diff --git a/iris/tvae/1/0/synth.csv b/iris/tvae/1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..036f5bbe4fd3c05f8b3a4b62d7743506ae443bae
--- /dev/null
+++ b/iris/tvae/1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.103975776429448,2.8520457246584203,3.9915521271393306,1.331141833775319,Iris-versicolor
+1,5.1859022570986335,2.27095871920932,3.615139682294842,1.184634876725407,Iris-versicolor
+2,6.4609143188279,2.837399882191661,5.042019535250758,1.8108731001947431,Iris-virginica
+3,5.832420586737966,3.283653910401967,4.512708105814057,1.4494017118749931,Iris-versicolor
+4,5.374792183658703,2.7049104855718,1.2731583436810996,1.3082908233322486,Iris-setosa
+5,4.452085120210458,2.9512479980597566,1.1767275813589584,0.1939974582499871,Iris-setosa
+6,5.342045290960275,2.2063765120067536,3.7568550474920746,1.2053425638127426,Iris-versicolor
+7,5.820139563283689,3.0180803046979,4.2943957708978155,1.1432110369299562,Iris-versicolor
+8,5.36851687982957,3.617108007995091,1.3370656485832233,0.31138914503692905,Iris-setosa
+9,6.005914537102957,2.789759516719371,4.495223219509575,1.5488577870827074,Iris-virginica
+10,6.135139325620715,2.8393849975120364,5.43187468655407,2.177656518979662,Iris-virginica
+11,7.589715832524683,3.1515185543750124,6.10448394829592,1.9333991305013325,Iris-virginica
+12,5.163139459567147,3.183959839085776,1.4753827959035932,0.2721398175410766,Iris-setosa
+13,6.011384114821759,3.0262714794290213,4.5208673131736825,1.4927715874967824,Iris-versicolor
+14,6.543321873698273,2.992661924270137,5.550745066565147,2.1869436596920955,Iris-virginica
+15,6.0601568129406465,3.063108163028153,5.344526177248121,2.148076658405471,Iris-virginica
+16,7.006209661898035,3.1185578966280154,4.57447186802189,1.5726227543014368,Iris-versicolor
+17,4.975208594464377,2.9221445173993446,1.1736331525295918,0.918942368526495,Iris-setosa
+18,6.3055089337251315,2.899996725938897,4.421588711400638,1.5496412687395293,Iris-virginica
+19,6.631956107834253,2.774636605842714,5.6788976009135785,1.9612033783658125,Iris-virginica
+20,6.48818638071217,2.6186669668066673,5.196703606089143,1.6169106575806502,Iris-virginica
+21,4.522470787821549,3.2337499950029587,1.3525911938992268,0.15787605076183753,Iris-setosa
+22,6.397225266379024,2.8331872227146393,4.666981003792512,1.3007271026660785,Iris-virginica
+23,5.833463111726219,2.8405971689891767,5.0726330510535185,1.7242099817755525,Iris-virginica
+24,6.728003420486029,3.297224823055327,4.665782701692628,1.7179589607481782,Iris-virginica
+25,6.1726633256885695,3.4643837813216605,5.662211027510512,2.1330669869938568,Iris-virginica
+26,6.571010833944522,3.0809398677512503,5.759400888271437,2.1560476829094632,Iris-virginica
+27,4.548432268724796,3.674172647527385,1.3649521914434615,0.28022802435635064,Iris-setosa
+28,5.698832911604126,2.681147442210442,1.2400734532877,1.5241940539444638,Iris-versicolor
+29,6.019748636534132,2.7140675982146427,5.315188861677856,1.7538944747595082,Iris-virginica
+30,4.725171406214063,3.2057667739736346,1.6195684522303055,0.2509447158009167,Iris-setosa
+31,6.027045132465932,3.2894178585241325,4.3411708772533615,2.1125068069955835,Iris-virginica
+32,5.423255468867541,2.666188932030026,4.746944137131352,1.166139036601695,Iris-versicolor
+33,5.893027915824059,2.939419261115438,5.421402567979479,2.029913812375319,Iris-virginica
+34,7.903927576760037,3.6071108428793703,6.70440156009741,2.0956620408987914,Iris-virginica
+35,4.639353975064484,2.747120241324584,1.2659925827904364,0.14172349687235036,Iris-setosa
+36,5.197162864299448,3.4222866135192715,1.4152087212425435,0.2698628247001092,Iris-setosa
+37,6.571151302751311,2.6602984955687243,4.878981101597662,1.7653513009600976,Iris-versicolor
+38,4.847584780818657,3.413630295969325,1.1804846764722923,0.5055653995056503,Iris-setosa
+39,6.431822460846077,3.2259914830495338,6.059870609911059,2.5231780392899794,Iris-virginica
+40,5.535158490918148,2.3133319928325906,3.660301544667422,1.0105774909122922,Iris-versicolor
+41,6.6885402833929755,3.5936226393041952,6.14576917568428,2.0185576460430346,Iris-virginica
+42,4.847300055802493,3.409234202426679,1.334031406522405,0.2710271460862996,Iris-setosa
+43,6.203324673674551,2.8633153228728783,5.4371263238399665,2.0978554140793526,Iris-virginica
+44,6.888671720182209,2.8535827555737994,5.898999465020504,1.8017172478597405,Iris-virginica
+45,4.914307295985969,3.266705994871321,1.4834685129741936,0.23719944015848327,Iris-setosa
+46,5.5396792944194075,2.86409551317248,4.330028515923278,1.5122182307586265,Iris-versicolor
+47,4.867234110195117,2.703797527852667,1.5140881527044459,0.20385680080830948,Iris-setosa
+48,6.034862120900263,3.2090439198322795,4.914882222823507,1.4478075086185742,Iris-versicolor
+49,4.785129045105483,3.254734670388539,1.5563591202386937,0.20783339765259812,Iris-setosa
+50,4.7397703387768875,3.5259726755174903,1.4405898036792026,0.14325367705689188,Iris-setosa
+51,5.133438334484856,3.5755373379982816,1.446432535843065,0.24820536757482287,Iris-setosa
+52,5.218322041193451,2.912761557882385,4.8689632641951,1.3334850677082726,Iris-versicolor
+53,4.522490328599046,2.965376995253212,1.313889659654455,0.17710966902605796,Iris-setosa
+54,6.056863184341634,2.687026746926599,4.572727474349468,1.752890154382717,Iris-versicolor
+55,6.150231163412534,2.951437514241443,5.021169672071215,1.6742275692594473,Iris-versicolor
+56,4.858992613303936,2.6935633363085407,1.2620333091737441,0.17467370537113253,Iris-versicolor
+57,6.578262194012259,2.7332774571287923,5.351889902460318,1.6961348562984557,Iris-virginica
+58,4.921245486207851,2.272894828362244,3.4634072049467006,1.3036171891690485,Iris-versicolor
+59,5.11006736911131,3.2599271671318424,1.4920202538229657,0.328009081536916,Iris-setosa
+60,6.652320359292904,2.934980303127995,5.20867356088918,2.0269496179661335,Iris-virginica
+61,4.897288235000607,2.8047920651612928,5.137955111354596,1.6265961298729523,Iris-setosa
+62,6.0829802186103485,2.6682958826610506,5.2911998609261435,1.579835764079225,Iris-virginica
+63,4.939971346931328,2.720828557042439,1.359561351437008,0.24821801339214133,Iris-setosa
+64,6.196649182838506,2.916614718128929,5.113768108018784,1.6169203559625407,Iris-virginica
+65,4.513248484100044,2.7240188709588393,1.4141424692212359,0.26409623794032305,Iris-setosa
+66,4.8657428527756315,2.7761371805627433,4.501994829044121,1.7814248815798288,Iris-virginica
+67,6.896936712958797,3.58121694906613,5.57360932512783,2.056983391873296,Iris-virginica
+68,4.6829601363894255,2.44951270694952,1.5027689154003285,0.037008393978967546,Iris-setosa
+69,5.219367899651221,2.627771841766047,2.6012206269729408,1.2504669547303153,Iris-versicolor
+70,6.1337196943536245,2.660220545833093,4.580510779158961,1.4977880786873046,Iris-versicolor
+71,5.471501071463334,3.9926871827959562,1.5827962808057672,0.3297929086890297,Iris-setosa
+72,5.400065587864661,2.3252604973689808,3.328654572603508,1.3035727166450668,Iris-versicolor
+73,6.532480726069149,2.691784021107592,5.258230320896838,1.8276284725831216,Iris-virginica
+74,6.121360198924832,2.8843461748928405,4.7653364481154,1.5025283468749104,Iris-virginica
+75,4.686358856931598,3.229817627092395,1.5503387889980766,0.2268773697791117,Iris-setosa
+76,5.501256157128912,2.7401094879385,3.9978657336824934,1.3402579952680833,Iris-versicolor
+77,4.970269985601412,3.1027979571888378,4.742218418675357,1.671579207605075,Iris-virginica
+78,5.913853117068795,3.270188208156117,4.762055609760853,1.7406152616827992,Iris-virginica
+79,6.334859052874838,3.0701460612251426,5.040782696273033,1.630475618672936,Iris-virginica
+80,5.576431007283375,2.5470764707761573,3.8522724594273994,1.1697757700840272,Iris-versicolor
+81,6.344227377910562,2.987215835626327,5.133439593664586,2.043662801471177,Iris-virginica
+82,6.638208814010076,3.206419969971432,5.458676877998679,2.0051562944068437,Iris-virginica
+83,5.720189144958249,2.8907302743149472,4.330071015593159,1.5584852260394157,Iris-versicolor
+84,6.199057184181811,2.8066094765752903,3.831534996567827,1.4692724850504018,Iris-versicolor
+85,6.350692481667562,2.3996959797226616,4.927327629746514,1.6960577611917103,Iris-virginica
+86,6.905800386917768,3.326731684038995,5.6683895164030185,2.3923193915387344,Iris-virginica
+87,6.743867540540035,2.847552331426115,5.6947855397612885,1.414939629029838,Iris-versicolor
+88,5.8726904119506225,3.023997740798145,4.51120109454123,1.4822468077297906,Iris-versicolor
+89,5.522734982179595,3.3289949406677555,1.60282051397887,0.30284384930176084,Iris-setosa
