758377529254357,1.7624030359580254,Iris-versicolor
+10,5.74738059894385,2.9381204415788673,4.288946657747302,1.5283093607475877,Iris-virginica
+11,5.9720517384609515,3.0471607548569577,5.003290675119606,1.7370111302676996,Iris-virginica
+12,4.791206385282713,3.270372246609162,1.6144811400354815,0.3077085466080547,Iris-setosa
+13,7.0987619673444815,3.3379093782851137,5.960954988971352,2.40024268078979,Iris-virginica
+14,7.35144527717052,3.3608501751851736,5.758414444634848,2.419020458763489,Iris-virginica
+15,5.859534355118772,3.005216413937338,4.927800792627394,1.973377673166468,Iris-virginica
+16,5.144689014779692,3.319251999805743,1.5567529615088105,0.29598162182831517,Iris-setosa
+17,5.85050113177698,2.8183810364406767,4.078779897512334,1.2398208203504786,Iris-versicolor
+18,7.200232269580792,2.7772889867763912,5.832199687625144,2.152034919705409,Iris-virginica
+19,4.866228928578958,2.521700458943928,3.3853501245404827,1.0545132825402752,Iris-versicolor
+20,4.40412970623298,2.745534835076191,1.2731742559049997,0.01823412203377897,Iris-setosa
+21,6.464067753770774,2.9239037858165666,5.332138571419023,1.7396945010244775,Iris-virginica
+22,4.943886530893558,3.1335192325518055,1.6551575911468963,0.24037449394117552,Iris-setosa
+23,6.911918300402095,2.836689605613098,5.637200636602955,1.628330137561751,Iris-virginica
+24,5.128328765379969,3.5793998090142076,1.4784698339123465,0.27224176483037793,Iris-setosa
+25,5.832695460513739,2.7782962704757326,4.561277374789097,1.4719641110254087,Iris-versicolor
+26,7.19072008048718,2.9855964340912693,5.564000517375872,1.9433549390637594,Iris-virginica
+27,6.061901724126787,2.444549594686505,4.116147767598151,1.2052086817938126,Iris-versicolor
+28,4.743554157378034,3.326445477501264,1.2211729526214194,0.19495171253254784,Iris-setosa
+29,5.0105964678929995,3.361384508570592,1.4688245179047013,0.23994404636158098,Iris-setosa
+30,5.998774429652684,3.089900649518847,1.5369278959870452,1.7788859128360337,Iris-setosa
+31,6.609982885107846,2.8926703399016196,5.084380929072473,2.110001449610346,Iris-virginica
+32,5.196175154843291,3.8966617145074265,1.550786064500136,0.3299987272792192,Iris-setosa
+33,4.87720985317243,3.6062255059336907,1.3992679535439108,0.344028013906405,Iris-setosa
+34,5.041479301193525,3.353751161859191,1.191607979763001,0.2676436020026332,Iris-setosa
+35,6.348553516653944,4.132095096208474,0.9260350965066861,0.13257358678597592,Iris-setosa
+36,5.997225323232428,2.520098336618725,3.7787069965220796,1.272785211995438,Iris-versicolor
+37,6.454187335303868,3.1324745035714945,5.339767892096752,2.2484830583379036,Iris-virginica
+38,6.429768632496642,2.7553183654075255,5.364727985367201,2.1349557263768197,Iris-virginica
+39,5.9595901258943,2.794187393907845,3.801560092858112,1.2570780130874906,Iris-versicolor
+40,6.690534640818072,3.314875438927006,5.492159560623995,2.2117127679988524,Iris-virginica
+41,6.763369255600186,2.9577596775683097,6.042184623710117,2.129979308490814,Iris-virginica
+42,5.856399384676979,2.8628546116064397,1.4555785380952857,0.3438384604152914,Iris-setosa
+43,5.739577691898466,2.946294167206251,4.631511645101188,2.0111264363613084,Iris-virginica
+44,6.011682662636032,2.8964651826969403,4.537557855014924,1.8732270746118307,Iris-versicolor
+45,5.382306117617465,2.864725753172127,3.94347839744444,1.2203987191246837,Iris-versicolor
+46,5.784190589740495,3.0339017696461785,4.845184704802096,1.5889672566189366,Iris-versicolor
+47,7.290376712148586,3.333681719173108,5.811750456745037,2.245212963276805,Iris-virginica
+48,5.050059641158929,2.9475223357692704,4.68874312368327,1.3243145884719996,Iris-versicolor
+49,5.073459423536583,2.829266576774393,4.3688990134211085,1.555881613999446,Iris-virginica
+50,5.093983957844774,3.265979855397752,1.3047015260207813,0.04843558114868679,Iris-setosa
+51,5.586222402735702,3.0218605219485584,5.035042976814505,1.5699854786107075,Iris-versicolor
+52,6.017392127728308,3.325988156910316,4.751645878065846,2.1165703983372555,Iris-virginica
+53,6.038075533050343,2.782637093426794,4.373385548060876,1.6410150058100568,Iris-virginica
+54,6.605743135395805,2.8705979940113755,5.350406446657046,1.5271194753220378,Iris-virginica
+55,5.675964265200821,2.867796044343863,4.912231417327789,1.7447086218384154,Iris-virginica
+56,5.8115320853671735,2.996441545818858,4.333826138695466,1.288590412147765,Iris-versicolor
+57,6.203843764590758,3.3618560701004974,5.74033924586391,2.2400689519727877,Iris-virginica
+58,6.132029106589341,3.770361637429582,1.2514305569192816,0.1388137905221599,Iris-setosa
+59,4.840282793079429,3.7600125069770476,1.6734034202429449,0.2622550303871906,Iris-setosa
+60,4.696796212028539,3.295266476100363,1.4938181456798212,0.21446598189176552,Iris-setosa
+61,4.8506450159286185,3.105035137614436,1.5211709811222827,0.058463381684542015,Iris-setosa
+62,6.341637622516471,2.5778722564564935,5.048886179703937,1.7465946342150036,Iris-virginica
+63,6.5100230601406714,2.8202456179948627,5.243424307490439,1.69612210628235,Iris-virginica
+64,6.427254232018356,3.1289407201815203,5.206814381651809,2.0662754541298174,Iris-virginica
+65,6.084036180356679,2.6964603311883693,4.325746671368139,1.6497305206050623,Iris-versicolor
+66,7.205128863457544,2.7850272194118357,5.766715233805767,1.7427263695262003,Iris-virginica
+67,4.717085867463419,3.026944048206121,1.2770219565016192,0.19678187305650113,Iris-setosa
+68,6.301442437535504,2.781704011900633,4.811634311828784,1.3179292142756802,Iris-versicolor
+69,5.626307082890966,3.028207615685392,4.954005428840992,1.232407122872477,Iris-versicolor
+70,5.274143177767243,3.2933974201277034,1.3593814901031978,0.22519910951548344,Iris-setosa
+71,5.271225362194838,3.036516045178895,1.5422642798598654,0.10685284824067659,Iris-setosa
+72,6.639359171460453,3.1539283640303455,5.854693944716205,1.9043331713039566,Iris-virginica
+73,4.882191211346485,3.153067026523695,1.5116074222850693,0.09819173060431666,Iris-setosa
+74,5.228102600587919,2.964522212123559,1.43607611042463,0.2046603017977399,Iris-setosa
+75,4.731893010101724,2.9850532450368554,1.3590728554271096,0.22740522169321095,Iris-setosa
+76,5.978841038578471,2.8749616482189424,4.551885480517665,1.2715946312235442,Iris-versicolor
+77,6.213986778414167,2.6096418975149667,3.944415081464698,1.1416362567543425,Iris-versicolor
+78,6.841839611800339,3.125275488201743,5.445294128283141,2.0773002407437073,Iris-virginica
+79,5.80356703118695,2.9575696062427537,4.733377528075862,1.46305780958283,Iris-versicolor
+80,5.295996055330795,2.9726923213058263,4.130814247509607,1.014084272348068,Iris-versicolor
+81,6.375380546875092,2.890679283568237,4.351815712034843,1.2147034694854557,Iris-versicolor
+82,5.810780665707811,2.627259887809487,3.614935741767136,1.4251875773450535,Iris-versicolor
+83,6.439649628787421,3.0220642190598452,5.003793238493785,1.9438377483423661,Iris-virginica
+84,4.847222258753337,2.948105446062612,1.3918572525800699,0.30761101439314725,Iris-setosa
+85,6.205161183291988,2.9321544947525586,5.334894474034255,2.1366703515580623,Iris-virginica
+86,6.032562958861123,2.605499765008235,4.24651191807505,1.033569751134173,Iris-versicolor
+87,6.023074838459596,2.7959907518970706,4.917909801927175,2.0282643658902546,Iris-virginica
+88,6.489110650593943,2.761181913826314,4.954088419328173,1.8154244610352188,Iris-virginica
+89,6.7563536663468575,2.934082754387517,5.29446233002834,1.9808497060231245,Iris-virginica
+90,4.7262791340240025,2.7261627320474346,1.3672883981688992,0.22364282398575072,Iris-setosa
+91,6.36398471107984,3.212705152980938,5.182296954633815,2.1960338045971053,Iris-virginica
+92,6.849850441223353,3.1280654107023715,5.551209016324913,2.3165451651644866,Iris-virginica
+93,6.825006566902566,2.5696079231103917,6.154092688474841,1.698785949719252,Iris-virginica
+94,6.541022196292842,2.7173546841240057,4.975147025065477,1.44199401476699,Iris-versicolor
+95,5.008167171492753,3.0445547480800235,1.3924096631011402,1.5228932895257652,Iris-setosa
+96,5.231211881791137,3.3978074613388523,1.1555907114741037,0.18747554659198912,Iris-setosa
+97,6.068050128506226,3.0205213230912653,5.166792319481408,1.8812669608682324,Iris-virginica
+98,7.797589074082693,2.873231191213212,6.672981022135855,1.664641245677777,Iris-virginica
+99,5.038996658578686,3.423381562010041,1.351144350442866,0.2137113723857107,Iris-setosa
+100,5.61383684830489,2.5754413018940983,4.30847619096311,1.388083182940785,Iris-versicolor
+101,5.671685827028934,2.7685969896351503,4.8698003265172645,1.5907043341947882,Iris-virginica
+102,5.185012343284304,2.9167752116705765,1.4006571284587557,1.4771871849422353,Iris-setosa
+103,5.419804383321626,3.2058807099628894,1.3016229238429244,1.2182067014656306,Iris-setosa
+104,4.950868442980273,2.8247753432224663,1.1106451411979248,0.1966004455121243,Iris-setosa
+105,6.005900410368443,3.0932010331756445,4.052696544508072,1.1747690738807886,Iris-versicolor
+106,4.792774038940607,3.118440768643224,1.48694172389492,0.196826290333877,Iris-setosa
+107,4.332362184062304,2.6809825844596356,1.4021366615785609,0.04058875447183599,Iris-setosa
+108,6.781763983580484,3.07993849448514,5.878085856995905,1.9855741909256586,Iris-virginica
+109,5.297582592053383,3.2413968825941186,1.6536008727890512,0.5560158007117397,Iris-setosa
+110,5.101570656185516,3.7061517778082904,1.5335772872505606,0.3623510637341938,Iris-setosa
+111,5.264029125920399,3.2866795571459493,1.3871557861269308,0.28154758329950924,Iris-setosa
+112,6.118713422322244,3.117958111493162,4.725160795762864,1.8556070596803422,Iris-versicolor
+113,5.587329593191528,3.0031652922501038,4.108302347246176,1.2527873629334356,Iris-versicolor
+114,5.73112940549873,3.0948178204393697,4.392727420586195,1.4149497490802991,Iris-versicolor
+115,5.283988390822273,3.155958760253868,1.4370320167985433,1.3122283279796287,Iris-setosa
+116,7.4165520085106005,2.7567106491134905,5.987205740934547,2.015860021430337,Iris-virginica
+117,6.694923354948059,3.1158418164057275,4.618667794681405,1.6617522221935113,Iris-versicolor
+118,7.512520943730177,2.9452703352120135,6.60051798869903,1.7228352088386332,Iris-virginica
+119,6.0663541567272405,2.56662029494597,5.43362275448197,1.763122376130875,Iris-virginica
diff --git a/iris/tvae/2/29/test.csv b/iris/tvae/2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/29/train.csv b/iris/tvae/2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/29/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/29/val.csv b/iris/tvae/2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/3/synth.csv b/iris/tvae/2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3b8d2dbe339534d03a372ef14d635061384c52bc
--- /dev/null
+++ b/iris/tvae/2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.160743696076761,2.91648587643029,5.6334664833293076,1.9498583675021264,Iris-virginica
+1,5.856872096644888,3.018529876268717,4.9484196762743,1.5038430648806,Iris-versicolor
+2,5.314977222100664,2.9764209675458813,4.736562504348306,0.9196143216141603,Iris-versicolor
+3,5.774462999172712,2.719084310263498,5.351121971613481,2.1126438078800858,Iris-virginica
+4,6.471855150057805,2.865312892704727,4.971550611953266,1.4510448649410708,Iris-versicolor
+5,6.021529123054765,2.9270121060728687,5.361855042706923,1.7527622325654229,Iris-virginica
+6,4.860330632848745,3.002890795252477,1.4626648219825016,0.23698135628876943,Iris-setosa
+7,5.0815485464026064,2.887433107037795,4.511264207649848,1.1936931319008777,Iris-versicolor
+8,6.112582190737841,2.6748385208054355,5.017225031833845,1.6219798483823045,Iris-versicolor
+9,6.527305691093131,2.8068378920635455,5.038726921009095,1.5190509714739455,Iris-versicolor
+10,5.501324861526845,2.9340234926106583,5.041794091610499,1.7661876927185522,Iris-versicolor
+11,5.420495628712567,3.5308614287645406,1.0192324865540363,0.1585562024202764,Iris-setosa
+12,6.665416741044812,3.46973951497312,5.4660554486437585,2.6565740566208738,Iris-virginica
+13,6.04952123520843,2.8535248183885837,4.464188076204439,1.20108458161786,Iris-versicolor
+14,5.265527394875322,3.466789941326315,1.4753841313411689,0.43225251874579074,Iris-setosa
+15,5.909452275868236,2.8364744002659052,4.710430990371242,1.6360394272268435,Iris-versicolor
+16,5.207453207515512,3.3517230989825006,1.429819846388954,0.2971795585920598,Iris-setosa
+17,6.335764396359361,3.225399971501544,5.270035215359515,2.1832426658087565,Iris-virginica
+18,5.927845280379994,2.4432754337141414,4.535471263411827,0.9011281966564637,Iris-versicolor
+19,6.348344346939244,2.7352357426710703,4.622796356634357,1.1973328258814435,Iris-versicolor
+20,4.892765710384998,3.037451898248436,1.5650708828899929,0.3571764305959182,Iris-setosa
+21,6.524108833470697,2.8729435012227715,5.767727710258251,1.8059930753821065,Iris-virginica
+22,6.477133953243287,3.0983036655464673,4.9395843678695766,1.7472198343912302,Iris-virginica
+23,6.625866125396641,3.4296073512678436,5.554486694597256,2.213758476984693,Iris-virginica
+24,6.197593134542493,3.1096882851296317,5.369092591757053,2.005768286592924,Iris-virginica
+25,5.516483142027643,2.774504268426001,4.437690465733427,1.0532715027441077,Iris-versicolor
+26,5.26149648885272,3.6339015438531552,1.2931675709498722,0.17862358159848568,Iris-setosa
+27,4.988116993885485,3.059189653846385,1.5498440145418382,0.13232545693474462,Iris-setosa
+28,6.367871799803973,3.1183862787459273,5.530937201044765,1.8842510755427706,Iris-virginica
+29,5.081427625763796,2.663610307298243,3.1562146878871307,1.0365832561836168,Iris-versicolor
+30,5.2703000345354445,3.300674128786781,1.6771685439473434,0.3349457008622455,Iris-setosa
+31,6.797001359859433,3.199830536346795,4.493888387436976,1.2817629017761023,Iris-versicolor
+32,5.8200649562762425,2.6786275217015465,5.275111134876636,1.4048846233782517,Iris-virginica