+90,5.6585199048949715,2.805614200956326,4.179975803899809,1.0143880146679207,Iris-versicolor
+91,5.9900630618072785,2.8659028705517224,4.007746860425917,1.440360180391447,Iris-versicolor
+92,4.504377353755852,3.2816944821327945,1.5869519842258974,0.098556998671468,Iris-setosa
+93,7.39556151689788,2.989948800553628,5.713668850752716,2.007398584475797,Iris-virginica
+94,6.385253541505181,2.9152057552783854,4.736655498957331,2.2633839555435507,Iris-virginica
+95,6.407326373008154,2.9175531063828823,5.45419573645587,2.2747390779627423,Iris-virginica
+96,4.827171382780274,2.930766077354854,1.1030866410377196,0.14861818363081453,Iris-setosa
+97,5.169587361330924,3.2660775750127944,1.512753473823628,0.07833596330461895,Iris-setosa
+98,6.6439364761579585,3.464626929570275,4.478938370339957,1.4778602703552945,Iris-versicolor
+99,6.321917981023042,2.9329848552867355,4.965096708412412,1.3662273751340595,Iris-versicolor
+100,5.935887582075366,2.6709968342089034,4.61567386989611,1.196481354007636,Iris-versicolor
+101,6.2073092726349355,2.690808787065381,4.965461206551121,1.6025597615978158,Iris-virginica
+102,5.732606583319255,2.765250833340238,4.952380283118229,1.9884621673009528,Iris-virginica
+103,7.007412711660753,3.163316614128686,5.359454273724512,2.0118546885308106,Iris-virginica
+104,4.645724243681811,2.4656880356249125,4.115431533889241,1.3137970418511413,Iris-versicolor
+105,6.481562647626837,2.7301080418286054,5.167485306802093,2.0950182936594395,Iris-virginica
+106,6.330944200302147,3.0046879791479726,4.639762177370797,1.346186267373505,Iris-versicolor
+107,4.935689614855617,3.3185290727722783,1.4848672951457793,0.15556139415449582,Iris-setosa
+108,7.641265131988256,2.8015259277488007,6.419240845740118,1.538673684397563,Iris-virginica
+109,6.531249871800338,2.834744026872118,4.993320725013178,1.6198674381362346,Iris-versicolor
+110,5.866545061974598,2.6169685681903085,4.3546712826517995,1.140113878625452,Iris-versicolor
+111,6.8421071828364495,3.1524688736878534,5.35602206258156,2.2154538337043794,Iris-virginica
+112,5.923562734118244,2.8086022185104222,5.1521595507757505,1.5331643240312738,Iris-virginica
+113,4.714340357019815,2.892242568113206,1.2100125576903784,0.1268975551737907,Iris-setosa
+114,5.514880172471065,3.8667812319357964,1.3867873367691315,0.548569067925857,Iris-setosa
+115,7.13717898411427,3.0289745072858354,5.204700571928251,1.8992229922703199,Iris-virginica
+116,4.66584258820611,3.217410990194361,1.1695501328472488,0.31731130459685647,Iris-setosa
+117,5.950653538204013,2.5062210816386927,4.418597206961592,1.376149315220393,Iris-versicolor
+118,5.228745500980203,3.3157072318509915,1.3591974906250364,0.35579778573915544,Iris-setosa
+119,5.1078382443881045,3.1103150240731527,4.897878364508127,1.69187482506519,Iris-versicolor
diff --git a/iris/tvae/1/0/test.csv b/iris/tvae/1/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/0/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/0/train.csv b/iris/tvae/1/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/0/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/0/val.csv b/iris/tvae/1/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/0/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/1/synth.csv b/iris/tvae/1/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3d1557146ec4f2d445553fe97ef08575d1885d4c
--- /dev/null
+++ b/iris/tvae/1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.067630383477973,3.037049910731426,4.483284052848204,1.352292519603397,Iris-versicolor
+1,6.1364064838416725,2.7866082463508604,4.672487940881807,1.653441870332095,Iris-versicolor
+2,4.867432557949705,3.690618552508231,1.5441093631631628,0.12218734618699417,Iris-setosa
+3,6.274854701489975,3.310267292590108,4.3477511895519525,1.5598059799611605,Iris-versicolor
+4,7.004116271553021,2.5175734629917565,4.9769566790069915,1.6485408377305635,Iris-virginica
+5,5.483912223620611,3.1409094002906635,5.431800711578872,1.8258170132019498,Iris-virginica
+6,6.369938631729852,2.9834508326693556,4.144600745409988,1.255125602567717,Iris-versicolor
+7,7.16607396847847,3.0712016783469926,5.42356011950011,1.338863270592826,Iris-virginica
+8,4.810864170461759,2.4319247604878615,1.7479012240634446,0.1522883749210439,Iris-setosa
+9,4.895052276003433,3.7890665062917783,1.3346472824954017,0.31466613327779913,Iris-setosa
+10,5.110982488929505,2.914432178894749,4.438078019627441,1.5479698980678633,Iris-versicolor
+11,4.757839057868262,2.8377478001576497,4.49912519809782,1.4416233224789825,Iris-versicolor
+12,6.174336748673253,2.6061703546841106,4.137242892598039,1.7224260947684067,Iris-virginica
+13,6.69634252424504,2.929360904934873,5.598677306796096,1.6363574532655853,Iris-virginica
+14,4.798046167017864,3.619543708463768,1.542273604401286,0.4177968656030385,Iris-setosa
+15,4.700616986359989,3.176398767981985,1.2279387246891251,0.29224366113082306,Iris-setosa
+16,5.002477497064723,3.1831404517102078,5.29741065900313,1.8964668552459563,Iris-setosa
+17,6.793465187094396,2.8454676867912094,5.95537687140428,1.8794880187001413,Iris-virginica
+18,4.648184387341894,3.2136863044858592,1.4659975270833512,0.05065601521196836,Iris-setosa
+19,5.970953416057355,3.056772829637654,4.541054559374573,1.6217520518908395,Iris-versicolor
+20,5.800266896157484,2.838066344964889,4.8496226843202885,1.7502474316287457,Iris-virginica
+21,6.207781879171788,2.8902522373999586,4.375336705643793,1.6003378876117487,Iris-virginica
+22,6.207943178878427,3.017199081504362,5.256116941272554,1.713157624214122,Iris-virginica
+23,7.096194357597201,3.5292826340233128,5.838989586643889,2.117266447675166,Iris-virginica
+24,4.888760205705969,3.50591414032903,1.5321197584342552,0.3027456545144107,Iris-setosa
+25,6.495115329446678,2.9555374146442555,5.445547696340171,1.6286308615932505,Iris-virginica
+26,5.202837450870191,3.4707311642976517,1.4643486180354812,0.3183448816214869,Iris-setosa
+27,5.2417836142029,2.714573405378375,4.2381195954678805,1.2307463774252396,Iris-versicolor
+28,6.259049302769704,3.192587456304917,5.490663522097013,2.0613694789587482,Iris-virginica
+29,4.77687242432232,3.3313949393670796,1.464259067053025,0.17476441400112633,Iris-setosa
+30,5.27376950162407,3.671631680584336,1.6133464066276182,0.2706913423528363,Iris-setosa
+31,6.7672099020153595,2.913181494464579,6.252320597616709,2.584221220609439,Iris-virginica
+32,5.121318057499779,2.4793812195341647,3.533685164003428,0.9348827956473947,Iris-versicolor
+33,6.154565472970822,3.361885465810484,4.816796180094967,1.5394873068199777,Iris-versicolor
+34,4.948116252825588,4.088022784976945,1.4046549093006317,0.26975546480423795,Iris-setosa
+35,6.087995580183134,2.85910329395884,5.015789459914221,2.196827474515771,Iris-virginica
+36,4.98568707988968,2.97892629102866,1.3274423840099998,0.21454067547724406,Iris-virginica
+37,6.177121574448981,2.5695228260027503,4.147588799910353,1.2647641985776548,Iris-versicolor
+38,6.733838746770994,2.9555591170552447,4.478863021746185,1.3789852157127784,Iris-versicolor
+39,5.081170170536589,1.6981240492932002,3.139221339712293,1.3530427633718405,Iris-versicolor
+40,5.1793817235087545,3.1999188928134337,1.3765374111034396,0.19913469269205403,Iris-setosa
+41,4.611064962831961,3.061268106597184,1.4356801196622884,0.2531571838445392,Iris-setosa
+42,4.9538877391844505,3.0389009672143175,4.704285707960897,1.6732293828055422,Iris-versicolor
+43,6.167070887917631,2.7988599141972665,5.37637222259883,2.323134515718746,Iris-virginica
+44,4.734322144493352,3.5310901984978478,1.506121565732592,0.2766712270463469,Iris-setosa
+45,6.651920639076081,2.9526690518437024,5.295969363745517,1.6394206871604116,Iris-virginica
+46,6.509928937134736,3.134794556134567,5.411211314213894,1.6365498331961932,Iris-virginica
+47,5.044281798028997,3.2025473029515883,1.4617324805757839,0.15750292397254695,Iris-setosa
+48,5.585299328830319,3.9847667525988903,1.3614018288433898,0.35161870847152416,Iris-setosa
+49,4.694182384961614,2.6595482574604836,1.4055576841764033,0.21674114486072799,Iris-setosa
+50,6.887316499310684,2.7963092988339726,5.348806627437191,1.7305006020156009,Iris-virginica
+51,5.718553798276278,3.1213056204267438,4.7022519452394445,1.8109196072039135,Iris-versicolor
+52,6.236215529095153,3.3107691736743488,5.358391438318859,1.9572139610088335,Iris-virginica
+53,5.710043042799904,2.8569317459304253,4.158704222259222,1.2801843463431557,Iris-versicolor
+54,5.895392857513542,2.485165438316269,3.835113332375169,0.9333678743781356,Iris-versicolor