+33,5.819005206865707,2.740262926402456,4.244747038940737,1.183364880385915,Iris-versicolor
+34,7.185834027779632,3.632531628789681,6.3963364910349565,2.092831999880869,Iris-virginica
+35,5.770733035925288,3.073605223977686,5.049522937223632,2.0246960450476212,Iris-virginica
+36,4.668039754301432,2.7255357119986696,1.4748236781297632,0.3576558398202227,Iris-setosa
+37,5.518477011016727,2.5925930222345004,3.4437275499125946,1.173969069817462,Iris-versicolor
+38,4.819619578993546,3.142566900853748,1.3827340089485751,0.13097702835242078,Iris-setosa
+39,5.189947378487241,3.9949880198629684,1.5441849449769094,0.2836071159731681,Iris-setosa
+40,6.249131858815674,2.9285054505496086,5.401593852005501,2.0217087942186738,Iris-virginica
+41,5.040529164356554,3.456578871651223,1.4987071888249195,0.2780772959413948,Iris-setosa
+42,6.224577085125239,2.781865298472627,5.068877869260239,1.7710730985962249,Iris-virginica
+43,4.696795874153012,2.885561453559958,1.3190476624161913,0.10527574681655169,Iris-setosa
+44,5.825480895877573,3.394945758972654,4.93566989726243,1.456448525868292,Iris-versicolor
+45,6.329892078131668,2.970509949016779,6.036852792655321,2.2796904137438196,Iris-virginica
+46,5.25892103134869,3.2619684278664165,1.5177855345419784,0.46977277492473274,Iris-setosa
+47,5.489479112411575,3.2348833463396973,4.59799493137805,1.4107895977824234,Iris-versicolor
+48,4.977502487770311,2.798570108070269,4.753441293550557,1.2351493178811352,Iris-versicolor
+49,6.483657345143906,3.1462875985036978,5.537912737981958,1.8827623766713528,Iris-virginica
+50,5.099110086008542,3.2459931828701887,1.6103588848236223,0.01256128588153052,Iris-setosa
+51,6.374417457325013,2.923646369105824,4.884560087481178,1.943667669003971,Iris-virginica
+52,6.123305018928318,2.6228417245215776,3.814757943568071,1.2994360292187683,Iris-versicolor
+53,6.350127427710658,2.857809868440065,4.777663838809563,2.0927039819742284,Iris-virginica
+54,5.010661100433236,3.069449027253479,1.3664705355276197,0.31052673068804304,Iris-setosa
+55,4.599629932814815,3.028967530543672,1.3774982506570588,0.36653433328785495,Iris-setosa
+56,5.6154265132723005,3.340524885822057,1.6592154983261878,0.3900105461156129,Iris-setosa
+57,5.141487244560901,2.9429834129537773,4.303577877110381,1.4693685716866007,Iris-versicolor
+58,6.351102312982008,3.056990968361143,5.284510728822174,1.4139059594017216,Iris-versicolor
+59,5.3441752950974255,2.9967862962639256,4.919691991246718,1.3982532616150003,Iris-versicolor
+60,6.001182000998673,3.1980684655360734,4.194209809846707,1.5544602300785462,Iris-versicolor
+61,8.199204609887659,3.243700913038388,6.587674442564767,2.2179227743192564,Iris-virginica
+62,4.972812371236126,3.359787286764388,1.1012973680609934,0.04009446031392011,Iris-setosa
+63,5.210261056974356,3.308058759739284,1.6199546525217663,0.2191033868204306,Iris-setosa
+64,5.828122416537951,2.5427234971326964,4.4981197637035955,1.4994010929081305,Iris-versicolor
+65,5.813945410388957,2.3784664898538015,3.6503665982157383,0.8908877816665203,Iris-versicolor
+66,5.283708714703716,2.7420595357233406,4.204319031229743,1.176902558475925,Iris-versicolor
+67,6.0058557152019105,2.9730285552565285,5.230271047771358,2.040070909088037,Iris-virginica
+68,7.162801503565799,3.093216605990932,5.787049883102313,2.1365126284475173,Iris-virginica
+69,5.155333459497541,3.0624123341782776,1.76675568931616,0.3400868547526012,Iris-setosa
+70,7.418749679725159,2.6969532480029828,6.647396571850133,2.1799574051345925,Iris-virginica
+71,5.220191899600323,2.5090714238573693,3.9845721977785664,1.373660313205611,Iris-versicolor
+72,5.58813176195645,2.919363121764396,4.163290879760471,1.0321607941334516,Iris-versicolor
+73,5.161061268222055,3.37919067126767,1.4195521137785105,0.17888412385821764,Iris-setosa
+74,5.677910157521047,2.77316315026998,3.814580443450952,1.1162882554205156,Iris-versicolor
+75,6.925509000369413,2.9447707769718883,5.140961877015586,2.1104236433913477,Iris-virginica
+76,5.239138767040498,3.7939425326409304,1.4808579428009216,0.11062086959597228,Iris-setosa
+77,5.76775077956006,3.067368756003243,4.583700794452243,1.519622117410449,Iris-versicolor
+78,5.187332093389643,3.8810811968101824,1.4081002224511476,0.24947452746748713,Iris-setosa
+79,6.1716082219422095,2.6458529715517503,4.1782849247489,1.5921259880386804,Iris-versicolor
+80,4.744137417542234,3.2254335157611616,1.555815841478485,0.31234446858400006,Iris-setosa
+81,5.078660624758568,3.4714905183873164,1.3098749297852508,0.15795293525960852,Iris-setosa
+82,5.786404794909494,3.005023858087997,5.035489013962209,1.9593356024120898,Iris-setosa
+83,6.067391476489105,3.033399584679058,5.308522928376423,2.0422063845718568,Iris-virginica
+84,6.570283904966137,2.84131905576405,5.35451935291987,1.6274980487876856,Iris-virginica
+85,6.310039258246661,3.201329163511652,4.486798212402994,1.9769492960689956,Iris-virginica
+86,6.134203591308709,2.8810844658726484,5.014662128705269,1.549365451321486,Iris-virginica
+87,5.388343936554418,2.818223741004954,4.831071988723616,1.4831926071516308,Iris-versicolor
+88,5.327239196998269,2.9408253048670834,4.947020100732241,1.8615954877530272,Iris-virginica
+89,5.571106913163535,3.446041934502051,1.3475105271730075,0.2525264935814108,Iris-setosa
+90,5.63605145178437,2.877307349868158,5.191220095533438,1.4668710835231737,Iris-versicolor
+91,6.299592596574696,3.258469691165281,4.607970413771039,1.5661899489311337,Iris-versicolor
+92,6.227143959588372,3.2312029949710714,5.3531182599899605,2.3674464207589283,Iris-virginica
+93,6.116846590142537,3.1430815660263023,4.7414304587993845,1.360737209565679,Iris-versicolor
+94,5.104970814170483,2.9596598438884114,1.3186366548419328,0.10153738768149076,Iris-setosa
+95,5.369315279646827,3.4105887928978076,4.765489276506608,2.341210498327408,Iris-virginica
+96,5.738609239282928,2.8634226984288214,3.8138973507041802,1.0335166468163668,Iris-versicolor
+97,5.246500454606989,3.018170354473023,1.3532028136644996,1.392957395442877,Iris-setosa
+98,6.879555938930351,3.2253952135922277,5.900573844516275,2.035773206073399,Iris-virginica
+99,5.56383048116817,3.0893697541298795,1.3904815952829608,0.09734779199075766,Iris-setosa
+100,6.473371689384229,2.8817406825061296,4.582032937569481,1.2678244631596756,Iris-versicolor
+101,6.75371272376028,3.346855210083877,5.320478324945897,2.742034138320876,Iris-virginica
+102,5.485588045968227,2.8437977007853776,4.514696228202145,1.08106125349167,Iris-versicolor
+103,6.669014914831931,3.2542195145257327,5.324247171302457,1.5926073188627998,Iris-versicolor
+104,6.885497864192181,2.820437214377082,5.494566763432941,1.541347139706477,Iris-virginica
+105,7.078533543703332,3.4603570937752366,5.53407818765739,2.1829997881232757,Iris-virginica
+106,5.500342453023744,2.2902422348580416,4.236342565129307,1.3982757493967515,Iris-versicolor
+107,6.252608348004516,2.860850886826714,4.526158088889086,1.8369049769928736,Iris-virginica
+108,6.8307269279209075,2.817446862152118,5.370458714401327,1.6021821380919175,Iris-virginica
+109,7.239735019836992,2.7002291707251596,6.284927178867523,1.7806024291226987,Iris-virginica
+110,5.914091437963794,3.2414160267663594,4.825940981421604,1.9264985936788546,Iris-virginica
+111,5.561070579380699,3.0345120781404185,4.8706041741084265,1.374296464092057,Iris-versicolor
+112,6.4346977367503335,2.9018976890424275,4.460724695921661,1.1489577413552934,Iris-versicolor
+113,6.649483539053716,2.947474497615676,5.326107736416829,1.4918115203602895,Iris-virginica
+114,4.7462233056747465,3.7094250896601735,1.397072857095027,-0.0037110573523556623,Iris-setosa
+115,5.077979766731156,3.6758026235853225,1.4665265702626726,0.2414082287420811,Iris-setosa
+116,5.723891319873687,2.8349342430848,3.643125499823474,1.196568704720961,Iris-versicolor
+117,5.597792648658002,2.7821776417393416,4.344122833992577,1.5552276487438488,Iris-setosa
+118,6.91395900404207,3.0418676462421126,5.982707276312723,2.003610574218713,Iris-virginica
+119,5.936357518321288,2.6761804303300023,4.8674763112340695,1.6607281722699347,Iris-virginica
diff --git a/iris/tvae/2/3/test.csv b/iris/tvae/2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/3/train.csv b/iris/tvae/2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/3/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/3/val.csv b/iris/tvae/2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/4/synth.csv b/iris/tvae/2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9e19c0dd6d5f3fb0817bcbc298ef1d4461365aa3
--- /dev/null
+++ b/iris/tvae/2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.5919268764923995,3.1598486470887086,1.533158127501997,0.12358778168811071,Iris-setosa
+1,5.868620105507118,3.0687646635955286,4.062645823754888,1.3719398194853945,Iris-versicolor
+2,6.067277010771244,2.819696165775954,4.8912224783100235,1.6632253565497674,Iris-virginica
+3,4.865259272621573,2.922149851106692,1.3891591244625332,-0.02761388369381429,Iris-setosa
+4,6.255127681673562,2.891408660653523,5.5561967013611335,1.7198407345078346,Iris-virginica
+5,6.104243966541631,2.983972464714731,4.907135368461503,2.057886031901842,Iris-virginica
+6,4.8682343326487345,3.6917852585148605,1.2512985344716105,0.1635002137027478,Iris-setosa
+7,5.007157210555076,3.4369355322512387,1.4895058366931506,0.21722926407845766,Iris-setosa
+8,6.879669526012494,2.937094797358067,5.647028124297249,2.1228881645107944,Iris-virginica
+9,5.491770979279393,2.5694164687777405,5.086940903123127,1.9441406527891094,Iris-virginica
+10,4.840643265711586,3.216520324030329,1.5053108116077676,0.2097618526810283,Iris-setosa
+11,4.9458927139583535,3.025715726733685,5.357869581888195,1.8342112702305078,Iris-virginica
+12,6.6317416086816685,3.020844571558351,5.775297855879743,2.523864140450478,Iris-virginica
+13,4.687349859515189,2.947394042383871,1.333398173718587,0.18606082393626727,Iris-setosa
+14,5.362142732259634,3.182745430487189,4.3331250803842485,1.4585429973234816,Iris-versicolor
+15,6.308200062873408,2.9396590335889523,5.101890512874734,1.8161945496191008,Iris-virginica
+16,5.693046534498539,2.8060637665860115,4.158852893665381,1.3939245054501301,Iris-versicolor
+17,5.310435055528882,2.9221353836936346,4.049415152364127,1.4358447402064773,Iris-versicolor
+18,5.448085971286639,3.4923833685094334,1.257527712374903,0.22156480146406562,Iris-setosa
+19,6.509374679566636,3.111499009881582,5.447174370526557,2.365825452162864,Iris-virginica
+20,6.198428399210492,2.7647926576441098,4.893062754786101,1.3910962422664166,Iris-virginica
+21,5.9582790039349804,2.728319542907192,4.622489672633396,1.6188006608279584,Iris-versicolor
+22,5.457727080984917,2.9941409783755577,1.4933967276528226,1.4198764286974381,Iris-setosa
+23,4.848186755669704,2.9562209910254356,1.4197123582910631,0.045098237129179264,Iris-setosa
+24,4.9921613830702185,3.3060896856288284,1.3704235096024566,0.14239967833758804,Iris-setosa
+25,4.935877194002757,3.0963617951777707,1.4061184111747849,0.21605976014396072,Iris-setosa
+26,5.410814306571265,3.198402401084663,1.4751829295645926,0.3356286289258451,Iris-setosa
+27,4.698604553195177,3.404826234448515,1.4559137957845787,0.04260518793925011,Iris-setosa
+28,6.159531428859506,3.2179183401982696,4.876201582649815,1.741779656165965,Iris-virginica
+29,7.096938675649966,3.368841905243583,6.4584831237963165,2.0499668144916705,Iris-virginica
+30,5.813465888987789,2.874687060079816,5.882695723954171,1.6225688145317696,Iris-virginica
+31,6.353512320564639,3.055775433370194,4.185290823713603,0.999497729654346,Iris-versicolor
+32,6.564427129130502,3.333007852085745,5.383911418394315,2.363455989412629,Iris-virginica
+33,6.290692218164652,3.174125278944865,4.962813568721675,1.567921242609701,Iris-versicolor
+34,5.506835582297346,3.032233989707946,4.164210912954549,1.379687322437202,Iris-versicolor
+35,6.700970908760707,2.8183800790948483,4.931136862972041,1.6674474742842815,Iris-virginica
+36,5.328741840488543,2.8337442380234426,3.6629524272985536,1.1622645867309696,Iris-versicolor
+37,4.738231100191963,3.0827629485055907,1.354111107312068,0.27880893215366787,Iris-setosa
+38,6.1686660326607745,3.0229992295376378,5.333704139583174,2.3049913127553157,Iris-virginica
+39,5.5892775002704225,3.9421610074848257,1.5975350620436108,0.25879593053516736,Iris-setosa
+40,5.919150241067704,2.691376223788044,4.979421774943219,1.5057991631579026,Iris-versicolor
+41,4.950031127186735,3.3261432158327984,1.352050818753149,0.2828648651854946,Iris-setosa
+42,6.064496455647461,2.7916079669495644,4.824360085405729,2.1333020439019057,Iris-virginica
+43,7.321490093953772,2.842611753166038,6.550351782862558,1.8802781171201008,Iris-virginica
+44,5.967900528524678,2.903037784065663,4.539981210402149,1.5185088475721544,Iris-versicolor
+45,6.464369901883259,2.8219040639593245,5.222093003384044,1.9842210485798646,Iris-virginica
+46,6.187263948146027,2.697641289226027,5.874358774115546,1.7872707256748204,Iris-virginica
+47,5.723943703295254,2.7220049063351768,4.571896093919057,1.434583213435464,Iris-versicolor
+48,4.6312218407464165,3.0029141012879776,1.1304367513308298,0.26091879006413804,Iris-setosa
+49,5.2895098682015895,2.9177665458651596,5.643529701636023,1.67854182678666,Iris-virginica
+50,5.458963173515834,3.695576456987971,1.6353285536881357,0.23444863440602198,Iris-setosa
+51,5.813586958902309,2.497592926581924,4.219592668371728,1.0294024296009145,Iris-versicolor
+52,5.101006513950823,4.295552136111206,1.8692288266974617,0.3749989364707362,Iris-setosa
+53,5.145500611380643,2.722867371196392,3.3407361509182723,1.2228379423832352,Iris-versicolor
+54,5.174958575147361,3.464965380428249,5.309114953049081,0.43347244420134723,Iris-virginica
+55,5.246102373008728,2.9084252050920996,4.3073318147438355,1.4997979594572788,Iris-versicolor
+56,5.0275547627684904,3.575418548328204,4.978227839820294,1.8781777244635198,Iris-virginica
+57,6.687881550373132,3.250870742439431,5.790604038804498,2.481555305287087,Iris-virginica
+58,5.502987048301213,2.8557312724535926,4.338443878647585,1.0573423417211036,Iris-versicolor
+59,6.772356836943127,2.8399386776636195,5.875541555680139,2.094470966115104,Iris-virginica
+60,6.524075463068891,2.9881071435068063,4.887427614352877,1.3987244795092912,Iris-versicolor
+61,6.782393921384133,4.283637632129591,0.911425664694918,0.19995878287861113,Iris-setosa
+62,5.11670975611762,3.005371662269459,1.5110366400449924,0.4264565503054632,Iris-setosa
+63,5.1347427340703415,2.9781503561454823,1.660564470099273,0.06459325578864678,Iris-setosa
+64,5.879891517785067,2.998872625338097,1.6485583914672701,0.3125424125816548,Iris-setosa
+65,5.748393039955542,2.6768140233818674,4.466130637305667,1.393495791609503,Iris-versicolor
+66,4.71799463901742,3.175301404364376,1.64369241986921,0.1991408788385567,Iris-setosa
+67,5.846111166728882,2.7524057876179944,5.319832901035018,1.7959167466018164,Iris-virginica
+68,6.652818712205445,3.144898192146651,5.6940725341007985,1.6655997989644973,Iris-virginica
+69,7.272246626110707,2.7402177604670444,5.789869421787473,2.247259174661315,Iris-virginica
+70,6.817461456938947,2.7587867316619548,4.405364885895566,1.5236506269871288,Iris-versicolor
+71,5.889652923075146,2.8724499390241194,4.468129893400424,1.2106040385205017,Iris-versicolor
+72,6.07735428954999,3.123225352980456,4.78492637821869,1.452602979745323,Iris-versicolor
+73,5.891588304127277,2.806766825571984,4.573632238071182,1.675553082640093,Iris-virginica
+74,4.5412726341843666,2.772440065644892,1.06848847371282,0.10164565795494468,Iris-setosa
+75,6.071799164071647,2.7477219940201256,4.770814328145461,1.5699826302136244,Iris-versicolor
+76,6.549101676861485,2.6398945762304336,5.637138877612056,1.6990514041215998,Iris-virginica
+77,6.412427422628795,3.5532108400690836,5.159503767553936,2.3142467635485167,Iris-virginica
+78,5.321256603208931,3.245027383205041,1.9341928161050548,0.4200897977760217,Iris-setosa
+79,6.534304770117371,2.6749334621007517,5.745742207032864,2.017852936954546,Iris-virginica
+80,5.110462032459923,2.9083096490073093,1.4617200847362817,0.19292484076565292,Iris-setosa
+81,6.454122056473352,2.860963089693465,5.465842365540673,1.523947061774607,Iris-versicolor
+82,6.721724871342552,3.872075460060019,5.7858520732300365,2.0685185386377336,Iris-virginica
+83,4.596724244214592,3.4884561292247027,1.3430508557468002,0.1040669031728299,Iris-setosa
+84,4.707822907675253,3.2697134244142583,1.4541483932649752,0.2343791203469584,Iris-setosa
+85,6.99803157341708,2.693944961607822,4.937544824716083,1.6024300646570282,Iris-versicolor
+86,5.806127823028188,2.7048563578914964,4.843213015790728,1.6947379719542373,Iris-versicolor
+87,6.479765584206847,3.538053305753203,5.525275995350166,2.419850984933438,Iris-virginica
+88,4.941446823489616,3.237976113357938,1.5414978650387205,0.22318273087412838,Iris-setosa
+89,6.202006933944184,2.9504451978634645,4.955787753357253,1.7776337010730727,Iris-virginica
+90,6.670632706900459,3.3377399622499477,5.84670453443978,2.1142449644195818,Iris-virginica
+91,5.6206853262739,2.8233601222606177,4.52736938974951,1.192602139676763,Iris-versicolor
+92,4.951044825515825,2.942131912662609,1.228776659227483,0.2811527742832531,Iris-setosa
+93,4.968186518118343,3.2721585005532563,1.6694262493561038,0.3034247061526373,Iris-setosa
+94,5.5327691811637605,2.7754882251591515,1.2934722692843608,1.367630621433305,Iris-setosa
+95,6.718023088653726,3.1470763687013354,5.090071420413956,1.8924762670642272,Iris-versicolor
+96,6.298209413329667,3.4048534026443353,5.205254016601235,2.3180364853543045,Iris-virginica
+97,5.685590515755878,2.6372380148483283,4.719466723062869,1.9286109313247328,Iris-virginica
+98,5.645822150320236,3.0689286051701368,4.562433644815166,1.3411872716929474,Iris-versicolor
+99,4.96875585847993,3.170552280111634,1.648846231753339,0.22652679962149008,Iris-setosa
+100,7.194788931517303,3.0715719136429875,5.714537820963982,2.0052487442133167,Iris-virginica
+101,4.908051583767602,3.4291884052913373,1.4352669148391928,0.2466169618100384,Iris-setosa
+102,5.362787491843575,2.9429894536511503,1.4902130035472192,0.3285070391097561,Iris-setosa
+103,5.876344961540026,2.904682102990247,4.716435403252445,1.6852076743197835,Iris-versicolor
+104,5.348219292242517,3.1363946578225326,1.5758982019355532,0.4527096098479623,Iris-virginica
+105,5.573356549012078,3.2424471020965853,4.757944965337785,1.6576625326064558,Iris-versicolor
+106,6.741095741814985,3.4614806768900155,5.888856653170927,2.0432214855640423,Iris-virginica
+107,5.23215672273926,3.018233077051904,4.622666863828611,1.2562025445046148,Iris-versicolor
+108,6.501107973013466,2.6367333164998565,5.148243874080438,1.9206973185434961,Iris-virginica
+109,6.302974768971519,3.282007931373041,4.9818559080827445,1.784717058394789,Iris-virginica
+110,6.743058198381028,3.114927465608841,5.028822821810565,1.980384547574886,Iris-virginica
+111,5.668383112542834,3.294711958079012,4.53247910030212,1.2302651731961054,Iris-versicolor
+112,4.582135968212361,3.4965033453413676,1.4277073175232888,0.33320155844268534,Iris-setosa
+113,5.506785131737864,3.216460162850339,4.338239470726999,1.1477710933507712,Iris-versicolor
+114,6.203563782392179,2.7711973457048518,5.567317319722029,1.9829972912932712,Iris-virginica
+115,5.717177363220774,2.862322239353888,4.309576364900219,1.1363509005190182,Iris-versicolor
+116,5.160927639308522,2.438273431802693,3.72250408725795,0.9526817299544541,Iris-versicolor
+117,5.853729703741906,2.8735466883112895,4.923327433777364,1.91142086143132,Iris-virginica
+118,7.04756015768006,2.8009542484483787,5.875708827420732,2.149646444730611,Iris-virginica
+119,5.545040736650405,3.1768931535766542,4.622471334689492,1.4695944533192355,Iris-versicolor
diff --git a/iris/tvae/2/4/test.csv b/iris/tvae/2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/4/train.csv b/iris/tvae/2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/4/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/4/val.csv b/iris/tvae/2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/5/synth.csv b/iris/tvae/2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c7c02a8f3aa78114b3363351f2fefdbba678f486
--- /dev/null
+++ b/iris/tvae/2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.715709903537494,2.989412104526282,5.32546217120438,1.7225323142762676,Iris-virginica
+1,5.1000043372362445,3.473720299659527,1.589553254608608,0.3706228026128079,Iris-setosa
+2,7.293237590239848,3.0037680119073293,5.65346810593343,1.7894565156627418,Iris-virginica
+3,5.989253642289269,2.9284778742033377,4.8524836676756316,2.0934827191654377,Iris-virginica
+4,5.0775754203406605,3.489976777266139,1.6127101478393973,0.35204399732093006,Iris-setosa
+5,6.650752089245818,3.1931567704978785,5.11465051767701,2.560701916741083,Iris-virginica
+6,6.397406283110334,3.167050352032747,5.018794102643667,2.264109397233544,Iris-virginica
+7,5.330072250146618,2.6125877962237167,4.614810742953074,1.307293539918936,Iris-versicolor
+8,4.878922070594958,2.53423558173934,1.3124125810462453,0.2544090406979159,Iris-setosa
+9,6.427719770315477,3.241928653876345,5.4430578519116475,2.290918305894628,Iris-virginica
+10,5.6767744610409885,2.6408558176017354,4.553442369840389,1.359466863179887,Iris-versicolor
+11,5.754531294726435,2.731845084293571,4.396957160306287,1.063246041740277,Iris-versicolor
+12,6.6003756181799265,2.81280745213419,5.701338649841699,1.9879289202862513,Iris-virginica
+13,4.986886143480341,3.3428397038554785,1.5942231438084289,0.13319982094270802,Iris-setosa
+14,6.303553448790026,3.6464066459774496,5.942590817190943,2.7789803287811297,Iris-virginica
+15,4.484427779579018,3.4388379070756097,1.5692756186459524,0.18853793371386815,Iris-setosa
+16,5.4847452750275485,3.5666543337941548,1.3242496264697,0.1108336709205654,Iris-setosa
+17,5.560877185338776,3.312226845799323,5.324021458048101,2.263809850233688,Iris-virginica
+18,5.066578410660539,3.913187385114268,1.37259406387349,0.22065638500207707,Iris-setosa
+19,6.491113372172323,3.4169847168321787,5.215278111201061,2.008270841530078,Iris-virginica
+20,5.677428738609321,3.447468800173699,5.22821425152739,0.4220328768508028,Iris-virginica
+21,5.199882200215887,3.199963461754481,4.329778319996602,1.5667700560095588,Iris-versicolor
+22,5.0828762428373695,3.662609834645017,1.457643057026391,0.2591113781503953,Iris-setosa
+23,6.167810186445069,2.797949322270685,4.957214615583775,1.963410163766559,Iris-virginica
+24,5.233361101947232,3.380026521542812,1.465997111985832,0.38251762936694683,Iris-setosa
+25,6.1072733370836065,2.9583052674557933,4.327929480897341,1.2985012152297966,Iris-versicolor
+26,4.988231402211232,2.508850893361106,3.418509677478779,1.1301843570589005,Iris-versicolor
+27,5.417149112311281,2.9624057364091874,4.671999004743504,1.3493597121431828,Iris-versicolor
+28,5.631379508638705,2.887143864490491,4.613967118060735,1.2218616056476277,Iris-versicolor
+29,6.147880021704685,2.5508791752319526,4.818077339304917,1.4318799984597503,Iris-versicolor
+30,5.154552000934777,3.380280295537382,1.5781117043909683,0.44472933652076185,Iris-setosa
+31,5.551505845955972,3.0609785762907586,4.702102879025235,1.22929882114569,Iris-versicolor
+32,6.687092905513764,3.230164856698351,5.536757145923396,2.6757042219410696,Iris-virginica
+33,4.90008365716616,3.378087312373025,1.3829819006176898,0.23815799635150717,Iris-setosa
+34,5.853213023683935,2.8983468001172006,5.006962748033129,1.409619821657257,Iris-versicolor
+35,5.743570494830983,3.0243396515126886,4.440149881189986,1.6382297037407598,Iris-setosa
+36,6.803827598494738,3.3165464324520286,4.998034984324743,1.7548053175459837,Iris-versicolor
+37,6.389228406076629,2.6475372633182195,3.8683414449321467,1.1281795113846558,Iris-versicolor
+38,4.669967445068909,2.722595313709092,1.5009927753588848,0.28709741691481083,Iris-setosa
+39,5.672513516521355,3.1101001170275415,1.2787604386097822,1.3271006967350094,Iris-setosa
+40,6.395051751379928,2.889060560076043,5.296095252213796,1.8143559444667594,Iris-virginica
+41,5.852315167013987,3.022983604190991,4.205279726563439,1.8558783560997134,Iris-virginica
+42,6.641436166528489,3.0103833224739445,5.448054364786858,2.0745947738282653,Iris-virginica
+43,6.292087265835363,2.7924403843100247,5.46211233766449,1.6061727297362387,Iris-virginica
+44,6.647600777771901,2.998632303165923,5.002360120378073,2.1491487600892207,Iris-virginica
+45,4.785906408365674,3.115902642870889,1.5893085789947294,0.17924783330356475,Iris-setosa
+46,4.774663011201025,2.977013284954299,1.3901885457066174,0.1561270675723215,Iris-setosa
+47,5.731417077022343,3.0652907754533087,4.633601999325724,1.2881276807033923,Iris-versicolor
+48,4.72474343313256,3.2867439960544194,1.1529688615067852,0.20788233148782984,Iris-setosa
+49,6.921833299896794,2.781998206998036,6.185355192699918,1.9239649107435992,Iris-virginica
+50,5.94769957997276,3.055638321087317,4.490684445340626,1.48274145850712,Iris-versicolor
+51,6.297758466012145,2.915162988641681,4.979651951640027,1.8560056178751458,Iris-virginica
+52,6.274079179626057,3.1549333318513093,4.532586957879274,1.2425587648403194,Iris-versicolor
+53,6.369508288620674,2.940976576080361,5.190970147462021,1.6891278108246448,Iris-virginica
+54,5.846178183163634,2.9068487998986963,4.827818793364686,1.5075760945535583,Iris-versicolor
+55,7.3264654030764875,3.1842550129020637,5.897493484849064,2.170877063611292,Iris-virginica
+56,5.50703869242056,2.9542163206421708,5.07040940124428,1.914411211358721,Iris-setosa
+57,6.717591769355996,2.768612747858237,5.142419067251778,2.2061104183461318,Iris-virginica
+58,5.339502239133666,3.4009219181264476,1.4445575235473598,1.242694817050105,Iris-setosa
+59,5.124711443205229,3.5044610091661004,1.4113886953666321,0.15423632227518386,Iris-setosa
+60,5.7871663613950295,3.182831107278625,4.915140374201614,2.063325064118346,Iris-virginica
+61,6.199206774091681,2.5069634075992653,4.471846403792911,0.8937762993816687,Iris-versicolor
+62,5.817127548678848,2.9643143738602005,4.702136798851231,1.6104691720960094,Iris-versicolor
+63,5.209758091589807,2.8008335322032014,3.964318293923174,1.428180020902218,Iris-versicolor
+64,5.6204525126040545,2.726628557568059,4.521790570047743,1.471842484646305,Iris-versicolor
+65,5.05070808630085,3.1594078424544243,1.6857353191182898,0.32109545452556965,Iris-setosa
+66,6.385709759087959,2.991283185053367,4.845284670339457,1.3390604085455813,Iris-versicolor
+67,5.022869160168563,3.100814789508545,1.394729198254785,0.4560376430058486,Iris-setosa
+68,4.633387223581236,2.35715931475635,3.38998581578314,1.3877937927516255,Iris-versicolor
+69,4.969309872391918,3.0592160496296845,1.795884778158433,0.35562132818879927,Iris-setosa
+70,6.9597013747958565,2.875439020518655,6.423213856461854,1.7150628374441306,Iris-virginica
+71,5.524860264913015,3.355382487714464,1.5520080999721473,0.1650287163434599,Iris-setosa
+72,5.28654640371829,3.452588604983661,1.622411354544343,0.3313702072029244,Iris-setosa
+73,5.1019466102481745,3.164586350244182,1.451166018544791,1.0241752180335282,Iris-setosa
+74,6.352474786104543,2.8680789695957127,5.501620385172494,1.8639547676191648,Iris-virginica
+75,5.7288400885169635,2.9296357028698425,4.289577528801813,1.6319609893074223,Iris-versicolor
+76,5.6865279306469265,2.997528418389772,1.683584781957806,0.15910142437228209,Iris-setosa
+77,5.16640841886127,2.9964310488865595,4.913672327725983,2.1547622544272973,Iris-virginica
+78,6.5602218798466065,3.397020354824687,5.305213912878349,2.1928164751548014,Iris-virginica
+79,5.652721719646319,3.0203632858689162,4.476022748322466,1.5235414288780094,Iris-versicolor