+55,6.435209861413717,2.8139285101754137,5.052011001373436,1.4897916036184233,Iris-virginica
+56,6.64587686834753,3.2695229883307007,4.6406097542078015,1.2555104629744271,Iris-versicolor
+57,5.777834704773581,2.9149329034845417,5.0566319838406395,1.6709574736985073,Iris-versicolor
+58,5.733924232480024,3.089814761867639,4.303293100312402,1.3969084316048437,Iris-versicolor
+59,4.816629469168868,3.1350759536746784,1.6048612714887716,0.0925809139814279,Iris-setosa
+60,5.926671144842595,2.6156449638640087,5.276558525037529,1.5798276308888723,Iris-virginica
+61,4.766207636840145,2.9336584875742395,1.0985621768621685,1.6596385804695222,Iris-setosa
+62,5.125044087971195,3.4684475326552473,1.3788980601123033,0.20111322725246433,Iris-setosa
+63,5.498633117463205,2.997659623451496,4.01982725785635,1.158001151196842,Iris-versicolor
+64,5.003957578021333,3.7861846328619264,1.4680394137461992,0.4479493373220155,Iris-setosa
+65,6.262485330316384,2.783507070743055,5.164159149434265,1.566918224242447,Iris-versicolor
+66,5.12764685552559,3.4395521827278737,1.4681649349873949,0.18704308006324638,Iris-setosa
+67,6.293546235911713,2.7990550238956557,4.077718757441633,1.3637212761390332,Iris-versicolor
+68,6.354576132220206,2.9504143517197936,4.908938845886495,1.6030072639145347,Iris-virginica
+69,5.943252942537802,2.860837977700846,4.510899670603006,1.4918573697802673,Iris-versicolor
+70,6.017676578782992,3.073507879028997,4.78382064421383,1.5737786382743477,Iris-versicolor
+71,5.927382748930885,3.0396481350400446,4.825297283436354,1.7397596563965707,Iris-versicolor
+72,4.277021421583255,2.7972567942894555,1.536285349130692,0.1406910273207204,Iris-setosa
+73,6.52675549009036,3.0311265739655835,5.056789625253257,1.663840866090523,Iris-virginica
+74,5.636207427279161,3.1712574082446587,5.5766263917347025,1.6157457469640895,Iris-versicolor
+75,5.593400028809593,2.1952255807230006,3.9635703276407614,1.1376439969305645,Iris-versicolor
+76,6.4522226418316775,3.3113954387171622,5.789008405969601,2.386930545120273,Iris-virginica
+77,4.6866373648391715,3.1417312017976657,1.4196083254504979,0.1931219800497701,Iris-setosa
+78,6.0534952390051435,3.115991958087991,4.85704873238693,2.2081054438881798,Iris-virginica
+79,4.750600674853255,2.8885043024186388,1.078949856566201,1.655234287568502,Iris-versicolor
+80,5.038340267917374,2.560671263621783,3.997561539904871,1.3697990484761002,Iris-versicolor
+81,5.0593022445105005,3.3491858488488626,1.343774469757549,0.11527287600653305,Iris-setosa
+82,7.0234250627202,2.848910572338947,5.844078366859454,1.9190451509728224,Iris-virginica
+83,6.27824024549456,3.286378341256897,4.415387799140385,1.7183674951498318,Iris-versicolor
+84,5.056396987954163,2.690949726556802,5.143286900441457,1.7137032307708038,Iris-virginica
+85,5.41336310561442,3.0994474038908573,1.6160519587566822,0.35038300748318596,Iris-setosa
+86,6.106853304465298,2.5114553236815165,4.161279712422715,1.232461675697205,Iris-versicolor
+87,5.285386672173606,3.211076832431592,1.6765294074204076,0.30874105751389275,Iris-setosa
+88,6.3141632799464915,2.6219173931300217,4.321021131933488,1.3353684782467816,Iris-versicolor
+89,5.313399714990064,4.056084350276891,1.6376899056359986,0.2859627490058797,Iris-setosa
+90,6.409526933454175,2.810903940618127,4.6817182476598225,1.4403816948890826,Iris-versicolor
+91,5.979260557806134,2.6508231437734695,5.4596213599023855,2.296701642272402,Iris-virginica
+92,4.72831750553029,3.2804757658591,1.2792846344353135,0.23080822070103907,Iris-setosa
+93,7.122010006022334,2.713143861261904,5.975723059157648,1.7843564136572652,Iris-virginica
+94,6.576625432955919,2.635657182800513,5.692968247651035,1.8854173191584134,Iris-virginica
+95,6.667834405326634,3.076655860308169,5.154018617650396,1.645267093512127,Iris-virginica
+96,6.868396110453241,3.16007071165768,4.580542531207962,1.4426120035886347,Iris-versicolor
+97,4.8972981951243595,2.3683760601247656,1.231611449527458,0.14680293195525013,Iris-setosa
+98,5.56209828560151,3.29426129108438,4.165827854053163,1.3988252003258996,Iris-versicolor
+99,6.183652428184906,2.944092366782685,4.161039987990732,1.4398115847315325,Iris-versicolor
+100,5.065309572390989,3.3589782551519196,1.3865124901140018,0.24918782236805612,Iris-setosa
+101,5.273029434857358,3.513052917358416,1.6210339313412832,0.1411450997082413,Iris-setosa
+102,6.562081007019257,3.358747879137102,5.372827400400985,2.2178506503084074,Iris-virginica
+103,4.4153431303311725,2.686924196246272,1.3509066120796398,0.2035282448487007,Iris-setosa
+104,4.530327317394345,2.887237282823457,1.4594142224799491,0.22335330452548605,Iris-setosa
+105,6.499085132137392,3.3177755260097395,5.156691392338966,1.6557968390368558,Iris-virginica
+106,6.049825327303157,2.7024440752654,4.296170319111482,1.4664162670291596,Iris-versicolor
+107,6.438528325860439,2.9740872482104113,4.74441166143579,1.714303846296029,Iris-versicolor
+108,4.97489065734396,3.073628525414143,1.4801132540624613,0.26472883678264364,Iris-setosa
+109,4.890762530649866,3.1083113570116683,1.259110307405433,1.3940514114956386,Iris-setosa
+110,4.485994255160907,3.215970500397663,1.5688118137129374,0.2743132503242316,Iris-setosa
+111,4.967222677419337,3.373732071115144,1.6271502531436703,0.2296360814512361,Iris-setosa
+112,6.686874070023077,3.0512806414641864,4.4114885107654525,1.3256871998631297,Iris-versicolor
+113,4.599126031697091,3.3408203386388418,1.467130019310689,0.26601940365139465,Iris-setosa
+114,5.658692897013794,2.450191825612311,3.6396592524292366,1.0262394121393503,Iris-versicolor
+115,6.184979134104174,2.5532611524334863,4.997032671565504,1.6283666745581005,Iris-virginica
+116,6.166313465293303,2.4422225200002132,6.502401606122739,1.6020670554470617,Iris-virginica
+117,5.683005410866624,2.7191539119327084,4.361336068867064,1.2634143212348303,Iris-versicolor
+118,5.1280400777868795,2.2310513923186335,3.8517320558047206,1.271978660523073,Iris-versicolor
+119,4.976437140351255,2.467363426616216,3.275992064890608,0.9321812064888593,Iris-versicolor
diff --git a/iris/tvae/1/1/test.csv b/iris/tvae/1/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/1/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/1/train.csv b/iris/tvae/1/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/1/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/1/val.csv b/iris/tvae/1/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/1/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/10/synth.csv b/iris/tvae/1/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fbfd388ac418e62d3fc58f75755b0f4be7b19420
--- /dev/null
+++ b/iris/tvae/1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.445445326565633,2.7857362814954145,4.072164344162196,1.608995924001318,Iris-versicolor
+1,5.924794744750911,2.43444489661875,4.311726052838322,1.240169649881426,Iris-versicolor
+2,4.1789315016028645,2.950054461661133,1.1706088422228615,0.14627714216308946,Iris-setosa
+3,6.24513236441045,3.3035926698863483,4.604781017037499,1.712542596583417,Iris-virginica
+4,5.449806091366716,2.9930479871992026,3.935142687709858,1.1967450269223385,Iris-versicolor
+5,4.439917382406871,3.9889137815557945,1.3192864165794895,0.44213548701445726,Iris-setosa
+6,6.084243055760861,3.1208096561309544,4.7649090590502325,1.4939554795714471,Iris-versicolor
+7,6.093615550657239,2.9286048702111236,4.205055505839355,1.4423413280001462,Iris-versicolor
+8,4.653637804481747,3.6513614539336823,1.7935826181943846,0.2729245866453533,Iris-setosa
+9,6.692289718166666,2.9052871548659787,5.436919354296547,2.189960837324767,Iris-virginica
+10,5.100469033540353,3.390708912883981,1.4257103702925475,0.4051072143156431,Iris-setosa
+11,6.381644780581516,2.781152900940427,5.080789614218163,1.8664969439012065,Iris-virginica
+12,4.425289620019095,2.995699586438368,1.3592959982483659,0.29028790876907107,Iris-setosa
+13,4.5223654609901445,3.201526969461302,1.5199023157979796,0.11866368177956427,Iris-setosa
+14,4.4755683521062055,2.7445311093346123,1.4500492661747053,0.18077169293762407,Iris-setosa
+15,6.801809687299504,2.999507269651176,5.850946094487603,1.9667288358415147,Iris-virginica
+16,6.105947143221497,3.1198025306037738,4.226288921953018,1.3731474018835266,Iris-versicolor
+17,4.81776023767348,2.9481112827947697,1.3979278890113562,1.302379888685136,Iris-setosa
+18,5.55472408931454,3.359764368422434,1.3215311232797595,1.157635135958614,Iris-setosa
+19,4.612171798577887,3.829013374415574,1.415487514739434,0.3515474981274829,Iris-setosa