+80,5.007548571340426,3.339406613429775,1.3985924225933895,0.1737945477991037,Iris-setosa
+81,6.175202939134691,2.636614369852915,4.768570572058739,1.456549623805125,Iris-virginica
+82,6.856611630144153,2.9154443020226175,5.629739468168285,2.0494637500772783,Iris-virginica
+83,6.149310439967711,2.487167637913332,4.639414675045283,1.6577871215861122,Iris-versicolor
+84,6.595936583572495,3.622601627452684,1.3363975096008833,0.5560524427663991,Iris-virginica
+85,5.80555383809333,4.155597904541169,1.3693226492681347,0.2378871731060177,Iris-setosa
+86,6.0060544982993145,3.208565802530929,5.295968801858514,1.8798736456971687,Iris-virginica
+87,4.981181816859057,3.397834843731965,1.5278531809357094,0.2091907186418614,Iris-setosa
+88,6.272921937506019,2.8066712831489897,5.363986692900786,1.9963456375158068,Iris-virginica
+89,5.830725099796455,3.26750507720674,4.452422475837254,1.559815460188057,Iris-versicolor
+90,6.280574205720464,2.8023541675789696,4.898221317666737,1.7425864526651635,Iris-versicolor
+91,6.088285156293837,2.7504194192117444,5.026106880841195,1.8452659920961465,Iris-virginica
+92,6.736815111186641,2.9409512963779907,5.393684012229419,2.18596234570939,Iris-virginica
+93,6.0140165156284695,2.901898789579237,5.31974828860888,1.5523549246878883,Iris-virginica
+94,6.152840673331457,2.848401814866031,4.805854947708606,1.596743112883633,Iris-virginica
+95,5.490368030473161,2.951970838320506,1.50195797257722,0.0855736293120529,Iris-setosa
+96,6.402961251757372,2.795122365572679,5.338726877181367,2.0219054626583257,Iris-virginica
+97,5.343306859203427,4.016537461549924,1.360745499577748,0.1594473037159876,Iris-setosa
+98,6.413168686197076,2.960108798554161,5.011536105399533,1.8849247018659578,Iris-virginica
+99,5.844342877142325,2.639077139088786,4.465167433046948,1.5270554660377542,Iris-versicolor
+100,5.462951929644852,2.8299480158444963,4.176954147245656,1.260254339536,Iris-versicolor
+101,4.647708163855366,3.2633625469064147,1.312187779003858,0.1321384815467968,Iris-setosa
+102,5.66622027065964,2.8953285556371298,5.108122913007536,1.7569493532582032,Iris-versicolor
+103,6.649789887988322,3.233096172988212,5.241865671659974,1.8686479974431724,Iris-virginica
+104,5.945033769258044,2.7939802712075172,4.583903707706768,1.672579354715443,Iris-versicolor
+105,6.404290003230922,2.7681436428523503,4.580033372939795,1.2692148011964306,Iris-versicolor
+106,4.619824859364973,3.1829418100350737,1.3214378499012354,0.2299649105361836,Iris-setosa
+107,5.9205647646459845,2.6003425401729863,3.919514448032735,0.6882694426428146,Iris-versicolor
+108,6.8271013641802485,2.874175617787668,5.812041508702738,1.797180153180933,Iris-virginica
+109,5.887804110509981,2.9341721753676895,4.99522756095023,1.6935828230969356,Iris-virginica
+110,4.6441671963368725,2.9813346146080364,1.271597263463589,0.20855200306063756,Iris-setosa
+111,5.21259162497073,3.42225978945944,1.6046527114192353,0.19730082288900908,Iris-setosa
+112,6.79768516625954,3.0008777777351474,5.919624053688643,2.1766004030198456,Iris-virginica
+113,5.27838857784455,3.1294099565977107,1.370827566742418,1.2415967717235517,Iris-setosa
+114,5.984024392827613,3.030422949548492,4.404416392662487,1.5912565946873098,Iris-versicolor
+115,5.512264606892585,2.661060395070898,4.132012602006675,1.2230364676329601,Iris-versicolor
+116,5.937318410993506,2.428328833072749,4.115713102887854,1.131647872876472,Iris-versicolor
+117,5.847286124382187,3.26686626385629,4.5005241972195025,1.6943787966455899,Iris-versicolor
+118,6.458534465954568,2.8160799822751224,5.5205297866838485,1.766623322965979,Iris-virginica
+119,5.44772169347331,2.785783693581733,1.3450836656404057,0.22217136548758723,Iris-setosa
diff --git a/iris/tvae/2/5/test.csv b/iris/tvae/2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/5/train.csv b/iris/tvae/2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/5/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/5/val.csv b/iris/tvae/2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/6/synth.csv b/iris/tvae/2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8fe64e1c6588f731e4fcf162fe4c142dbb1c1774
--- /dev/null
+++ b/iris/tvae/2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.783111435607557,3.0138483255436435,4.377946983317943,1.4533493558065853,Iris-versicolor
+1,5.095369080795249,3.383373394817602,1.4939465578914783,0.40694251486469635,Iris-setosa
+2,4.984388243047985,3.1678932591604174,1.4092529803158609,0.3279893221087742,Iris-setosa
+3,5.771559868082438,3.745836385577049,1.322412032944209,0.27607813771811773,Iris-setosa
+4,5.722454801844019,2.8940205639922048,5.153404459791558,1.650999637404638,Iris-virginica
+5,6.322372160243261,2.9186776821640152,5.028171066064942,1.8772427506909457,Iris-virginica
+6,6.201159993218904,2.636233484003734,4.492910658426968,1.5440690506400847,Iris-versicolor
+7,5.9421062159729585,2.8179120404589075,4.24047791425746,1.4875150445539418,Iris-versicolor
+8,6.81888197445672,3.060371857583509,5.44003027697415,2.270424573972069,Iris-virginica
+9,5.899442435373091,2.797019712487166,4.633994698527795,1.4018858087445079,Iris-versicolor
+10,5.817503946496859,3.803799815606272,1.7150134740907303,0.33933377178132995,Iris-setosa
+11,6.043120311862563,2.9208485343276,4.948569701370975,1.9310868628216498,Iris-virginica
+12,5.253170347752258,2.9074317499613875,4.885420100832649,1.2358777404214647,Iris-versicolor
+13,7.1525086813554,2.9649325296303064,5.71689746459613,2.0507727168464993,Iris-virginica
+14,6.455480895856356,2.9689806758620576,4.006937924185049,1.232586243795108,Iris-versicolor
+15,6.700441969533188,4.027725159813236,0.9232005490837041,0.24912812884541358,Iris-setosa
+16,5.9694000137362,3.087976110931494,5.395298661855016,2.3891449833736083,Iris-virginica
+17,6.102649334333321,2.947201723166286,5.350253905097007,1.9888238501289015,Iris-virginica
+18,6.949254105657821,3.6827145538521373,5.837309949707713,2.0922626903536767,Iris-virginica
+19,6.946080121219042,2.4525752192458636,5.165010173297093,1.5110142982590111,Iris-versicolor
+20,5.153622013965412,3.596432496093868,1.6015994464768286,0.19336273137808785,Iris-setosa
+21,5.744443012569466,3.024859510874442,1.430278600714521,0.25574201868618057,Iris-setosa
+22,5.627994716688921,3.2155007856363316,1.3889715161458611,0.2727437162000734,Iris-setosa
+23,6.541992931334214,3.317404064217,5.2895247747215866,2.076849051656256,Iris-virginica
+24,5.487588414208195,2.5231004034059246,4.318361523014002,1.103899764198021,Iris-versicolor
+25,6.435491204056548,3.127318619726745,5.203399868979724,1.349120861725432,Iris-versicolor
+26,6.66334677205425,2.8212986694724655,4.760825290360529,1.5372316238984263,Iris-versicolor
+27,5.919797847218409,2.6694885099190606,4.233994980109583,1.019885236360709,Iris-versicolor
+28,5.672638152977653,2.8609033718009007,4.730873780885972,1.6925233897043255,Iris-virginica
+29,6.111086486569096,2.828940118499456,4.632228332890174,1.691720124138627,Iris-versicolor
+30,6.058978194575394,3.0606449951731904,5.236658693345836,2.024995942292202,Iris-virginica
+31,5.193459462688823,2.887873968712592,4.758078606865225,1.0116915978720677,Iris-versicolor
+32,6.789045017084756,3.0375719582028893,5.372610040670794,1.3724027747377239,Iris-virginica
+33,6.317566356781425,3.050172239682726,4.879562684139977,1.556429918063505,Iris-versicolor
+34,6.41433577319801,3.0710697534862033,5.536134575926872,1.8402160434035135,Iris-virginica
+35,5.607421170107185,3.0160172611189453,4.559011209612381,1.2854371712713841,Iris-versicolor
+36,5.620119510477585,2.874435420822977,3.9788187406524056,1.060378860334355,Iris-versicolor
+37,6.449176354271626,3.3501703748253324,6.032333830734718,2.2682942426764257,Iris-virginica
+38,6.675000477503506,2.9851111144545244,5.090609190168844,1.36299981541257,Iris-virginica
+39,5.550255004790839,2.7274169987409915,4.959879589260153,1.6087889567707494,Iris-versicolor
+40,7.299036195406266,3.068549938734559,6.0052723358419335,1.8275445681454268,Iris-virginica
+41,4.992297896437189,3.1140614190234537,1.6479000167052869,0.38523631769427297,Iris-setosa
+42,6.577528995926123,2.8912705686253597,4.7229058608806795,1.5903560475584082,Iris-versicolor
+43,6.389125310241019,3.0535729073114815,5.049717310314034,1.734105322554922,Iris-virginica
+44,6.840543043835977,2.9848250306334183,6.173539468550516,1.7989632522581473,Iris-virginica
+45,6.291070705950877,3.037897942055803,4.26603209796671,1.3729442693847593,Iris-versicolor
+46,6.396920135108751,2.71322249669473,4.546223459098085,1.6175754753577767,Iris-versicolor
+47,6.711503566222014,2.8323236592572565,6.00553785973144,1.6906935685986721,Iris-virginica
+48,5.357551134036486,3.7580281338052703,1.580650644157635,0.23149572346386796,Iris-setosa
+49,4.663103927794552,3.234883337926202,1.6417807748217366,0.24808426645048814,Iris-setosa
+50,6.443659954051258,2.8450660790767057,4.746632675563767,1.3908305792662994,Iris-versicolor
+51,6.5142073583122695,3.158482001598608,4.303949422304709,1.1879320946064422,Iris-versicolor
+52,6.492974302091304,3.036328303294918,4.863705728934232,1.648194307660539,Iris-versicolor
+53,4.905577785702194,3.0575025284759287,1.2792032478240085,0.38297836371650607,Iris-setosa
+54,5.095621528037675,3.543155140792668,1.5514483611268406,0.2868072830863101,Iris-setosa
+55,4.844198069184149,2.9364162241069995,1.2901392230215853,0.11221537101689438,Iris-setosa
+56,6.285296132448969,2.942733198631509,4.6177144079256776,2.1595346677239857,Iris-virginica
+57,7.047243654173442,2.5773099437164944,5.583716059880112,1.5943486204679849,Iris-virginica
+58,6.742110951302438,3.00159988315514,5.167985763369952,1.9081011434593893,Iris-virginica
+59,6.520930383528287,2.954062701774627,5.284267614137747,2.120965172225866,Iris-virginica
+60,6.941554130727831,3.1256939415544163,5.781613586749877,1.7873865007480965,Iris-virginica
+61,6.5591240703316815,3.368231314565769,5.867707055601333,2.306054759640725,Iris-virginica
+62,6.195482074343211,3.122144421242843,5.176154368229282,2.173640965922101,Iris-virginica
+63,7.218695829954543,2.875687674252357,6.272091415558162,2.146977561051836,Iris-virginica
+64,5.909240082975977,2.7555633038251455,4.210348820558938,1.2897151752568385,Iris-versicolor
+65,5.262274987566664,3.094975109898438,4.590735299655262,1.3493940520812007,Iris-setosa
+66,4.576554753759481,3.140214380675151,1.3473177947959383,0.26671465020201146,Iris-setosa
+67,5.605453710172421,2.9383970494784526,1.5895903378364893,0.35072857765384635,Iris-setosa
+68,5.209402048526333,2.89394674655006,1.5113839836410436,0.33255160310196513,Iris-setosa
+69,6.326277883100471,3.0269418069603833,4.900252879196512,1.469202548816325,Iris-virginica
+70,6.225040103772587,2.7115928258523456,4.155491232377635,1.1664756618573524,Iris-versicolor
+71,4.540259787752517,3.5216152776663687,1.394365393363232,0.10737802658873799,Iris-setosa
+72,5.7755714163649685,3.1164213084028334,1.4488211432788858,0.20824929252337848,Iris-setosa
+73,6.767720135820549,3.087774866126517,5.196554307505198,1.952026291719946,Iris-virginica
+74,6.619747969298276,2.981735414059885,5.47326166518718,1.9811933190414754,Iris-virginica
+75,6.553778701354304,3.312404285266024,5.783917585910203,2.1639419676266387,Iris-virginica
+76,5.352281493718065,3.5477137756391275,1.6302430467850728,0.30729042412841434,Iris-setosa
+77,6.074144615746429,2.3852047991308343,4.678219523027593,1.3337885054824141,Iris-versicolor
+78,4.647886599036016,3.3695550597928383,1.5798063699634377,0.17810695762168718,Iris-setosa
+79,5.335260328223535,3.605793740170287,1.3436279390743628,0.12056969538065804,Iris-setosa
+80,4.78817163888106,3.153963260303368,1.4559149155558264,0.17469719468597467,Iris-setosa
+81,6.583541402901745,3.0111196146801165,5.038388700152704,1.3627352062048228,Iris-versicolor
+82,5.575359722258408,2.715924560169485,4.817204626547982,2.0271718140663957,Iris-virginica
+83,5.351938736614131,2.944342077962108,4.537088183938248,1.2912862549952653,Iris-versicolor
+84,5.365423279831688,2.9151190609616893,4.349181191230719,1.4361226941124285,Iris-versicolor
+85,6.703476995383373,3.0532741230837166,4.99047992976245,1.532135180638682,Iris-virginica
+86,6.009048570893258,2.523314552347907,4.5660539422591695,1.556113566931946,Iris-virginica
+87,5.838357444571861,3.0021128487026516,4.644820678960729,1.6864364060346195,Iris-versicolor
+88,5.33584173423145,3.629794024409488,1.3725973372358666,0.2579112366630906,Iris-setosa
+89,5.578839945697673,3.061313021297414,4.886345507762274,1.518460673516588,Iris-versicolor
+90,5.200698887260194,3.3375266808916795,1.4579821726545883,0.3347169953104813,Iris-setosa
+91,6.87154402584902,3.195190240693767,5.80502695579427,1.9906127389181008,Iris-virginica
+92,6.595510365567344,3.0033014681695187,5.588718753066878,1.8325472882129028,Iris-virginica
+93,5.773741690044757,3.018128807525174,4.445367028380689,1.4462698409622816,Iris-versicolor
+94,5.9112846669796415,2.685534105051733,5.226073273168752,1.7613373073764942,Iris-virginica
+95,6.622362629380508,2.701678392379716,5.90331146818491,1.5702721719660118,Iris-virginica
+96,5.812706915650672,2.599136856553714,4.023994193571582,1.1297292016635108,Iris-versicolor
+97,4.954161851429214,3.523871516992897,1.5941318397323745,0.11480432561384815,Iris-setosa
+98,5.446364365648494,3.2520441046767097,1.44784153749604,0.2550545365695138,Iris-setosa
+99,4.804075628315581,3.33740053225309,1.6516217582490569,0.30384438507360734,Iris-setosa
+100,6.23534341360853,3.28368931840871,5.632784463484612,2.2157663162520276,Iris-virginica
+101,5.207806396956553,3.0631274757012323,1.3297309473100745,0.41248953164362545,Iris-setosa
+102,6.322683443238421,3.4426701138987994,1.6557758241687952,0.31813725943628285,Iris-setosa
+103,6.095329048126698,2.720447748581087,4.5618567778851045,1.2273442197536646,Iris-versicolor
+104,5.795416657580289,2.6861938632122957,4.7740214136032595,1.1057996693387182,Iris-versicolor
+105,5.671104666156953,3.148559939498682,4.181312815396705,1.3911160157968347,Iris-versicolor
+106,6.416072610311992,3.186763753389162,5.371866815935532,2.2384545846162096,Iris-virginica
+107,4.875879612857068,3.178292138114472,1.7463583330786479,0.3743858514450209,Iris-setosa
+108,5.865222948292805,2.948494452406689,5.138354835431775,1.493863057049713,Iris-virginica
+109,4.911322115317616,3.5300710594496003,1.344891441357131,0.23146435037318716,Iris-setosa
+110,6.21348899597939,3.0580811690062832,5.174198638250304,1.7919080451658587,Iris-virginica
+111,5.454263333641154,2.829862955063825,1.2046042333070068,1.1715336585897544,Iris-setosa
+112,5.276083580780083,2.745067075779348,4.508907042461161,1.4667770855253124,Iris-versicolor
+113,5.886372407850215,2.65149129283939,3.709917255862993,1.4855653141627634,Iris-versicolor
+114,5.955140771188447,3.1446741230219213,5.152226721133641,1.991637366747439,Iris-virginica
+115,6.357348117546322,3.0218906758016053,4.777846413321613,1.193604510166964,Iris-versicolor
+116,6.624380019455187,2.7209780742319234,5.260823410659718,1.8502980067706656,Iris-virginica
+117,6.037054866340589,3.4553382004425988,4.89195326032555,1.8843025669943645,Iris-virginica
+118,7.544024890093267,2.9399803460633707,6.428961889361863,2.255720668022688,Iris-virginica
+119,6.7935516325952605,2.98698185563937,5.436226167840487,1.820169962175522,Iris-virginica
diff --git a/iris/tvae/2/6/test.csv b/iris/tvae/2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/6/train.csv b/iris/tvae/2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/6/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/6/val.csv b/iris/tvae/2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/7/synth.csv b/iris/tvae/2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6d7f2218dc777e0367ed3fbfc440a66d1d2243da
--- /dev/null
+++ b/iris/tvae/2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.661844126557372,2.795283249637561,5.03888306157036,1.7506609967420463,Iris-virginica
+1,6.009723523740806,3.1330150654709223,1.429605895780977,0.4810888869590987,Iris-setosa
+2,6.073731757506475,3.1554932882698288,5.25664363924053,1.912323869904759,Iris-virginica
+3,6.444394670917916,2.9558420753131536,5.074112442430182,1.8294312181181012,Iris-virginica
+4,4.52318792421718,3.1439563757524254,1.574704951355346,0.14640831026052098,Iris-setosa
+5,6.678792919836269,2.9168647724062975,5.367719190319853,1.692054528593569,Iris-virginica
+6,5.752637727097354,3.0687817989516333,4.632464729812071,0.9356192305366735,Iris-versicolor
+7,6.493809481626316,2.8602554231174095,5.68410859712358,1.8900050665799881,Iris-virginica
+8,7.083911428153622,3.213030779599182,4.652906993007502,1.278368988099769,Iris-versicolor
+9,4.886447940006317,3.1501795280384135,1.3318327870988935,0.10816019577535249,Iris-setosa
+10,5.437461201665469,2.9035407005916,1.5214163067590416,0.36496195778747564,Iris-setosa
+11,6.621972748138044,2.807623491694064,5.693098625018433,1.7231407572582134,Iris-virginica
+12,4.665692892138359,3.2346244559309163,1.4170066424103334,0.17941585071986557,Iris-setosa
+13,5.891332076856175,2.9222937971493868,4.783989635668219,1.8313336947526362,Iris-versicolor
+14,6.626758244412474,2.8970693497617344,4.513456868160387,1.3111566556043628,Iris-versicolor
+15,6.606862282253838,2.71388544660948,5.115770862163667,1.388376386293326,Iris-versicolor
+16,6.392583296400122,2.9498844678169425,4.611789863571098,1.2240224745193657,Iris-versicolor
+17,6.928859763807829,2.5657358701009296,5.5438218521293905,1.893312062740717,Iris-virginica
+18,6.18083152906749,2.5369156358763076,4.74870631966998,1.5009677531689438,Iris-versicolor
+19,5.185448914059895,2.9926849514487563,4.554399313200781,1.3274958079388177,Iris-versicolor
+20,5.907277927737528,2.5600629754343585,4.022867282660729,1.2051542543117826,Iris-versicolor
+21,5.587829485530768,2.9961932426486806,4.524663990168293,1.1497352719521028,Iris-versicolor
+22,6.586099166733894,2.7976013880417763,4.600473515445176,1.5170321334584143,Iris-versicolor
+23,5.113050777438964,3.0129440852243805,1.5620809828675255,0.23319940641832973,Iris-setosa
+24,6.742289861691818,2.865032222060019,5.975892731769337,1.7568644298941878,Iris-virginica
+25,4.7006782992646166,3.0357397030287587,1.4094549904213667,0.08659904841100496,Iris-setosa
+26,4.960942254320834,3.199778499173213,1.4222472956019032,0.2566073708229945,Iris-setosa
+27,5.4543947637160075,2.6282119770077332,4.246988523462086,1.2428323241783654,Iris-versicolor
+28,5.895895331206164,2.6492991940822064,3.850708633447299,1.2346018551853755,Iris-versicolor
+29,6.975740563429009,3.2280091167664473,5.673414074177095,2.41000640143734,Iris-virginica
+30,4.488829689597463,3.233435096226612,1.3804932115157802,0.17114660554854377,Iris-setosa
+31,5.378071250800084,2.5328316734130345,4.565121711844146,1.4599090602049931,Iris-versicolor
+32,5.010521874807151,3.5820003540253857,1.5166224597165379,0.16948890254331192,Iris-setosa
+33,5.062224135792849,3.3905400465584687,1.5024820516629303,0.34748292014553406,Iris-setosa
+34,4.829752475590361,3.5487232247179596,1.6111911381676989,0.18012526800113432,Iris-setosa
+35,5.877171529782575,3.200463920314573,5.046063865140985,1.8340687447471513,Iris-virginica
+36,4.587174686098904,2.949397628924242,1.4643163941156758,0.2259317744471862,Iris-setosa
+37,6.281277470013816,2.8466794625105956,4.925009093030345,1.8233275363224617,Iris-virginica
+38,5.299365393238447,3.905906027134387,1.3402777355473754,0.4470074871699724,Iris-setosa
+39,5.124430647591014,3.2801749424191935,1.5881563989330645,0.22416646114161537,Iris-setosa
+40,6.744996734557355,3.156874858759517,5.178112690973166,2.2629019906932935,Iris-virginica
+41,5.914802439652056,2.979745855895664,4.915268653137732,1.700432429651732,Iris-virginica
+42,5.350290239933557,3.3458001162122377,1.2892476269606974,0.12010680448093067,Iris-setosa
+43,4.885047759464687,2.88898110732147,1.5180319505709934,0.3555476381858723,Iris-setosa
+44,4.384403116871641,3.3218508152252997,1.5041159883214572,0.137414098437873,Iris-setosa
+45,5.334436016608126,3.0327291113826944,4.500853317867989,1.8970451048592971,Iris-versicolor
+46,5.244232427426091,3.4859052318071484,1.5612447290352165,0.34505675512754985,Iris-setosa
+47,5.3245783198069025,3.7057145545326873,1.2600903426809285,0.13541338469700076,Iris-setosa
+48,5.189786127572022,2.8763007323386596,4.726186384801841,2.10430249585875,Iris-virginica
+49,5.546594530417036,2.899520391350739,4.623526520421949,1.362633291204122,Iris-versicolor
+50,5.956836971884369,2.7844691457128503,4.535516936531275,1.5401145261744915,Iris-versicolor
+51,6.003440248322279,2.861187057181259,4.589830362441994,1.902747223665363,Iris-versicolor
+52,6.393460156549422,2.9473288419769403,5.455082866374345,1.753520212819825,Iris-virginica
+53,5.931561284897564,3.1572774472061162,4.793902392137242,1.3943962813653945,Iris-versicolor
+54,6.960719985019522,2.9227424833858784,5.726262074894711,2.1268554693848913,Iris-virginica
+55,6.747251531174157,3.135418788668796,5.790155765070152,2.3028110551024166,Iris-virginica
+56,4.593782914238956,3.279719313568105,1.7358218579291738,0.23681954754163287,Iris-setosa
+57,6.591250552943572,3.114778692002571,5.392444410348857,1.9554378533007075,Iris-virginica
+58,5.728466247469074,2.58603575857221,4.581643809577653,1.3132842571720844,Iris-versicolor
+59,7.144231928500629,3.0543286789697763,5.636535545208818,1.411485027361707,Iris-virginica
+60,5.106260177556216,3.0932321575485586,1.542855488578667,0.28223196798555755,Iris-setosa
+61,5.793484295812922,3.1163406796582693,5.169306329152882,1.9509188048126325,Iris-virginica
+62,6.202043671145093,2.99545602628635,4.597842472853392,1.8234130200352123,Iris-virginica
+63,4.54463946096667,3.099263192610641,1.2415337960907666,0.10832324325224674,Iris-setosa
+64,4.925800614090095,3.042052881963342,5.053249247124835,1.6561855176530758,Iris-virginica
+65,5.747595172914351,2.632535859796147,4.750808841407065,1.70239024101357,Iris-virginica
+66,4.508807827853095,3.0121285540712632,1.2366614984267355,0.023015745205394622,Iris-setosa
+67,5.582807450666816,3.2203348767840083,4.125829853145014,1.2004435361743258,Iris-versicolor
+68,5.518082222671169,2.926525407183119,4.671331312405543,1.49497467502612,Iris-versicolor
+69,6.161719177526147,3.0335315877440743,4.949415702478572,1.7138637841216922,Iris-virginica
+70,6.216070905734826,3.366510763782318,1.546615918808062,0.36472671390115735,Iris-setosa
+71,5.347492676186309,2.850919685233583,3.9191949454477406,1.0425772552474566,Iris-versicolor
+72,5.89305972428496,2.8489523456758197,4.087274635929964,1.122029016486667,Iris-versicolor
+73,5.185530675223214,3.0260169102578707,1.4704455869102697,0.2661921082446844,Iris-setosa
+74,6.538371387817123,2.6117223088883814,4.48871704825408,1.498957424753851,Iris-versicolor
+75,5.684592825970322,3.1532505635937262,4.106026410464944,1.1285357385164332,Iris-versicolor
+76,6.125031451294944,2.625969752878946,5.664924597958746,2.0476093438054743,Iris-virginica
+77,6.228535177774923,2.6798227564878245,4.400953148242087,1.33725604652756,Iris-versicolor
+78,5.090967665347895,3.0877518317866826,4.677475597623381,1.9351703457728895,Iris-virginica
+79,6.227155363729532,3.3348756589492274,5.491947475811906,2.2496354569263746,Iris-virginica
+80,5.874856660173571,2.8459134834224553,4.463159484766691,1.237703002939289,Iris-versicolor
+81,5.1622046170280464,3.453020207287583,1.5848871266710614,0.42244725796260235,Iris-setosa
+82,5.095665471224942,3.0645886665119235,1.374229935043965,0.11031543193875726,Iris-setosa
+83,5.999731358981917,2.804945301898606,4.714718001706034,1.8365911133350235,Iris-virginica
+84,7.364446459298513,2.942711626602284,6.457554253954919,2.248881727608921,Iris-virginica
+85,5.339391624101737,3.137332589225113,4.374925636310714,1.1003974899313884,Iris-versicolor
+86,5.01935231932034,3.4475860131503535,1.3886075808451825,0.3867192601154311,Iris-setosa
+87,5.601658365602839,3.037229477813041,4.1470603395562815,1.3146992177926007,Iris-versicolor
+88,5.591885884584728,3.6671833107844503,1.8258196588597044,0.5559922891677777,Iris-setosa
+89,5.460905971016376,3.576312261049762,1.5222377680897998,0.16197197726836754,Iris-setosa
+90,6.863018997750254,2.7983366974874193,5.599186795294141,1.9198889175076392,Iris-virginica
+91,4.932047862746958,3.2306134330254275,1.4294814362187493,0.12871568207283748,Iris-setosa
+92,6.629619211447391,3.015924329878799,5.397232587470194,1.7963926041599376,Iris-virginica
+93,6.63440851311969,2.8875715031182456,5.006830600208647,1.6275274017899317,Iris-virginica
+94,5.969028320290775,2.8790604610673443,5.0944854848711385,1.5903240703730337,Iris-virginica
+95,5.987995549411644,2.9391367600846894,4.612605017413536,1.9292581434339697,Iris-virginica
+96,4.960801727350312,3.1737571273036917,1.4568849564573372,0.32716404038285235,Iris-setosa
+97,6.074830279697951,2.983241830814553,4.5791132626051345,1.481548503457312,Iris-virginica
+98,6.475084088013826,3.289863273635309,5.197584641432664,2.146477227195277,Iris-virginica
+99,5.667435644343978,2.8768347578556663,4.643602279053718,1.6365720047017076,Iris-versicolor
+100,5.429227295414688,2.950703032487763,5.011984226083126,1.5140401899603593,Iris-versicolor
+101,4.794085192511155,3.3456185543285195,1.3494631229331517,0.21976860613307625,Iris-setosa
+102,6.130003866608921,2.9216819394938582,4.580998283588653,1.6247649422641575,Iris-virginica
+103,5.151296919992725,2.9694087849222615,4.490419294792142,1.2375285980318398,Iris-versicolor
+104,6.228332929433393,2.8823446270705406,4.782205049267188,2.1139182227805775,Iris-virginica
+105,5.140059840211831,3.3740661463364265,1.501292111520674,0.41729037163477195,Iris-setosa
+106,5.248425486142728,3.4190853977078426,1.6339326167986994,0.35687055273856144,Iris-setosa
+107,4.872309886206639,3.080545638450948,1.5161973882838478,0.14416614541793674,Iris-setosa
+108,5.181243024490061,3.2751200320026896,1.6567904726539178,0.205776761164952,Iris-setosa
+109,5.101486254957911,3.2817580194885307,1.3994472813441026,0.17321708648863582,Iris-setosa
+110,5.074221228977848,3.662675676045658,1.864869891709215,0.34415095794181444,Iris-setosa
+111,6.131720252900831,2.8885509663186584,5.243118486282399,1.757668469013102,Iris-virginica
+112,6.702993118176702,2.992293317878438,5.305933984243621,1.6414592850681682,Iris-virginica
+113,5.609295230085224,2.996172665505294,3.8120701465016573,1.3336164209119767,Iris-versicolor
+114,4.755315954249423,2.9543034491526456,1.0992491039241707,0.9243640850236972,Iris-setosa
+115,5.3665792128714624,2.9872551264599467,4.0296003325699274,1.3087132704040974,Iris-versicolor
+116,5.956924380440459,3.407577559175632,3.6896716954514934,1.3840398475395044,Iris-versicolor
+117,6.547293962526715,2.66680431745802,5.62730726641121,1.551022482356829,Iris-virginica
+118,5.905871366722477,2.6359063863236223,4.858801875833226,1.7119654290064852,Iris-virginica
+119,5.122033856037878,3.643694017958311,1.4395829305529948,0.2365301742369075,Iris-setosa
diff --git a/iris/tvae/2/7/test.csv b/iris/tvae/2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/7/train.csv b/iris/tvae/2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/7/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/7/val.csv b/iris/tvae/2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/8/synth.csv b/iris/tvae/2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..731f1e53bab2c2d862566af0ccf03771419c6993
--- /dev/null
+++ b/iris/tvae/2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.756568432930646,2.7040484456397547,5.440155738472555,2.3008805958380822,Iris-virginica
+1,4.818844241174184,3.265283798613052,1.5758053186808045,0.15138914782825644,Iris-setosa