+20,4.209000848208633,2.952137391606014,1.6994882289908317,0.10501841010907084,Iris-setosa
+21,5.123713524774569,2.034941596146301,4.13524669161906,1.0660782448869144,Iris-versicolor
+22,5.571397437594711,2.254838227269562,4.3109810508660935,0.9915957312295466,Iris-versicolor
+23,6.525291820090653,2.768133295789891,5.004399036402295,1.9132004930558297,Iris-virginica
+24,5.002867197370294,3.188020073759844,1.2423972167449084,0.23396414824528516,Iris-setosa
+25,6.192419397839688,3.1252414573397367,4.9789628674982165,2.037421411813561,Iris-virginica
+26,6.025897450093307,2.722393895295577,4.564527795181901,1.5738650044238987,Iris-virginica
+27,5.062750874745146,3.2946093989867626,1.6233894343733541,0.2633801377042323,Iris-setosa
+28,6.947405855872917,3.2673312252247513,5.975201605661468,2.2635968030817457,Iris-virginica
+29,5.555861830957846,2.911950598800071,4.0163835284672,1.2288049796160627,Iris-versicolor
+30,6.179611297797267,3.020020853915582,4.799108006890251,1.5808431857720544,Iris-versicolor
+31,6.274301246997938,2.998620236926224,4.674755192642032,1.5092244972245812,Iris-versicolor
+32,6.41029651568729,3.176112510204029,4.689604242138743,1.5994837014884242,Iris-versicolor
+33,6.063458539534804,2.910745166725056,4.8071446494362124,1.8416726374041206,Iris-virginica
+34,7.050492126431981,2.96642696774195,4.949101680257771,1.652001873002264,Iris-versicolor
+35,6.041210340714601,2.768948386914546,4.914946703567466,1.828019818637946,Iris-virginica
+36,4.791766890512739,3.0777534854610735,1.6020403309046736,0.12665932450632894,Iris-setosa
+37,5.946596138937402,2.83674273371019,3.8497750972522615,1.0487412899585267,Iris-versicolor
+38,5.164210537197995,2.479439923945984,3.6602435583987374,0.9564212411831818,Iris-versicolor
+39,4.640872633638925,2.3416102443522444,1.311360466123288,1.3252812982239974,Iris-setosa
+40,6.935204702618217,3.204824162492619,4.304746872927294,1.5291594556730792,Iris-versicolor
+41,6.624906086796135,2.978495467639597,5.103575526617132,1.3666160940152943,Iris-versicolor
+42,4.47895059541124,2.984310921597086,1.5012397770792307,0.17893135086016948,Iris-setosa
+43,4.582323216237628,3.201634308836789,1.5178005172892655,0.2319962608489109,Iris-setosa
+44,5.824009922902793,2.3557235150723344,5.624029877063158,1.6950944442042994,Iris-virginica
+45,6.530454691851368,2.6627275547924047,5.358013842777433,1.911520980813208,Iris-virginica
+46,5.218361399992084,2.5368109369986644,3.169559501050609,1.4719386330945665,Iris-versicolor
+47,6.769262291137193,3.194432465798955,5.86259245765253,2.4566559827063217,Iris-virginica
+48,7.296473546306697,2.9806839706091317,6.236592331319474,1.674495539305682,Iris-virginica
+49,5.907937767752816,2.5685794123717,4.359016436157183,1.7185644479711846,Iris-virginica
+50,4.361633324884114,2.6795908800098123,1.237774537651875,0.19445879907289024,Iris-setosa
+51,4.894393669999171,2.9450309506381376,1.2803834988406997,0.09800301813282222,Iris-setosa
+52,6.8087024425089915,3.106549849228859,5.713544560314717,1.325959188428514,Iris-virginica
+53,4.63868996303966,3.0969213708606156,1.4696526752071772,0.307374599231849,Iris-setosa
+54,6.9773335218745585,2.8951000396705484,5.036264441283549,1.3850360568621203,Iris-versicolor
+55,5.794410933211659,3.7964725570695164,1.5441365571892158,0.3077471222439497,Iris-setosa
+56,6.137802303867006,3.064626492389817,4.577605587989293,1.5454982525324001,Iris-versicolor
+57,4.825734597119747,3.49315961865111,1.4407466341962756,0.26102061089543804,Iris-setosa
+58,6.569585190891401,3.241660120735979,4.675035655327321,1.3573747047287548,Iris-versicolor
+59,6.317159932677651,2.8162260017832272,4.721333813678474,1.4481261181341174,Iris-versicolor
+60,5.1426696286187665,2.969741721368873,1.642124327570478,0.3421033923960947,Iris-setosa
+61,5.916977131955391,2.567682601046424,4.334736992633592,1.3521941107377295,Iris-versicolor
+62,6.794842602781496,3.499275579316702,5.647749903107868,2.3479420035808007,Iris-virginica
+63,6.757433643947069,3.0587720908621634,4.935744045720868,1.7862045477820883,Iris-virginica
+64,7.2603595208176035,3.2978584021765793,5.64168341852285,1.8499301654296338,Iris-virginica
+65,4.921418039015127,2.2132474476661868,3.4696415595614467,0.9292003205486287,Iris-versicolor
+66,6.368140859213928,2.9275564677319466,4.775180821583561,1.1830835338857215,Iris-versicolor
+67,5.5539491674941805,2.7017275353239714,4.11323187243327,1.230722257196646,Iris-versicolor
+68,5.061805885038299,3.97909121989541,1.6162715222423891,0.3896747390292199,Iris-setosa
+69,5.575969796503414,3.0920669184642056,4.085552939969946,1.2706014027486452,Iris-versicolor
+70,5.5804219191492255,2.9624742741503707,5.10336448093814,1.3473365326673754,Iris-versicolor
+71,5.047923466667426,2.762821213494916,4.527183360061584,1.7979710896929924,Iris-virginica
+72,5.139064867856886,3.3251026112328397,1.7092984552008352,0.21796800787857237,Iris-setosa
+73,6.007436386920784,2.885304008488165,4.270098074535008,1.5962281773886815,Iris-versicolor
+74,4.731744819939277,3.234256688786372,1.6169168793686748,0.2949272565989326,Iris-setosa
+75,6.591523055774993,3.1610803464984243,4.691312037903138,1.7792580287592712,Iris-versicolor
+76,4.245782900415609,3.111871022059721,1.397017904616287,0.186966291857815,Iris-setosa
+77,4.812616065371055,2.752353140441051,1.2932223185509633,0.06206928215019847,Iris-setosa
+78,5.385003715056723,2.9102646586439604,3.9838395316355495,1.2618205074196536,Iris-versicolor
+79,5.560709964399163,2.8913642863706044,4.590997805569192,1.4068268819692507,Iris-versicolor
+80,5.215158894196543,3.0482076327273164,4.962062445051058,1.3547005612789471,Iris-versicolor
+81,7.232262242367744,3.3175929392076013,5.770687527046249,2.142391483191454,Iris-virginica
+82,5.729492120325057,2.62468422495131,4.5360111704280985,1.6362266324521886,Iris-versicolor
+83,6.636500685956422,2.906717836891099,5.784339928767925,1.7763456478552395,Iris-virginica
+84,5.014159187397035,2.6821731262609143,4.20967730437403,1.451747768957003,Iris-versicolor
+85,6.211005501515267,2.5339051576056693,4.527715240580284,1.2858292280012775,Iris-versicolor
+86,5.603342610460842,2.956895602367203,4.338677423327777,1.5485604455552706,Iris-versicolor
+87,5.069991593955498,3.444414561498323,1.3948105572153595,0.15653223635375849,Iris-setosa
+88,6.766300008788334,2.7655943764335063,5.221602737410101,1.5971613487858465,Iris-versicolor
+89,5.023833179245907,3.1148111980974647,1.3846800131376058,0.22495016135033102,Iris-setosa
+90,4.7278716942052,2.8658711171435205,1.2149364436410621,0.10013226613037277,Iris-setosa
+91,4.761034962635257,3.350775766719774,1.3819728972514533,0.21251277651814116,Iris-setosa
+92,5.140488563474956,3.785989951737382,1.6218598754071325,0.2539399559596466,Iris-setosa
+93,6.482380639277842,2.968548781961339,4.371941212945009,1.4572846835422448,Iris-versicolor
+94,4.817158254065371,2.943275767620896,1.4939972762500329,0.2228208340899016,Iris-setosa
+95,6.851435762033558,3.0849313279482384,4.92125972097441,1.6364528946097239,Iris-versicolor
+96,5.282310119814311,2.5364550125593324,4.329690312907318,1.2399829486605551,Iris-versicolor
+97,6.451343955174714,3.2928799349944886,5.019004962059188,1.5933188996197907,Iris-versicolor
+98,4.847315822115525,3.1014357283031897,1.6873562389760006,0.07320402014736219,Iris-setosa
+99,5.80672133584641,3.140020914281121,3.9948628356841756,1.369464739953859,Iris-versicolor
+100,6.648335328222479,2.87101388168861,4.953931553245435,1.3991543142562448,Iris-versicolor
+101,5.70805640603759,2.9343639000042137,5.081937127508029,1.6934766046172418,Iris-virginica
+102,5.739118575335519,2.796699076185834,4.876941638206773,2.0110431176987706,Iris-virginica
+103,6.12495870404312,2.527552779767652,5.188203541233428,1.7430500713866928,Iris-virginica
+104,5.0402794106784885,3.640431072831761,1.6219252802042237,0.1301839735491601,Iris-setosa
+105,5.742439696579183,2.6907668556322384,3.948604409045659,1.4047148175575463,Iris-versicolor
+106,6.183821167110409,2.796125787289735,5.103983753519569,1.5488500555843778,Iris-versicolor
+107,4.96014770483302,3.0475519745499478,1.4053008785082248,0.073353495948343,Iris-setosa
+108,6.8953355508278955,3.173026076342846,4.974565426845511,1.4522227576675524,Iris-versicolor
+109,5.497618523876458,2.3232691490973947,3.7880303610626527,1.2352464121492137,Iris-versicolor
+110,5.523215033660442,3.281818448953059,1.2859943896612789,0.25047169530424607,Iris-setosa