+2,5.708390669492199,3.033318194201842,4.954366122259817,1.4365886508226522,Iris-versicolor
+3,6.107010094058864,3.078224183410693,5.237702900885301,2.03797831362914,Iris-virginica
+4,6.130333037947396,2.8281194233371245,5.30465383011843,1.7078315341904076,Iris-virginica
+5,6.80835534386041,2.9803527564463437,5.330509956028342,1.6235405263214377,Iris-virginica
+6,4.720401795880705,2.90552203714979,1.1844467443281312,0.10797849217471955,Iris-setosa
+7,5.650489724122045,3.222770200360718,1.4591800602056089,0.5628313380677004,Iris-setosa
+8,4.996205491707173,3.1481463187000758,1.3012074091132377,0.16671224595784084,Iris-setosa
+9,4.698878235434841,3.1063862548967234,1.4229931298493996,0.07043539197125706,Iris-setosa
+10,5.556709638272642,2.4060665653704922,3.6276252603095616,0.9750181389007944,Iris-versicolor
+11,6.819537896519112,2.6727579893640976,4.654272210879039,1.549064639471109,Iris-versicolor
+12,5.529176176606344,2.62284928957594,4.158149211816082,1.6143232078206395,Iris-versicolor
+13,5.638026079135969,3.1021353448046365,5.353495118300722,1.5078981036856158,Iris-virginica
+14,4.87409445269044,3.0992739320647167,1.7132272857419144,0.4174993660136861,Iris-setosa
+15,4.850093877096558,3.271624660123071,1.244983690903936,0.2597769707929928,Iris-setosa
+16,6.442911863299244,3.0677123467510583,5.324084078826239,1.92416642353311,Iris-virginica
+17,5.87561939119587,2.627324440412626,4.1026609919453065,1.2538071520972651,Iris-versicolor
+18,5.902891556836349,2.883306469004663,4.457488085469118,1.5653285416885896,Iris-versicolor
+19,5.3243996025296,2.997050583678624,1.356904802023893,0.30279063520082905,Iris-setosa
+20,6.649062079946336,2.9758869721580905,5.305092863106202,1.6864335595652402,Iris-virginica
+21,6.115427239158273,2.939681109544816,4.783082414550902,1.807837791709553,Iris-virginica
+22,5.023530674347896,3.399502862020017,1.4556589317431863,0.05989609030572923,Iris-setosa
+23,6.723192908948253,2.9761683289225016,5.298083989093359,1.891386687078519,Iris-virginica
+24,4.927931180342356,3.08469802823298,4.76030397366981,0.32450969093392334,Iris-virginica
+25,6.537219653327999,2.6797504985359013,5.6558719925731875,1.461826310201192,Iris-virginica
+26,5.1465138349209205,3.2777643903649762,1.4428557185017281,0.2490700088194007,Iris-setosa
+27,6.502473332345564,3.2486640891335856,5.609627254501748,2.1962161352520524,Iris-virginica
+28,5.83672062317351,2.768423711064129,5.217841531329178,1.5716707738774394,Iris-virginica
+29,5.542045439506594,2.2886778822236202,3.738447778198163,1.0083183278044214,Iris-versicolor
+30,6.60104224281164,3.3086749840559917,5.214816889322248,2.2253583677188993,Iris-virginica
+31,5.992798379571838,2.953437769062611,4.834371607907827,1.6981036621997243,Iris-virginica
+32,6.122162972330074,2.847130716205488,4.851146295152449,1.2800441374707563,Iris-versicolor
+33,6.042742220791168,2.7118562320046906,4.719335317929339,1.794679777664772,Iris-versicolor
+34,5.155566027090969,2.97895092178982,1.2858465769777965,0.1452546028058163,Iris-setosa
+35,5.006627623115266,3.0863821288515942,1.6746521004576649,0.33686113381034494,Iris-setosa
+36,5.188123918284975,3.1550662801893994,1.5269128591212757,0.09921806383506251,Iris-setosa
+37,4.9297884169705375,2.6489962335564226,1.4056195857904028,0.3153667128889901,Iris-setosa
+38,6.196651223594945,2.963919766382569,5.423528601602575,2.1281045004787824,Iris-virginica
+39,6.795663179919086,2.9433069791233475,5.888001567757913,1.8643859151406057,Iris-virginica
+40,6.36710102655876,2.8477695216985683,4.6279111763313825,1.5097551125763424,Iris-versicolor
+41,5.491580196862816,2.84809655151682,1.3142972211883777,0.18272697856487713,Iris-setosa
+42,6.000371264376898,3.1066219784129183,4.876287286352125,1.641876395283228,Iris-versicolor
+43,5.591465107411039,2.845554562989396,3.5962164619152563,0.7994845266305528,Iris-versicolor
+44,5.766920157622859,3.8518148229500024,1.4907125112839714,0.3753726107739937,Iris-setosa
+45,5.165635978099267,3.6325224338679174,1.3602544031489099,0.24015139827219364,Iris-setosa
+46,5.35446335308656,3.5187926494764548,1.7592300818754991,0.2712548824570537,Iris-setosa
+47,4.675017563911372,3.195537597930774,1.3872440374328332,0.21121699634184224,Iris-setosa
+48,5.030444600278734,3.59597385049104,1.2866631635812313,0.2495763796270999,Iris-setosa
+49,5.013885610523284,2.3058372050996443,2.7669205078801706,0.7294567741424882,Iris-versicolor
+50,5.883583388348307,3.2023792346169913,5.089007196448475,2.0333554768176145,Iris-virginica
+51,5.471839357284459,2.9327602900482517,4.2455350875453055,1.4126778717075208,Iris-versicolor
+52,6.419556652054687,2.7073627905103113,4.772693200728257,1.4040564746939626,Iris-versicolor
+53,5.241028540975771,2.784662039776704,4.242705377208103,1.0930786134637969,Iris-versicolor
+54,5.2707720421525135,3.3942446428679074,1.2104414166277988,0.18536924530017213,Iris-setosa
+55,6.126831046334491,3.2966667110746264,4.81218302063482,1.2741391479906685,Iris-versicolor
+56,5.722831564844096,3.0897372715676372,5.275907950199431,2.136779813349145,Iris-virginica
+57,5.747259919439826,4.422117782872311,1.2422604487600344,0.17190811970184613,Iris-setosa
+58,5.715177636147824,3.1360007816898228,4.22733005533973,1.7550908826853329,Iris-versicolor
+59,7.01686799212291,2.85753051888411,5.868879998656532,1.8298939568722363,Iris-virginica
+60,5.893067151908033,2.5338250798466158,4.376975856401599,1.380990167460047,Iris-versicolor
+61,5.478661170258359,3.4813780687890317,1.5578405972535885,0.3364951370658701,Iris-setosa
+62,5.013929179898455,3.493041913042844,1.6628591966448076,0.29969099190904946,Iris-setosa
+63,6.271064511949125,3.1086616593144107,5.416427355752621,2.07221404997132,Iris-virginica
+64,6.305375113098386,2.873745092486995,5.07581181256695,1.998161365898249,Iris-virginica
+65,6.301285437461996,3.138191190003479,3.9065403795803464,1.0717927354406727,Iris-versicolor
+66,6.43571481401322,3.176495438240831,4.162645778171108,1.5588753657649295,Iris-versicolor
+67,6.011436225073186,2.984285912634726,4.464903324803803,1.3277578759882638,Iris-versicolor
+68,7.0745270033599255,2.5874686952381314,5.367005162637496,1.8551124851903191,Iris-virginica
+69,6.415228999025651,2.9574951193939802,5.251861447582898,1.8216889218897565,Iris-virginica
+70,6.156585439654479,3.060760804007902,3.534444025116863,1.2924072212776996,Iris-versicolor
+71,7.881667423931133,3.1727398613934237,6.417491021405286,2.1975688771076296,Iris-virginica
+72,5.932835102110546,3.19323610730137,4.602939426126049,1.8105490973638994,Iris-virginica
+73,6.1129845722230565,2.7286376538195194,4.528102360791618,1.5867100567939483,Iris-versicolor
+74,5.729020089168271,2.7375718921099326,4.76268532939791,0.9738861198518879,Iris-versicolor
+75,4.682710049397077,3.47665738639635,1.4535484798080909,0.01376555404692581,Iris-setosa
+76,5.796038953539082,2.5537502585240004,4.878970903721681,1.596449647337645,Iris-versicolor
+77,6.070533028624261,3.0221514213519733,5.053489394795808,1.6251512267264476,Iris-virginica
+78,4.500390412437753,2.7728269386596462,1.3347344329375772,0.16832018065712961,Iris-setosa
+79,6.155990535690065,2.672887491534531,4.796017510827846,1.4098462162406356,Iris-versicolor
+80,5.586316823335797,2.6512170848786183,3.8538208375755723,0.9910135615597577,Iris-versicolor
+81,6.179772922901189,3.421721406437062,5.62805507532697,2.616191458948195,Iris-virginica
+82,6.902898865767207,3.207503562754419,4.491747626337878,1.706133241110578,Iris-versicolor
+83,6.598430819599831,2.9732401418441117,4.867834182974735,1.642918745711244,Iris-versicolor
+84,6.00934807317558,2.7182843579094698,4.364164153153726,1.2847183194648255,Iris-versicolor
+85,7.629089405823009,2.595277941499986,6.222349943579746,1.818697976566947,Iris-virginica
+86,6.391813339639882,2.8273150351795735,4.374171687366021,0.8054752039734275,Iris-versicolor
+87,5.510969304700975,2.05229108255463,3.6643302708049292,1.2479681592783896,Iris-versicolor
+88,5.64538029980944,3.0526317202677373,4.6635690134523395,1.5664595544767657,Iris-setosa
+89,5.71687670830717,2.920045052779576,4.889385905212009,1.6009764827641215,Iris-virginica
+90,6.855635295208212,3.3506061311946214,4.246561407733138,1.4156815139068106,Iris-versicolor
+91,6.479421866707001,3.675107262642211,6.051965840771779,2.246967983979764,Iris-virginica
+92,4.43870101266255,2.9072361105284705,1.472865633501843,0.22559353589384115,Iris-setosa
+93,5.04190601585729,3.210943010219603,5.1353120366230245,2.053211892541336,Iris-virginica
+94,5.295454471504019,3.1339908972629353,1.3761307941780505,0.2315705938563819,Iris-setosa
+95,6.66587937528797,2.8158629651840803,4.8789523762154685,1.6685459697641956,Iris-virginica
+96,4.97284915400704,3.2846827357144015,1.5389761054341955,0.365446513355815,Iris-setosa
+97,6.105949957970469,2.765261712972003,4.092690636909603,1.592856137922291,Iris-versicolor
+98,4.729321999911438,3.161440510218819,1.5389516121268507,0.32265453393438615,Iris-setosa
+99,5.575863942079188,3.7730516706297434,1.5855898388132408,0.32426378753895474,Iris-setosa
+100,6.462127046275331,2.9639218202098347,5.313861983686022,1.3813232351500013,Iris-versicolor
+101,6.215991014299604,2.7820919039154606,4.945323673813761,1.9124017252647505,Iris-virginica
+102,6.49630181794309,2.7601267977706216,4.957619495366623,1.6978835526230363,Iris-virginica
+103,5.281517055952767,3.470539750002979,5.164378278628038,2.194648377214974,Iris-virginica
+104,5.528454339309537,3.397147757114762,1.3699257204434887,0.07287173933395247,Iris-setosa
+105,5.489654956512865,2.7870971227509056,4.74802855658193,1.3094557650925167,Iris-versicolor
+106,4.633857552918077,2.4825111283547736,3.018147367633869,0.8868347820651331,Iris-versicolor
+107,5.114940081149402,3.420274374226212,1.5876906179358081,0.45059419209076157,Iris-setosa
+108,5.428849064382155,2.928969240849581,1.4940865177323555,0.1827143960356227,Iris-setosa
+109,5.76332036628393,2.858000667902231,5.534042885756307,1.819890932111377,Iris-virginica
+110,6.092146115952181,3.1856780084355845,4.17818807328313,1.5137149576685602,Iris-versicolor
+111,6.533309523153098,2.890956449035802,5.602827067623139,1.9610863344688239,Iris-virginica
+112,6.720565818272286,2.9720205952398553,5.123957091609061,2.2505423884243894,Iris-virginica
+113,6.041265197327137,3.0421985590743637,5.25227050154589,1.4564833814487523,Iris-versicolor
+114,6.699318958378316,2.847417640931554,5.057465497941163,1.6600312167744071,Iris-virginica
+115,6.501821021311772,2.917781999411099,4.71905875032649,1.9345063724185603,Iris-virginica
+116,5.3974461836818985,2.805066521224045,4.400534155640582,1.7477022512886,Iris-versicolor
+117,5.998558076698213,2.974617277847314,4.99330477348859,2.138942813242056,Iris-virginica
+118,4.814620701564436,3.1579168987837627,1.5534619525317417,-0.03592434811130568,Iris-setosa
+119,6.986333212661682,2.881257637766482,6.493436434249661,1.776513672125259,Iris-virginica
diff --git a/iris/tvae/2/8/test.csv b/iris/tvae/2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/8/train.csv b/iris/tvae/2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/8/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/8/val.csv b/iris/tvae/2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/9/synth.csv b/iris/tvae/2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9fdf451a5f7e06103bcf285713e18212178859f3
--- /dev/null
+++ b/iris/tvae/2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.315209200785317,2.9174701865427055,1.4414071849970196,0.2126624135755214,Iris-setosa
+1,5.892629047836855,3.0711293424120583,4.273892891356079,1.2173909291913527,Iris-versicolor
+2,6.345923995520613,2.7321457165234353,5.753176293370169,1.8045582816812604,Iris-virginica
+3,5.57198396034003,3.0618485801668403,4.767437088051679,1.8047395869190308,Iris-versicolor
+4,6.146566993481702,3.1074421530496408,4.827454081491832,1.9693089945847153,Iris-virginica
+5,5.555307094107111,2.818457312480217,4.055616215159272,1.2922609104155471,Iris-versicolor
+6,4.907905719930875,3.3743269211582816,1.4836570723343854,0.15701561703914385,Iris-setosa
+7,6.579245963836907,3.4589501258322106,5.931996099523133,2.108835350856453,Iris-virginica
+8,6.606551811946883,2.917665869979881,4.550003281414679,1.6426624732077817,Iris-versicolor
+9,4.899832474007388,3.040456558408696,3.9385545473429113,1.1665863849990101,Iris-versicolor
+10,6.872016022836439,2.89344062088542,6.021897017961561,2.03789434012611,Iris-virginica
+11,4.827374539711091,2.8593716715293223,1.5701702464262204,0.18719073149637422,Iris-setosa
+12,6.047495486532656,2.855852028639898,5.221159234224735,1.8810546987631676,Iris-virginica
+13,5.281113588472577,3.362768706243398,1.4874721389717438,0.06149104513016179,Iris-setosa
+14,5.71586833260548,3.859260490140993,1.6705138465488072,0.35244489818008723,Iris-setosa
+15,5.764216059150199,2.9256266123908548,4.525891678798435,1.691155850184405,Iris-virginica
+16,5.60940325639168,3.1463522141337026,4.904467558521948,1.3605785154083219,Iris-versicolor
+17,4.989821325153102,3.217835541424086,1.2238353802598811,1.206301276715566,Iris-versicolor
+18,5.6333384768098576,2.7299246060889826,4.7817933321365516,1.6666525164885426,Iris-versicolor
+19,5.479744086799645,3.099506421073355,1.20909942116195,0.20718239245060263,Iris-setosa
+20,5.42592139184363,3.833302154676118,1.6930675760607539,0.42280168956664244,Iris-setosa
+21,5.29069423304407,2.8895102105587274,1.3351651695137763,0.11653861624097955,Iris-setosa
+22,4.981147994384158,3.5057925568411954,1.700855520398847,0.23323544719272357,Iris-setosa
+23,6.506089467193639,2.9796444192754814,5.332634562242207,1.7602596880725951,Iris-versicolor
+24,5.64059651831369,2.6173729431656354,4.0453072603184905,1.2515800030096331,Iris-versicolor
+25,6.5026659231801505,3.0495521092660822,5.62660208244134,2.033137245386371,Iris-virginica