+111,5.373124187288959,2.500758406973574,3.6928733143770147,1.3794931939685695,Iris-versicolor
+112,5.141225719667773,3.447501155248836,1.4812750857331676,0.3596851282118179,Iris-setosa
+113,4.484601182069348,2.8924872990519255,1.1448916526415016,0.11179211124202182,Iris-setosa
+114,6.020704710069558,2.9023230848796966,4.197518853143591,1.720367121271647,Iris-versicolor
+115,4.586534788858745,3.4153791639888005,1.5920245227811842,0.03154459097843143,Iris-setosa
+116,6.048565231280751,2.7264838197750705,5.215436190589658,1.702885289120603,Iris-virginica
+117,5.351746216841218,3.466075267869947,1.7899022139748744,0.2116252399283049,Iris-setosa
+118,6.011360490986426,2.8353171710282874,4.9728726351052694,2.2548634685142694,Iris-virginica
+119,6.661842750134101,3.1591641837434308,5.7194690699411055,1.78179123833075,Iris-virginica
diff --git a/iris/tvae/1/10/test.csv b/iris/tvae/1/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/10/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/10/train.csv b/iris/tvae/1/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/10/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/10/val.csv b/iris/tvae/1/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/10/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/11/synth.csv b/iris/tvae/1/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..83b537a3a5b57aa114d3d223aee5e64694861579
--- /dev/null
+++ b/iris/tvae/1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.692039081559976,3.4733333209349966,6.855916522202041,2.6257533513196814,Iris-virginica
+1,4.869729563146807,3.15899218522325,1.5531664891895518,0.2546462858611474,Iris-setosa
+2,5.957112544200649,2.9692153603623384,4.6352706396956105,1.3587210166634769,Iris-versicolor
+3,5.703862089349458,3.181221560510269,4.80384438346278,1.9241779623130921,Iris-virginica
+4,5.205611539925692,3.336895930974313,1.377104476467755,0.20452644007789794,Iris-setosa
+5,5.109719378418766,3.6476330469207063,1.407387513507401,0.23232488918027994,Iris-setosa
+6,5.581236539619197,2.445492494829063,3.6530009009066604,1.145237796909229,Iris-versicolor
+7,6.110514789624455,2.718944159732259,5.14653827912855,1.77126953003507,Iris-virginica
+8,4.994982667129241,3.5287122053113795,1.296044687657171,0.20036765530418676,Iris-setosa
+9,6.662830343438711,2.9636966683721,5.56230715615453,1.7356838050072292,Iris-virginica
+10,5.045516078729427,3.100013104633808,1.4425725931320295,0.37159939602000897,Iris-setosa
+11,5.173095159122096,3.9150194417585027,1.441015504834457,0.15025737474751938,Iris-setosa
+12,6.93996255882301,3.090639872710961,5.315926981011224,1.3672689867649082,Iris-virginica
+13,6.346920110325831,2.7442975674741223,5.105711443041383,1.6018919030130678,Iris-versicolor
+14,6.428231946286388,2.7643908807999122,5.702403303115713,1.7940326169813592,Iris-virginica
+15,7.566379245791255,3.49302590079113,6.56812880461116,2.1289573132000137,Iris-virginica
+16,6.850391888638513,3.155462184150175,4.911826706311449,1.7932572712998742,Iris-versicolor
+17,5.196057021111934,3.0854447783861576,1.3653944799094428,0.1974022780777693,Iris-setosa
+18,6.505478599291796,2.9579368081114104,5.440096030810945,2.186853137114932,Iris-virginica
+19,5.056271175565558,3.339945090756219,1.653358866976866,0.23931406717599857,Iris-setosa
+20,6.729758110979499,2.6189413316223145,5.4853666286091896,2.039893191403589,Iris-virginica
+21,5.786460958276955,3.1162676962295555,4.784718583970409,1.5654619477708605,Iris-versicolor
+22,5.683113059536601,2.63027922528007,4.332997442182756,1.1469602605422617,Iris-versicolor
+23,5.173319485673285,3.275760035407088,1.326787923205655,0.16701768036930975,Iris-setosa
+24,7.093132923669034,2.8497318963208564,5.761450116862133,1.9837021632674003,Iris-virginica
+25,5.125197569598345,3.3866021312138024,1.5125013753489434,0.12196463988414663,Iris-setosa
+26,6.009155855216397,3.2471292655075152,5.018625941533246,1.641058920764528,Iris-versicolor
+27,4.541507922770425,2.890864091870274,1.3198531882818116,0.13402185821740747,Iris-setosa
+28,5.4413285337672725,2.495012527791423,4.3661178720858,1.182444768385818,Iris-versicolor
+29,4.9752496932543995,3.559109242838616,1.6821012892864207,0.18036863484060786,Iris-setosa
+30,4.995979519386983,3.6719194990303183,1.6932277808847611,0.3324995191907324,Iris-setosa
+31,4.60491321529881,3.164324739154593,1.5543214663796392,0.28820208379556955,Iris-setosa
+32,6.502523188535382,2.8401266694356817,4.383116862632819,1.3874631925259753,Iris-versicolor
+33,6.1838644757620225,2.710637125862957,4.439282354034118,1.6733332016037759,Iris-virginica
+34,5.641012783742455,2.7745502010089726,4.909953692813818,1.4675824102164086,Iris-versicolor
+35,4.701466005096204,3.4085413934866047,1.4593428833074094,0.37391947462525715,Iris-setosa
+36,5.996152467714126,2.8922127286502244,4.107649832792816,1.650691909974151,Iris-versicolor
+37,5.081295044476733,2.495753595382869,3.392534552499132,0.9590162097451418,Iris-versicolor
+38,4.145034022887831,2.5444882758212732,1.3273245623034777,0.18757077206755954,Iris-setosa
+39,7.384163286570906,2.6671978312104017,5.3893404993394975,1.8572986969568661,Iris-virginica
+40,4.8122041350647935,3.285831509740374,1.5327521711315706,0.331085854069675,Iris-setosa
+41,5.3319429064770905,2.1335209382694993,3.165582713323764,1.012350085563696,Iris-versicolor
+42,5.043408801602819,3.3445185939565567,1.4064507847314378,0.2032259043485617,Iris-setosa
+43,5.350985743356109,3.5424367843931925,1.6312445706044443,0.18304055543935763,Iris-setosa
+44,7.264187370310035,3.6650448653265846,6.174101710876487,2.583771770436573,Iris-virginica
+45,6.322007662402414,3.4901458087685175,5.5839627253295285,2.010659182124173,Iris-virginica
+46,4.969053179891692,3.4631739982694407,1.475688012143512,0.2580544757262929,Iris-setosa
+47,5.139162182055976,3.6406526260182366,1.4318287959527032,0.2267781385354141,Iris-setosa
+48,5.912496088026565,2.90180800996899,4.566233300446091,1.5569982258656785,Iris-versicolor
+49,4.9213466990367145,3.5516055277678857,1.7433633594725728,0.1857139783975565,Iris-setosa
+50,6.117033045324078,2.8639529583011694,4.868475476737406,1.8909749043829869,Iris-virginica
+51,6.048730667187492,3.1301552205131804,5.010286870108147,1.3727328645257593,Iris-versicolor
+52,6.266556431350189,2.7652229918360645,4.243042015340543,1.6186361707394958,Iris-versicolor
+53,6.5380725658259236,2.868884067952211,4.728263474770943,1.3767533001045624,Iris-versicolor
+54,5.181806316981447,3.257651436527808,1.5178325172160372,0.20995870976113523,Iris-setosa
+55,5.956467464364122,3.0554120843769685,4.328699340271223,1.2447598142697474,Iris-versicolor
+56,6.818101222853595,3.0676216066768656,4.014168114473371,1.4337337480226342,Iris-versicolor
+57,6.7132553542867575,2.940862269734059,5.614481076404102,1.1476604578986769,Iris-virginica
+58,6.039591913904923,2.5680365699056087,4.796453385394614,2.0013968587660793,Iris-virginica
+59,7.175406841547039,3.0206847444144715,5.626919620153935,1.8564023635149072,Iris-virginica
+60,6.610526771929829,3.141924975737298,5.91849932047216,2.4955632612114074,Iris-virginica
+61,6.9871544188475765,3.502953506778846,5.774454243969325,1.9383186457877768,Iris-virginica
+62,5.115552418265512,3.90825895682673,1.565997080115882,0.19488950702461683,Iris-setosa
+63,6.662259896735494,2.869299771034019,5.362503796605437,1.8748506550070518,Iris-virginica
+64,6.351996873737358,2.8285373080030283,3.9708028060462306,1.3619550578263704,Iris-versicolor
+65,5.252956826868937,2.510086177837782,4.603186292192343,1.453028140286711,Iris-versicolor
+66,5.337253582334696,3.3097218138850772,1.3706852148371,0.40493793316011484,Iris-setosa
+67,6.861485194249024,2.903129047880774,5.3248398309786245,1.7482399050394406,Iris-virginica
+68,4.570516210186061,3.705129030594095,1.4521013588483316,0.11301205288261512,Iris-setosa
+69,4.577935374401523,1.9210424253050264,1.815324388052297,-0.021050928707995242,Iris-setosa
+70,6.579382429578761,2.796703140393253,4.348427654610404,1.189160668903078,Iris-versicolor
+71,5.336388525089497,3.577180178367443,1.4376229904689017,0.1516037679139106,Iris-setosa
+72,5.238543669146196,3.056465093900429,1.4261105863372094,0.1190118107268252,Iris-setosa
+73,5.062838487544928,2.6289166607329917,4.4187929042216405,1.3961064697568353,Iris-virginica
+74,5.2332521293642325,3.1154655032337026,1.402920277882354,0.2093520965360059,Iris-setosa
+75,5.169456074399059,3.078606492454491,4.556725546935771,0.19979509020923786,Iris-virginica
+76,6.391314581343152,2.821674451112461,4.3050193940182115,1.5429210029425482,Iris-versicolor
+77,4.985767764490868,2.58312962907406,2.861266207815885,1.09628097787485,Iris-versicolor
+78,6.662176508879669,2.8839939964359087,5.080394820932889,1.8631981465205076,Iris-virginica
+79,6.583352986788395,3.0510259591649582,5.51804685179017,1.3148303701164703,Iris-versicolor
+80,5.48319894373623,3.0858287238355455,4.691257235656888,1.0736458375829132,Iris-versicolor
+81,5.041683359234616,3.9275239365603425,1.1706225449129946,0.37407118240079773,Iris-setosa
+82,4.972734114945062,3.0383930202513736,1.5466836106660924,0.24068597129586644,Iris-setosa
+83,6.148982246706846,2.9867350059604147,4.423064945913123,1.3423593974013068,Iris-versicolor
+84,5.6864326829342975,2.933104896628036,5.18303989799918,1.976752450831023,Iris-virginica
+85,6.332486367654254,2.6220157149805567,4.909523822805037,1.7488442526563521,Iris-versicolor
+86,6.891879489239638,2.8573812108680814,6.070104264928047,2.1549742264736578,Iris-virginica
+87,6.0579070532803785,2.496227910901652,5.049017199181143,1.7411076301424104,Iris-virginica
+88,6.471673765027457,2.567959020540364,5.588437836176339,1.7595125306145352,Iris-virginica
+89,5.869689492291909,2.3360789294342816,3.8744241253942695,1.336743608916208,Iris-versicolor
+90,4.6981145654383365,3.1209466685825626,1.1036343678054394,0.20088311287302207,Iris-setosa
+91,6.852682329286714,3.2646226010410375,5.146340915203315,1.8256594139860118,Iris-virginica
+92,5.805139073201959,2.9172497264692763,3.7600019304237478,1.1101933181527603,Iris-versicolor
+93,6.159792194804177,2.8355096666863546,4.853999556673885,1.709422692262731,Iris-virginica
+94,5.1799856923204,2.983075977798897,1.3176517861112997,0.08888703818919866,Iris-setosa
+95,5.67214206565731,2.6790364629160908,4.530381498885531,1.3329346560332411,Iris-versicolor
+96,6.18231640770252,2.864725117925626,4.569642469078206,1.7864907605851446,Iris-versicolor
+97,5.387801877852633,2.782682306748007,4.551894385500902,1.3647081622430075,Iris-versicolor
+98,5.913076604998731,2.9014183606040476,4.291903121642792,1.5246059913859726,Iris-versicolor
+99,4.950886340487363,2.678707051962534,1.559540409546356,0.07204970667198252,Iris-setosa
+100,5.11848574904741,3.3121388457410936,1.2801262889399556,0.1884987171778129,Iris-setosa
+101,5.347668358947079,3.112797059714365,1.524243456937219,0.21788541532312117,Iris-setosa
+102,4.892686468047681,2.9357296702639526,1.1920726866895721,0.2356151845862892,Iris-setosa
+103,6.039389017279499,3.2458882677212415,5.532320124863576,2.449243403417309,Iris-virginica
+104,7.239374261652828,3.071389887224412,6.388090564141761,1.6946416259614006,Iris-virginica
+105,6.147425377801323,3.1795166618698865,4.325001098922441,1.4289044891608216,Iris-versicolor
+106,5.066279438409575,2.1140734177223646,3.668858688690314,1.11728540195966,Iris-versicolor
+107,7.171814472127524,3.2691204192667818,5.925464367746342,2.4826259938752715,Iris-virginica
+108,6.7413694010741585,2.968667916548838,5.1565600229255475,1.6839341127034675,Iris-virginica
+109,6.3797709300067185,3.104112543648319,5.020266768706492,2.1802666632891032,Iris-virginica
+110,5.285451575220387,3.7900377746747864,1.7012090112406262,0.25896737863020264,Iris-setosa
+111,5.734197931935351,2.6118860386441476,5.128515663027272,1.9304075868002104,Iris-virginica
+112,5.535483621906853,3.144674986805246,5.321106428915008,1.5040575804148362,Iris-versicolor
+113,5.139028352010558,3.210489082772419,1.4682788607361985,0.15009343214051152,Iris-setosa
+114,6.5846072373570435,3.309359060952433,5.370855091115732,2.37685098523529,Iris-virginica
+115,6.764453775810272,3.104084305842169,5.515708823333235,2.4528087079686225,Iris-virginica
+116,5.422268407954335,2.9898037494547904,1.5354369404417973,1.3143871324142384,Iris-setosa
+117,4.737049828805887,3.1140238502793918,1.192024966501784,0.17011026429218762,Iris-setosa
+118,5.7599570905306,2.980300863790536,4.5439569782175715,1.4218673451722383,Iris-versicolor
+119,5.997931675199956,3.0717987596528387,4.91512669736557,1.5611295870101576,Iris-versicolor
diff --git a/iris/tvae/1/11/test.csv b/iris/tvae/1/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/11/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/11/train.csv b/iris/tvae/1/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/11/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/11/val.csv b/iris/tvae/1/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/11/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/12/synth.csv b/iris/tvae/1/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0c37f7a20291cbd730af7ec68e0309a348577b6a
--- /dev/null
+++ b/iris/tvae/1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2324219550214215,3.148073168547259,4.797179872979351,1.5072258811804944,Iris-versicolor
+1,5.970024936294082,3.251646286768273,4.948432636746566,2.364779369594717,Iris-virginica
+2,6.492453297022218,2.8569112605698397,4.4968717682846275,1.6766519013246475,Iris-virginica
+3,6.817425970512932,2.846130479590132,5.875859123913907,1.710002637715549,Iris-virginica
+4,6.819597772061173,2.7979946665822917,5.352879563003113,1.6118542837013583,Iris-virginica
+5,6.373837276053054,2.955249720802816,4.773284105270889,1.7695723821441816,Iris-virginica
+6,4.995574065352828,3.0360572524303047,1.5962353935634,0.2578952484657854,Iris-setosa
+7,5.92121059769713,2.6504502784356814,4.932545119982887,1.9266259925674638,Iris-virginica
+8,5.9302166775503355,2.7185451795640505,4.460309931573419,1.3496019250385403,Iris-versicolor
+9,5.2493455598074155,3.0956501251769923,4.463866543479556,1.497918186532059,Iris-setosa
+10,6.681121097162432,2.5330750646594113,5.486463856935769,1.7241700545064624,Iris-virginica
+11,4.655580517553919,2.678824729131166,1.2180019099989976,1.2829472788621572,Iris-setosa
+12,6.970646787812076,2.9638430592402054,5.287800286338633,1.6186197107791278,Iris-virginica
+13,5.921276338240061,3.223571708816185,4.505188042063496,1.5260519509997716,Iris-versicolor
+14,4.794044342043657,3.352680322969041,1.3865650861061807,0.11709995764455786,Iris-setosa
+15,4.569834109054524,3.251678972703659,1.3145484530311484,0.10997044854399002,Iris-setosa
+16,6.483689472583822,3.2312330942173433,4.193832390385918,1.1229258371490083,Iris-versicolor
+17,6.580728053066344,2.6128622211087364,4.902088179277838,1.5568384074605464,Iris-virginica
+18,6.258912387346047,2.744833645075639,5.245806371846433,1.5391547830906613,Iris-virginica
+19,6.345681642720532,2.9250594281709126,4.0045188210761715,1.4417196899659857,Iris-versicolor
+20,5.8012862708698165,2.8889900009161376,4.352385335331444,1.3627459378043099,Iris-versicolor
+21,5.143514258108365,3.5832022502615337,1.3857415089817728,0.15988399856971663,Iris-setosa
+22,6.328739565603326,2.4378622684172218,4.557835249735924,1.7016325078800236,Iris-versicolor
+23,6.312878662429864,3.0114687101282698,4.713857793512724,1.3958556985017423,Iris-versicolor
+24,5.804922261553285,2.916718440658905,4.351683156675143,1.6161305283254885,Iris-versicolor
+25,5.880948313246116,2.943286120095566,4.548104857779138,1.2842087004148222,Iris-versicolor
+26,6.360414236052328,3.1019442133929322,4.878734800094765,1.455057315964404,Iris-versicolor
+27,6.130714404505052,3.1228092522598336,5.067679595772534,1.7407385345173358,Iris-virginica
+28,5.403903928875851,3.14381268124574,4.238360455552172,1.4243340042762795,Iris-versicolor
+29,6.1319699546222886,2.628684967764458,4.699186423975109,1.4871637279610546,Iris-virginica
+30,4.926905743351344,3.0295686015292267,1.7309925816832967,0.23259928187815795,Iris-setosa
+31,6.57856859575504,3.008644231693527,4.559969319784587,1.262845871591096,Iris-versicolor
+32,6.32093842902063,2.6355216565806128,4.40410837743299,1.6219655545980995,Iris-virginica
+33,4.261372784601585,2.58117492156023,1.4957566728692235,0.15991873142351293,Iris-setosa
+34,6.287658724561037,2.583716149613181,5.352206238855051,1.5877933111503557,Iris-virginica
+35,6.546078703955084,3.154192431839234,5.706494909163137,2.1788602436608047,Iris-virginica
+36,6.1914636877588665,3.0039323702548044,5.032963721040433,1.6856569982924507,Iris-virginica
+37,6.1553393713594575,2.982622111463025,4.595020591735403,1.6777260029695382,Iris-versicolor
+38,6.248038800165471,2.4570907559337924,5.424663145554167,1.640494912203388,Iris-virginica
+39,5.098412111131203,2.555655884692503,3.6561646287160015,1.1464568648719333,Iris-versicolor
+40,6.2202934442312126,2.8635617150462784,4.894327312572479,1.6626738462036201,Iris-virginica