+26,5.597809041781413,2.8535104395662785,4.884766589330807,1.6167686681921194,Iris-virginica
+27,5.927212564019339,2.699481583127101,4.271248322915321,1.0581614627536953,Iris-versicolor
+28,5.912276451763194,2.6825174478191367,4.354938899109143,1.5282100826743186,Iris-versicolor
+29,5.848694459873588,2.9617208760410443,4.669166529360135,1.35177676628946,Iris-versicolor
+30,6.552295338492389,2.7689059165182286,5.2781826260038995,1.8158302901233172,Iris-virginica
+31,6.361891443177789,3.0225616249578446,4.766165019934727,1.801403374441534,Iris-virginica
+32,5.360612607576221,2.7468995997545984,4.92366697069743,1.775518468428722,Iris-virginica
+33,5.717466051729919,2.718402027925849,4.17276151430174,1.264711646814331,Iris-versicolor
+34,6.964776507533922,3.383525153489665,6.37402617752533,2.270703322115839,Iris-virginica
+35,6.851588535581872,3.5470749415390888,5.968060472517514,2.0215345690753037,Iris-virginica
+36,5.983140687143523,3.0950915623606585,4.509454463290732,1.490629886215327,Iris-versicolor
+37,4.60296169918167,3.247203112936815,1.4613389317205399,0.13362272033112896,Iris-setosa
+38,5.989864552563329,2.6324673403114254,4.028597478532381,1.323719275440609,Iris-versicolor
+39,5.9761626530639065,2.6549090101504933,4.173760638397683,1.0532641217154592,Iris-versicolor
+40,5.201420280673846,3.1361100224364105,4.277243452762242,0.8809370822941377,Iris-versicolor
+41,6.194635485842982,2.884028095072675,4.544001270592978,1.2324704633303736,Iris-versicolor
+42,5.0900205653903265,3.7758514405815737,1.4809009758778606,0.31629402127293765,Iris-setosa
+43,5.488216743168303,3.3102265632980687,1.6241217932399397,0.3578188404921272,Iris-setosa
+44,6.665427018526467,3.201222536759761,5.3809828485536055,1.2896560803107633,Iris-versicolor
+45,5.290579712780161,2.9692684425148306,1.4803332075985702,1.6070464693559083,Iris-setosa
+46,5.776289514862426,3.3958857437456462,1.4572786704789413,0.2675524346683256,Iris-setosa
+47,6.453067151261734,2.7826855481400163,5.201584687024165,1.9567438357217368,Iris-virginica
+48,4.389365405415488,3.2829441057925584,1.125308303129972,0.1554435375819202,Iris-setosa
+49,5.43713003105836,3.059990804144103,1.4830515767403465,0.803739362421682,Iris-setosa
+50,6.111437191705791,2.746433627004837,4.588570068093812,1.9537574768877723,Iris-virginica
+51,5.273656030572147,3.05932270466494,4.975960303298561,0.49498099312564303,Iris-virginica
+52,6.597387020586948,3.509413508895408,5.597228730859492,2.296505558591103,Iris-virginica
+53,4.5461207298747555,3.44670815681424,1.52298085133386,0.18463512701762963,Iris-setosa
+54,5.796620736983761,2.8554844965651776,4.772090012314229,2.082814318618375,Iris-virginica
+55,5.447461580226113,2.6524014474291433,4.885603549744627,1.3677900259022986,Iris-versicolor
+56,5.730461541238199,2.376490943660322,3.70165677820521,1.272175876266626,Iris-versicolor
+57,5.771350197187998,2.8539921678965756,4.649622567908898,1.304324392852573,Iris-versicolor
+58,4.861591482771212,3.514833859182665,1.5657614101302277,0.19795978722101243,Iris-setosa
+59,6.10958765612168,3.1255564813685295,4.986542459765268,2.0425319295715108,Iris-virginica
+60,5.602804750640372,2.683582023915792,3.8464051506343395,1.3083499939755003,Iris-versicolor
+61,5.718000034060907,2.924052014759418,4.969730184116069,1.821462416138817,Iris-virginica
+62,5.189328164002735,3.01135390443788,4.672311344808691,1.6437122773454926,Iris-versicolor
+63,6.080170396237137,3.2470592311998128,4.776488278522609,1.4340035872293482,Iris-versicolor
+64,6.390933546330666,3.142293866969746,5.23496638679124,1.992219528458513,Iris-virginica
+65,6.613380536343175,3.0336776788385436,5.250847955113389,2.2491553145578735,Iris-virginica
+66,4.684259135576664,3.0202869770676233,1.704345431554865,0.25568643879172637,Iris-setosa
+67,5.467895671018638,3.126424672380434,4.562857961676817,1.0760370737980725,Iris-versicolor
+68,6.591565928746429,2.7185533027320794,4.887679006142387,1.4309214185743977,Iris-versicolor
+69,6.371796531495924,2.8090602733058527,3.782752935347585,1.0427331706981162,Iris-versicolor
+70,5.273021115344531,2.8245848743163213,4.737491391783511,1.2581179817976407,Iris-versicolor
+71,6.8547924921645755,3.200844053576042,5.820699390525353,1.9172780280027248,Iris-virginica
+72,6.415080311899012,2.7307786546816,5.189872962607825,2.1405247983638986,Iris-virginica
+73,4.860999462943617,3.2134071318463495,1.2927407825555597,0.024488546605345635,Iris-setosa
+74,4.8732485229936335,2.970503344733798,1.3849425061885448,0.35200067512416117,Iris-setosa
+75,5.6916217713065285,3.1127547619639424,4.548449692576654,1.4293882482461304,Iris-versicolor
+76,5.553447792584967,2.9378769992818197,4.72093953423722,1.1494216581238088,Iris-versicolor
+77,4.513437642230674,2.8169563501040558,1.3997922170954231,0.14716781972961396,Iris-setosa
+78,5.1001436209137685,3.45198313461392,1.3038681406295365,0.23052127259869956,Iris-setosa
+79,4.831581851473069,2.710213259721348,1.2191703112536296,0.2762267052436696,Iris-setosa
+80,5.721378033909061,2.793205780619898,5.0332581415288065,2.05938867128027,Iris-virginica
+81,5.07221595736261,2.9157299850242753,1.4198539657393534,-0.031648396474338036,Iris-setosa
+82,5.394960330583888,3.662458928326018,1.3990684373526305,0.2063363003123879,Iris-setosa
+83,5.525227066724185,2.7228322958386215,4.188478665696977,1.66526628450487,Iris-versicolor
+84,5.120836464245373,3.1075881721179526,1.425273047521842,0.1868704644026876,Iris-setosa
+85,4.823830699653604,3.221697977928163,1.5091757842657614,0.2764680748696036,Iris-setosa
+86,5.215567932330934,3.0464993173960493,4.148211850717388,1.0385052402181782,Iris-versicolor
+87,6.308607396032224,3.2509959822685794,5.232384808669855,2.1621226801356763,Iris-virginica
+88,6.189509808678316,3.7237097077960346,1.618970879913095,0.47251912720648603,Iris-setosa
+89,6.554424989636432,3.060255549605269,5.493208498364622,1.6889198022296978,Iris-virginica
+90,5.698775518883209,2.8461410894218764,5.061268492367039,1.4473018855617288,Iris-virginica
+91,6.265693002205145,2.7469253705848495,5.357593144403593,2.149208672560098,Iris-virginica
+92,6.748480045791762,3.0048260677674494,5.722973316651256,2.0444850054776826,Iris-virginica
+93,5.365563857204097,3.6600157307174728,1.5485876741788431,0.5558667569910882,Iris-setosa
+94,5.02115938458972,3.3546760242954683,1.7804463644744923,0.12004126375104482,Iris-setosa
+95,6.174471131070677,2.790601378568188,4.7973362899332574,1.4344230038653805,Iris-versicolor
+96,5.5961128318333335,3.337621021184253,1.3571491816525867,0.2476351168907232,Iris-setosa
+97,6.247753678521011,3.2144818713709586,5.211882917848386,2.136524932817454,Iris-virginica
+98,6.768639798659485,3.714866617790497,5.520049265970183,2.461971630956631,Iris-virginica
+99,6.3642969923272235,2.7724329447976688,5.0212732192839615,1.7044154381220817,Iris-virginica
+100,5.131133763064235,3.316841573774327,1.4815793333536125,0.2705059065467791,Iris-setosa
+101,5.659144606830834,3.9132268873255036,1.603205585914741,0.3457533926675039,Iris-setosa
+102,5.059056740241388,2.9958372291597937,1.3881349840393873,0.3213184685977084,Iris-setosa
+103,6.286057433965409,2.883124356168892,4.782104213104622,1.7900703538445741,Iris-versicolor
+104,4.339430987040964,2.975338742393579,1.3216781121533072,0.12171605473897953,Iris-setosa
+105,6.332930013321995,2.840956551507346,5.118049867809482,2.4808854866421446,Iris-virginica
+106,7.069924327328548,3.033736292460341,5.679271268039092,1.6792957363344856,Iris-virginica
+107,5.1027795856728035,3.4542772722608976,1.6781644927871728,0.37408233936578894,Iris-setosa
+108,5.673165558306193,3.2014892025634745,4.864408468350246,1.3942832078228673,Iris-versicolor
+109,4.921315544435466,3.819380550029795,1.5477240244594397,0.30794674051031445,Iris-setosa
+110,6.442967001984085,2.749950359518998,5.174900321113444,1.9599120585534506,Iris-virginica
+111,7.4343891173674015,3.2795861360300957,5.835649896979321,2.4884920666532273,Iris-virginica
+112,5.558999344472714,3.190972709661873,4.547533835497399,1.2029474314969546,Iris-versicolor
+113,7.197468112327337,3.494080896888295,5.446375562301347,2.124603923355581,Iris-virginica
+114,6.502317191770926,3.102854849110203,4.938068799512818,1.654909647599896,Iris-virginica
+115,5.8354535856647205,2.8973303110060997,4.655483170786214,1.5481623528325852,Iris-versicolor
+116,6.508662153297356,3.191038885791701,5.678547099760787,2.3456784629852114,Iris-virginica
+117,5.101725044494273,2.5932686807756804,3.5470034713108785,1.0641614478310157,Iris-versicolor
+118,6.141830823717608,2.90100415954131,5.55516723032103,2.240312479452455,Iris-virginica
+119,4.93942886699547,2.7087888168709258,3.6947111207726326,0.9036983739448116,Iris-versicolor
diff --git a/iris/tvae/2/9/test.csv b/iris/tvae/2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/9/train.csv b/iris/tvae/2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/9/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+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/2/9/val.csv b/iris/tvae/2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tvae/2/mlu_log.csv b/iris/tvae/2/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f394476ca20c8d548437fbb41b577425320d174b
--- /dev/null
+++ b/iris/tvae/2/mlu_log.csv
@@ -0,0 +1,965 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
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diff --git a/iris/tvae/2/model.pt b/iris/tvae/2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4abfa8c1b0577bf4ce7f09d9891e87c059b53904
--- /dev/null
+++ b/iris/tvae/2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2dea6e01b73bb32273aa88c537efb1600890f5dde2d16757129487c21b58ec0d
+size 847554
diff --git a/iris/tvae/2/params.json b/iris/tvae/2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..de2cc40674d0f0e529a33ded7de63b2e4e5251db
--- /dev/null
+++ b/iris/tvae/2/params.json
@@ -0,0 +1,17 @@
+{
+    "embedding_dim": 128,
+    "compress_dims": [
+        128,
+        128,
+        128,
+        128
+    ],
+    "decompress_dims": [
+        256,
+        256
+    ],
+    "l2scale": 1.120288771085309e-05,
+    "batch_size": 32,
+    "epochs": 964,
+    "loss_factor": 2.0995228775290835
+}
\ No newline at end of file
diff --git a/iris/tvae/2/state.json b/iris/tvae/2/state.json
new file mode 100644
index 0000000000000000000000000000000000000000..89c274e98ad992a6123e35ca86a58213f2c72304
Binary files /dev/null and b/iris/tvae/2/state.json differ
diff --git a/iris/tvae/2/tvae_eval.ipynb b/iris/tvae/2/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..d9d87bdb16978079923fdf226a44c42caeaf98f9
--- /dev/null
+++ b/iris/tvae/2/tvae_eval.ipynb
@@ -0,0 +1,2105 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "8578fc70",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:07.368626Z",
+     "iopub.status.busy": "2024-07-25T10:04:07.368257Z",
+     "iopub.status.idle": "2024-07-25T10:04:18.317705Z",
+     "shell.execute_reply": "2024-07-25T10:04:18.316586Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.961771,
+     "end_time": "2024-07-25T10:04:18.320338",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:07.358567",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 43%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 61%\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": "369388ad",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:18.343792Z",
+     "iopub.status.busy": "2024-07-25T10:04:18.343435Z",
+     "iopub.status.idle": "2024-07-25T10:04:18.351869Z",
+     "shell.execute_reply": "2024-07-25T10:04:18.350931Z"
+    },
+    "papermill": {
+     "duration": 0.022949,
+     "end_time": "2024-07-25T10:04:18.354301",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:18.331352",
+     "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": "cb0a26ec",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009781,
+     "end_time": "2024-07-25T10:04:18.373946",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:18.364165",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "9906a645",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:18.394977Z",
+     "iopub.status.busy": "2024-07-25T10:04:18.394670Z",
+     "iopub.status.idle": "2024-07-25T10:04:18.402170Z",
+     "shell.execute_reply": "2024-07-25T10:04:18.401264Z"
+    },
+    "papermill": {
+     "duration": 0.020456,
+     "end_time": "2024-07-25T10:04:18.404184",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:18.383728",
+     "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": "305ff896",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:18.426083Z",
+     "iopub.status.busy": "2024-07-25T10:04:18.425363Z",
+     "iopub.status.idle": "2024-07-25T10:04:18.430633Z",
+     "shell.execute_reply": "2024-07-25T10:04:18.429775Z"
+    },
+    "papermill": {
+     "duration": 0.018467,
+     "end_time": "2024-07-25T10:04:18.432660",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:18.414193",
+     "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 = 2\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tvae/2\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "dbb6fc77",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:18.456733Z",
+     "iopub.status.busy": "2024-07-25T10:04:18.455741Z",
+     "iopub.status.idle": "2024-07-25T10:04:18.462494Z",
+     "shell.execute_reply": "2024-07-25T10:04:18.461651Z"
+    },
+    "papermill": {
+     "duration": 0.020954,
+     "end_time": "2024-07-25T10:04:18.464444",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:18.443490",
+     "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": "08c848a2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:18.486104Z",
+     "iopub.status.busy": "2024-07-25T10:04:18.485765Z",
+     "iopub.status.idle": "2024-07-25T10:04:19.491680Z",