+41,6.706172172986184,2.3688640497346225,5.630999516972782,1.8130674667823885,Iris-virginica
+42,6.34572331087462,2.9124936536185086,4.128559628577125,1.401832825741323,Iris-versicolor
+43,6.200555412110344,2.5566257642222414,5.446142964586377,2.0028298349943623,Iris-virginica
+44,5.579235138033445,2.636600461753752,4.435630372869484,1.4711651847950222,Iris-versicolor
+45,6.698457818268952,3.0797888230346,4.885133611914683,1.5073818086447475,Iris-virginica
+46,6.195313430548509,3.0697934708426353,4.117508510786008,1.672855898192115,Iris-versicolor
+47,6.965397400519696,2.754762049160684,5.210330620806346,1.842933352253528,Iris-virginica
+48,5.570517701302416,2.69051715703834,4.259829857929061,1.6241991363071082,Iris-versicolor
+49,6.821767616926141,3.3567256896453412,5.496967367033704,2.237030219202968,Iris-virginica
+50,6.242250533620817,2.4318607887495554,4.6293521508065,1.8907990094884206,Iris-virginica
+51,4.845676196329339,3.153940553159656,1.4639101142671813,0.2222337619746038,Iris-setosa
+52,4.5518774462881835,2.919029877951128,1.4950864780608062,0.1893944197046554,Iris-setosa
+53,5.336611044171972,3.6672803445834647,1.4265620556099685,0.15864576635043304,Iris-setosa
+54,6.536507013293246,2.8713193017698995,5.549081678062095,1.8133534689733386,Iris-virginica
+55,5.961051147711705,2.4981642556234935,4.9863770333117845,1.7783840752916027,Iris-virginica
+56,6.7625501808438875,3.4419841845249404,5.699694356083966,2.398695034123949,Iris-virginica
+57,5.082024852332914,2.538949097614517,4.246086552563684,1.159708182126857,Iris-versicolor
+58,5.017889936497668,2.7580556879690503,5.140324717409513,0.15660303691166733,Iris-setosa
+59,5.128578561149866,2.4930728679002283,3.4964634988842533,1.0714463189770134,Iris-versicolor
+60,6.364241072793752,2.6181547800313227,4.96702153135724,1.525630833336107,Iris-virginica
+61,4.923520002192178,3.0995574287659546,1.6897254197821927,0.14806070860753134,Iris-setosa
+62,4.950781632994923,3.406225784417707,1.4130796890059667,0.36131557645462414,Iris-setosa
+63,6.50423744623422,2.9018832220973003,4.843537561622099,1.4130363101533232,Iris-versicolor
+64,6.437942606115517,2.7810677973492037,5.642483863680134,2.1058159743094196,Iris-virginica
+65,6.03826555769844,2.5342835257849243,4.174493350440306,1.056568849259484,Iris-versicolor
+66,5.889472061373125,2.9024036936388224,4.300120110747111,1.1955006912277801,Iris-versicolor
+67,6.439349564813788,3.1910887355875177,5.581105537302721,2.0263097625613717,Iris-virginica
+68,5.797360386653692,2.655062169318709,5.0425074651745865,1.5076051282863006,Iris-virginica
+69,4.533087120592043,2.89872055568306,1.4966477216294753,0.046287024039855684,Iris-setosa
+70,4.911034376946523,3.2748205127943137,1.6285745976665362,0.327594049533817,Iris-setosa
+71,6.037145453364341,2.600141347093892,4.49171135485313,1.50190322082949,Iris-versicolor
+72,5.7393763801312865,2.7282649822145784,4.450425700848918,1.14538294231863,Iris-versicolor
+73,4.870019655890717,2.9476311287043973,4.80070198745388,1.841690139773164,Iris-versicolor
+74,6.938995799267417,3.2746655296704947,5.701131871854174,2.423072022755746,Iris-virginica
+75,5.6555166020523515,3.4372078640014565,1.3812747196126174,0.3343372272909163,Iris-setosa
+76,5.954172302391583,2.5910476541064087,4.30919998957794,1.2743116025142247,Iris-versicolor
+77,4.893318008147172,3.1664019942520554,1.464114295001237,0.19275504045041988,Iris-setosa
+78,6.439433738340969,2.8092789075062616,4.7612053341482445,1.5186739607099145,Iris-versicolor
+79,5.773721373855796,2.487140592287535,4.063137858260785,1.2508424878981945,Iris-versicolor
+80,4.6664632303764915,3.3190029114257973,1.397521747835978,0.2030322904191457,Iris-setosa
+81,5.296611134589413,2.642510696687584,3.974831120103943,1.0090321916461535,Iris-versicolor
+82,4.614172017537917,3.39201232385079,1.4417213591581446,0.22401381415671368,Iris-setosa
+83,6.104970974204291,2.694492894190011,4.784212718529181,1.449580514759344,Iris-versicolor
+84,6.85308790587224,3.1881867979320666,5.970417784851001,1.729620922040691,Iris-virginica
+85,6.0600149827389345,2.649884631320873,4.6987108225821945,1.7406487249100466,Iris-versicolor
+86,5.020109652012416,2.1104865124063084,4.308761625468885,1.1087047847271403,Iris-versicolor
+87,5.914940947321133,2.8630395952184107,4.03924596182347,1.0985487098292164,Iris-versicolor
+88,6.4476384403194045,3.2335549318676264,4.408682882243997,1.5691811137454872,Iris-versicolor
+89,4.418305186559883,2.8263665991112004,1.5386069272537686,0.24513113434705447,Iris-setosa
+90,6.340183895581392,3.114531514493304,5.212166683988698,1.9075787885654292,Iris-virginica
+91,5.004534161341707,3.687127460299676,1.3109470178967428,0.22642740420493537,Iris-setosa
+92,4.594772975866526,3.4458005853539224,1.4564099433850113,0.2869804940646954,Iris-setosa
+93,5.338860227341337,3.8119728439337126,1.4610425126658908,0.27938742193224153,Iris-setosa
+94,5.03092094626502,2.443685247495874,4.91966602379282,1.4923476370843884,Iris-virginica
+95,5.081065358091197,2.820194243025073,1.445847626346821,1.3637329089903356,Iris-setosa
+96,7.393419630612965,2.878598157819312,6.081990177639219,1.6353198237766324,Iris-virginica
+97,4.844763710547694,3.3019129013847794,1.5096197673622793,0.28481283849833783,Iris-setosa
+98,6.279745355935,3.1830536741837703,5.662563960115387,2.160402652346275,Iris-virginica
+99,5.061470823979576,2.9994556101676473,1.4394163569080032,0.30406705546305646,Iris-setosa
+100,4.732132765589988,3.3894100135743632,1.5056703604542343,0.059378059366819114,Iris-setosa
+101,5.825153212546976,2.3945444973183,4.987414571888114,1.5207411923094185,Iris-virginica
+102,4.732580036877558,3.3008464578950503,1.5254313635949708,0.05548235342930255,Iris-setosa
+103,4.997603818085722,3.056931581396186,1.4668995470868444,0.24895188561457415,Iris-setosa
+104,7.076753292831041,3.2186638651045385,6.078417990062327,1.6805955981204845,Iris-virginica
+105,6.198171856246451,3.0296044046494335,5.1125742007615305,1.4736574258694397,Iris-versicolor
+106,4.540466517847153,2.7315337218091367,1.3446636698919638,0.25898794152374266,Iris-setosa
+107,5.91658751105397,2.864093741706193,4.821694251007698,1.4372956544245732,Iris-versicolor
+108,5.499977711801636,3.1679296791775586,1.4373929654902982,0.19670659736497773,Iris-setosa
+109,5.185675574654086,2.8036509286633873,4.4733923375285505,1.3542324899450175,Iris-versicolor
+110,6.343491476015459,2.5918067233265867,4.63656007316815,1.6350841874329933,Iris-virginica
+111,7.055302600594404,3.8331887997256833,5.966869861624007,2.6423150667673077,Iris-virginica
+112,7.267237682585701,3.1737527284338447,6.185341361573681,2.087232976651569,Iris-virginica
+113,4.892785141172587,3.2814064395587867,1.5823239202028996,0.21584650429598745,Iris-setosa
+114,4.9710767418329915,3.5286808371086504,1.5632364389393218,0.20171060326370055,Iris-setosa
+115,5.516469207092322,4.485517964471344,1.4225658941675363,0.40648170110752724,Iris-setosa
+116,5.647629958657885,2.8787387957458477,4.7105087428068035,1.2803527801602628,Iris-versicolor
+117,6.630735401703895,3.095908890191791,5.461824369410348,1.8035626277015386,Iris-virginica
+118,5.994123323562391,2.8937678474730686,4.402630624947755,1.4359250842427795,Iris-versicolor
+119,4.79840211253384,2.712993475051894,4.439438106475266,1.5620536738328472,Iris-versicolor
diff --git a/iris/tvae/1/12/test.csv b/iris/tvae/1/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/12/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/12/train.csv b/iris/tvae/1/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/12/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/12/val.csv b/iris/tvae/1/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/12/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/13/synth.csv b/iris/tvae/1/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f36459e528570b84ecb448df3875b4260c09dbba
--- /dev/null
+++ b/iris/tvae/1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.800960220464739,2.7544067608487004,4.933946023741257,1.5301304676751504,Iris-virginica
+1,6.373741217204429,3.0163204002097745,3.9143252690800114,1.281738842431229,Iris-versicolor
+2,5.101295470252,2.655453643997504,3.7694754721978327,1.412498626481163,Iris-versicolor
+3,6.459062784838081,2.818278093542527,4.8912804757455595,1.6856192678977697,Iris-versicolor
+4,6.466998355954878,2.639568636141044,4.909508916285221,1.387789880820868,Iris-virginica
+5,6.426989487566138,2.8953617124777464,5.012854852164481,2.043148494179827,Iris-virginica