+     "shell.execute_reply": "2024-07-25T10:04:19.490708Z"
+    },
+    "papermill": {
+     "duration": 1.019384,
+     "end_time": "2024-07-25T10:04:19.494029",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:18.474645",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fatal: destination path 'final' already exists and is not an empty directory.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "aa826166",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:19.518507Z",
+     "iopub.status.busy": "2024-07-25T10:04:19.517792Z",
+     "iopub.status.idle": "2024-07-25T10:04:20.532416Z",
+     "shell.execute_reply": "2024-07-25T10:04:20.531269Z"
+    },
+    "papermill": {
+     "duration": 1.029684,
+     "end_time": "2024-07-25T10:04:20.534659",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:19.504975",
+     "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": "7f73a8fb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:20.558147Z",
+     "iopub.status.busy": "2024-07-25T10:04:20.557712Z",
+     "iopub.status.idle": "2024-07-25T10:04:20.567660Z",
+     "shell.execute_reply": "2024-07-25T10:04:20.566783Z"
+    },
+    "papermill": {
+     "duration": 0.023857,
+     "end_time": "2024-07-25T10:04:20.569555",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:20.545698",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tvae/2\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": "087d9910",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:20.594323Z",
+     "iopub.status.busy": "2024-07-25T10:04:20.594034Z",
+     "iopub.status.idle": "2024-07-25T10:04:20.970481Z",
+     "shell.execute_reply": "2024-07-25T10:04:20.969553Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.391679,
+     "end_time": "2024-07-25T10:04:20.972962",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:20.581283",
+     "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": "ea7af3ab",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:20.998500Z",
+     "iopub.status.busy": "2024-07-25T10:04:20.998162Z",
+     "iopub.status.idle": "2024-07-25T10:04:22.657953Z",
+     "shell.execute_reply": "2024-07-25T10:04:22.656900Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.675431,
+     "end_time": "2024-07-25T10:04:22.660408",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:20.984977",
+     "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": "6ee5ebfc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:22.685903Z",
+     "iopub.status.busy": "2024-07-25T10:04:22.685421Z",
+     "iopub.status.idle": "2024-07-25T10:04:22.693148Z",
+     "shell.execute_reply": "2024-07-25T10:04:22.692427Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022378,
+     "end_time": "2024-07-25T10:04:22.694992",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:22.672614",
+     "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": "667dd932",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:22.717925Z",
+     "iopub.status.busy": "2024-07-25T10:04:22.717612Z",
+     "iopub.status.idle": "2024-07-25T10:04:22.721926Z",
+     "shell.execute_reply": "2024-07-25T10:04:22.721080Z"
+    },
+    "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": 0.018182,
+     "end_time": "2024-07-25T10:04:22.723992",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:22.705810",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "7e4a8bab",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:22.747311Z",
+     "iopub.status.busy": "2024-07-25T10:04:22.747036Z",
+     "iopub.status.idle": "2024-07-25T10:04:22.865132Z",
+     "shell.execute_reply": "2024-07-25T10:04:22.864349Z"
+    },
+    "papermill": {
+     "duration": 0.132625,
+     "end_time": "2024-07-25T10:04:22.867603",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:22.734978",
+     "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": "8b9f70d0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:22.894213Z",
+     "iopub.status.busy": "2024-07-25T10:04:22.893426Z",
+     "iopub.status.idle": "2024-07-25T10:04:27.423324Z",
+     "shell.execute_reply": "2024-07-25T10:04:27.422288Z"
+    },
+    "papermill": {
+     "duration": 4.545723,
+     "end_time": "2024-07-25T10:04:27.425598",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:22.879875",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-25 10:04:24.685376: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-25 10:04:24.685439: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-25 10:04:24.687186: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_run True\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "0758df26",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:27.451394Z",
+     "iopub.status.busy": "2024-07-25T10:04:27.450564Z",
+     "iopub.status.idle": "2024-07-25T10:04:27.460738Z",
+     "shell.execute_reply": "2024-07-25T10:04:27.459642Z"
+    },
+    "papermill": {
+     "duration": 0.026029,
+     "end_time": "2024-07-25T10:04:27.463516",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:27.437487",
+     "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": "393a4097",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:27.500042Z",
+     "iopub.status.busy": "2024-07-25T10:04:27.498992Z",
+     "iopub.status.idle": "2024-07-25T10:04:30.317237Z",
+     "shell.execute_reply": "2024-07-25T10:04:30.315921Z"
+    },
+    "papermill": {
+     "duration": 2.83965,
+     "end_time": "2024-07-25T10:04:30.320000",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:27.480350",
+     "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": "9e07c3fb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:30.347343Z",
+     "iopub.status.busy": "2024-07-25T10:04:30.346952Z",
+     "iopub.status.idle": "2024-07-25T10:04:30.353182Z",
+     "shell.execute_reply": "2024-07-25T10:04:30.352345Z"
+    },
+    "papermill": {
+     "duration": 0.022448,
+     "end_time": "2024-07-25T10:04:30.355169",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:30.332721",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, Embedding(89, 864), True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "8e6b3d99",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:30.380952Z",
+     "iopub.status.busy": "2024-07-25T10:04:30.380631Z",
+     "iopub.status.idle": "2024-07-25T10:04:30.903579Z",
+     "shell.execute_reply": "2024-07-25T10:04:30.902796Z"
+    },
+    "papermill": {
+     "duration": 0.538316,
+     "end_time": "2024-07-25T10:04:30.906071",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:30.367755",
+     "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": "e65046a0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:30.933787Z",
+     "iopub.status.busy": "2024-07-25T10:04:30.933448Z",
+     "iopub.status.idle": "2024-07-25T10:04:30.953362Z",
+     "shell.execute_reply": "2024-07-25T10:04:30.952432Z"
+    },
+    "papermill": {
+     "duration": 0.036131,
+     "end_time": "2024-07-25T10:04:30.955362",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:30.919231",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating model of type <class 'ml_utility_loss.loss_learning.estimator.model.models.TwinEncoder'>\n",
+      "[*] Embedding False True\n",
+      "['tvae'] 1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "c58e71cc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:30.981041Z",
+     "iopub.status.busy": "2024-07-25T10:04:30.980709Z",
+     "iopub.status.idle": "2024-07-25T10:04:31.030940Z",
+     "shell.execute_reply": "2024-07-25T10:04:31.030139Z"
+    },
+    "papermill": {
+     "duration": 0.06527,
+     "end_time": "2024-07-25T10:04:31.032874",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:30.967604",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 0, 't_end': 904, 't_range': None, 'n_steps': 1, 'n_inner_steps': 1, 'n_inner_steps_2': 1, 'loss_mul': 1, 'div_batch': True, 'forgive_over': True, 'n_real': 0, 'n_samples': 64, 't_steps': 16, 'mlu_run': 3, 'target': None, 'lr': 0.004747413139187287, 'loss_fn': <function l1_loss at 0x7881ef880b80>, 'Optim': functools.partial(<class 'torch.optim.adamw.AdamW'>, amsgrad=True)}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import ml_utility_loss.synthesizers.tvae.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "00b941ea",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:31.060415Z",
+     "iopub.status.busy": "2024-07-25T10:04:31.060052Z",
+     "iopub.status.idle": "2024-07-25T10:04:31.079751Z",
+     "shell.execute_reply": "2024-07-25T10:04:31.079039Z"
+    },
+    "papermill": {
+     "duration": 0.035572,
+     "end_time": "2024-07-25T10:04:31.081691",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:31.046119",
+     "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": "56c40a55",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:31.107217Z",
+     "iopub.status.busy": "2024-07-25T10:04:31.106890Z",
+     "iopub.status.idle": "2024-07-25T10:04:31.110965Z",
+     "shell.execute_reply": "2024-07-25T10:04:31.110102Z"
+    },
+    "papermill": {
+     "duration": 0.019127,
+     "end_time": "2024-07-25T10:04:31.112871",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:31.093744",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "346683da",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:31.138459Z",
+     "iopub.status.busy": "2024-07-25T10:04:31.138197Z",
+     "iopub.status.idle": "2024-07-25T10:04:31.532607Z",
+     "shell.execute_reply": "2024-07-25T10:04:31.531685Z"
+    },
+    "papermill": {
+     "duration": 0.410278,
+     "end_time": "2024-07-25T10:04:31.535127",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:31.124849",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Caching in ../../../../iris/_cache_inference/tvae/all inf False\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "b935075c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:31.563529Z",
+     "iopub.status.busy": "2024-07-25T10:04:31.563194Z",
+     "iopub.status.idle": "2024-07-25T10:04:31.573038Z",
+     "shell.execute_reply": "2024-07-25T10:04:31.572173Z"
+    },
+    "papermill": {
+     "duration": 0.026354,
+     "end_time": "2024-07-25T10:04:31.575078",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:31.548724",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 16 starting 0 until 904\n",
+      "mlu step times 1*1*1\n",
+      "mlu samples 64 / 120\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "090435bd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:31.602264Z",
+     "iopub.status.busy": "2024-07-25T10:04:31.601883Z",
+     "iopub.status.idle": "2024-07-25T10:04:31.610356Z",
+     "shell.execute_reply": "2024-07-25T10:04:31.609606Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.024157,
+     "end_time": "2024-07-25T10:04:31.612283",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:31.588126",
+     "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": "44d43668",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:04:31.639332Z",
+     "iopub.status.busy": "2024-07-25T10:04:31.639017Z",
+     "iopub.status.idle": "2024-07-25T10:05:45.414493Z",
+     "shell.execute_reply": "2024-07-25T10:05:45.413535Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 73.79159,
+     "end_time": "2024-07-25T10:05:45.416570",
+     "exception": false,
+     "start_time": "2024-07-25T10:04:31.624980",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.014483988285064697\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.006181180477142334\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004422545433044434\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004454851150512695\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004735350608825684\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004164457321166992\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.005787193775177002\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.007522165775299072\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.005940437316894531\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.006051421165466309\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0052931904792785645\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0051642656326293945\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-14.960180282592773, 4.6541643142700195)"
+      ]
+     },
+     "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": "85d29d17",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:05:45.454856Z",
+     "iopub.status.busy": "2024-07-25T10:05:45.454523Z",
+     "iopub.status.idle": "2024-07-25T10:05:45.483888Z",
+     "shell.execute_reply": "2024-07-25T10:05:45.482942Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.051028,
+     "end_time": "2024-07-25T10:05:45.485992",
+     "exception": false,
+     "start_time": "2024-07-25T10:05:45.434964",
+     "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": "0e8f1f2f",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:05:45.522383Z",
+     "iopub.status.busy": "2024-07-25T10:05:45.522008Z",
+     "iopub.status.idle": "2024-07-25T10:05:46.375201Z",
+     "shell.execute_reply": "2024-07-25T10:05:46.374168Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "error",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "outputId": "57519fd1-a4d2-4922-c834-1fe290391c16",
+    "papermill": {
+     "duration": 0.874401,
+     "end_time": "2024-07-25T10:05:46.377835",
+     "exception": false,
+     "start_time": "2024-07-25T10:05:45.503434",
+     "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": "447dc501",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.018517,
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