+6,6.7906163460716105,2.970292619730407,5.566380503558562,1.9101419374812856,Iris-virginica
+7,6.243411770346571,2.7389609734603297,4.4267347587376715,1.2696298006342341,Iris-versicolor
+8,6.498569336187192,2.9498169449947644,4.053906772251534,1.3200735717988983,Iris-versicolor
+9,6.377579503192022,2.656559741637129,4.5762727338415035,1.461645418842466,Iris-versicolor
+10,5.965864156682605,2.859902674871376,4.7652648941594355,1.5783122487195271,Iris-versicolor
+11,6.161558401583516,2.593390456380936,5.312274422001327,1.6810259809890251,Iris-virginica
+12,6.100378111090562,3.0779173821825725,4.3186633159098555,1.4847466972882766,Iris-versicolor
+13,5.015088805272806,3.0004977191671904,4.863814811751364,1.8197527147725512,Iris-virginica
+14,6.460466177257788,2.9331505977900596,4.723669169671868,1.4086752546675507,Iris-versicolor
+15,6.006913066109401,2.5451355444568167,4.261370674969132,1.3312451473972793,Iris-versicolor
+16,5.733432255340913,2.4735271579176388,3.815421642676017,0.8412487104329991,Iris-versicolor
+17,6.931372506672644,2.881216238089857,5.270232213533422,1.5224247448201158,Iris-versicolor
+18,5.098760133894189,3.1758535953888067,4.787174998024048,0.3335531921265301,Iris-setosa
+19,5.789458381573437,2.6520806849641274,4.503613846546051,1.1685548345652563,Iris-versicolor
+20,5.312659174332938,3.549468411004871,1.4683552261621586,0.28837621781215383,Iris-setosa
+21,6.2770197883435355,3.0842774281146075,5.166175710634563,1.6675329963118481,Iris-versicolor
+22,7.039453639620285,2.978873202630492,5.901368252284455,1.9644781792899277,Iris-virginica
+23,6.114059129913896,2.8790541296882335,4.124894049803574,1.3528217990723348,Iris-versicolor
+24,6.349671665968708,2.5323383251551057,4.746745422884741,1.3805207548313583,Iris-versicolor
+25,6.893641096036779,2.8558294437200225,4.85818120839284,1.6583588052596563,Iris-versicolor
+26,4.72337107753026,3.4729904607933735,1.387509491932462,0.12628988582739978,Iris-setosa
+27,5.166511918691995,3.4568957264616844,1.4685202319321367,0.22976106573947552,Iris-setosa
+28,6.8998297655890095,3.4238688321750916,5.515135928998708,2.4944372637616032,Iris-virginica
+29,4.830648673215533,3.4157324802095856,1.543046605445903,0.11242973165116354,Iris-setosa
+30,7.702254182134279,2.953367204758267,6.47478660504925,1.9186895662129329,Iris-virginica
+31,6.783233989434028,2.7410133106193837,4.790553479612113,2.0508195935993854,Iris-virginica
+32,6.997189516940805,3.0182633378360473,5.916718833455564,2.0785792713154083,Iris-virginica
+33,6.226628795752093,2.8049765582862216,5.085824199396595,1.5235652253816028,Iris-versicolor
+34,4.939265167583459,3.1692773878983416,1.0916310652049965,0.2740332056830774,Iris-setosa
+35,4.766997267670341,3.611315126330929,1.6958119714798636,0.2003337513515017,Iris-setosa
+36,4.875670713193175,3.058866751069662,1.5100374917280313,0.16774017435828267,Iris-setosa
+37,4.84227443895399,2.2482204243688377,3.211442433487601,1.3310457093510295,Iris-versicolor
+38,4.768093366711112,3.30495618519365,1.7071532535774534,0.3667182938684659,Iris-setosa
+39,6.01233386823167,2.788547862125053,4.903929617457973,1.5117137669918868,Iris-virginica
+40,4.793308077542349,3.641632135584017,1.3935224621723978,0.27035268027290327,Iris-setosa
+41,4.91792152087266,2.9503400266657915,1.4533687550970564,0.23259455003506843,Iris-setosa
+42,5.211875250186457,3.525476814563149,1.4963830916087302,0.29015754080041184,Iris-setosa
+43,5.983834251989948,2.5602899023707577,5.038174908752394,1.7235530317363301,Iris-virginica
+44,4.903950897427255,3.1330203932248555,0.973581282638222,1.2383999371842311,Iris-versicolor
+45,7.094899412550447,3.161595321452009,5.638507343354356,1.9020429672532684,Iris-virginica
+46,4.9674786658971595,2.803440112010316,5.513497972933089,1.3639820942408414,Iris-virginica
+47,5.028301842233189,2.944991089696378,4.787479579765159,0.23834861161114668,Iris-setosa
+48,4.964078640588224,2.9465763278836423,1.4823043599749381,0.12041387599794942,Iris-setosa
+49,5.324150732636946,3.254194669215789,1.5317566822324042,0.31355639275024916,Iris-setosa
+50,5.128983651587023,3.387121320087424,1.4540721420275782,0.2434145067887034,Iris-setosa
+51,5.733172150525839,2.9868885519992023,4.646841246815813,1.2602329444453009,Iris-versicolor
+52,4.948838381997467,2.645514676050456,4.69734604229581,1.670226335536449,Iris-versicolor
+53,6.496397533762568,3.0040256632827567,5.031535008936954,1.555653460437658,Iris-virginica
+54,6.425342923376495,3.081443100216117,4.578436870857685,1.5252650165010666,Iris-versicolor
+55,5.067248080362935,3.739820419306203,1.6520256360488408,0.44098471970803904,Iris-setosa
+56,6.338238747161855,3.1752719584882514,4.470570053616725,1.2114283258273406,Iris-versicolor
+57,5.295618438805124,3.563935534163019,1.3618850353045702,0.3657196141331597,Iris-setosa
+58,6.275476730036001,2.7936831059731984,5.551241092863966,2.0419110182605777,Iris-virginica
+59,5.668096339173768,4.307343043705178,1.6277903975532557,0.4750712080980819,Iris-setosa
+60,5.898594060867454,3.0468824497975917,4.593811765674567,1.5076363188146598,Iris-versicolor
+61,6.114414348298381,2.8567893389468244,4.950401379966413,1.5066674117005963,Iris-versicolor
+62,5.086032112086709,3.6067972149864995,1.5871792561385718,0.37221449259770856,Iris-setosa
+63,5.709949390891446,2.8477435469962322,4.794757074290219,1.5230056718516398,Iris-versicolor
+64,5.347575317403425,2.3291698625084147,3.9782584657141222,0.9271662705950906,Iris-versicolor
+65,6.099746846402314,3.011604620752145,5.022719811896557,1.6082744734399406,Iris-versicolor
+66,5.914404515868011,2.9909488529894577,4.804124941887624,1.7616222374705768,Iris-virginica
+67,4.750435268563572,3.259709027013667,1.4780903555889922,0.3095061672852845,Iris-setosa
+68,6.339088042738829,2.932903472317689,4.2402805516506294,1.4511477236029198,Iris-versicolor
+69,5.010347459731184,3.341553221942292,1.6810666088212125,0.28138080650088976,Iris-setosa
+70,6.6600058722571855,3.2601939607759025,5.73530297141838,2.2273871566596846,Iris-virginica
+71,5.8468092920990795,2.9973318147503147,4.634289534242426,1.34012438532037,Iris-versicolor
+72,5.809234007342127,3.0265418009324767,5.10821806739115,1.7582130218687713,Iris-virginica
+73,6.752638405565813,2.9872531396481223,5.812872711175603,1.6146699934446804,Iris-virginica
+74,5.6048843233452805,2.495186617340846,5.660215582234419,1.6820285894452691,Iris-virginica
+75,5.821224860604357,2.7707478872720266,5.178761758071538,1.8973396623546641,Iris-virginica
+76,6.3541436001665295,3.2219254097224725,5.570149842888709,2.1874694530714383,Iris-virginica
+77,6.378499613514495,3.134821671191414,4.7585023518722,1.4263529947071603,Iris-versicolor
+78,4.9777715845808,3.0491839020588722,1.3404538544934592,0.2899108648982005,Iris-setosa
+79,6.266550598104262,3.0182285352445284,4.180067997998835,1.4176381165234708,Iris-versicolor
+80,7.0713440833781815,3.1660050850480355,5.043755996780273,1.32382567917315,Iris-versicolor
+81,5.723005489407632,2.736041745535923,5.182853010233842,2.237359735985846,Iris-virginica
+82,5.961954392335913,2.767208546566085,4.775387437953632,1.5408723758790703,Iris-versicolor
+83,6.418959651305563,2.9542698634170828,4.613526221081557,1.232175469335663,Iris-versicolor
+84,6.056724646291331,2.582309967531213,5.157595502970594,1.615552481903008,Iris-virginica
+85,6.306507690154637,3.4719507324528855,5.090636255273393,1.6406578016336988,Iris-virginica
+86,4.881864191588537,2.991793262816694,4.658714668034743,1.5597630277726982,Iris-versicolor
+87,5.118588669613874,3.154356007503123,1.4525581094238103,0.2101141692894086,Iris-setosa
+88,6.406163553425319,2.633395640216545,4.206974004047048,1.2826503525992259,Iris-versicolor
+89,5.187629000662896,2.868285692749024,4.178042301221324,0.3324697220349859,Iris-versicolor
+90,6.908191337890862,2.863587321717744,5.6861050433150515,1.8204230593477946,Iris-virginica
+91,4.879814113444067,2.792455895951498,1.2988207093112796,0.20365143438259506,Iris-setosa
+92,7.0273142945318146,2.559876740555964,5.546956657508258,1.7677216295428733,Iris-virginica
+93,6.274039306021429,2.7338372678197196,4.818590609591373,1.450873446756458,Iris-virginica
+94,6.369031041489023,2.720510526075224,5.252801347663854,1.7058627082021278,Iris-virginica
+95,5.419251798988562,3.141723334523106,1.1753134735340343,1.3591716205442617,Iris-setosa
+96,5.362006634344725,2.493707364077901,3.9175893214291273,1.1445281598345682,Iris-versicolor
+97,4.661905684527048,3.4561238088157578,1.692129204388013,0.22504336176152714,Iris-setosa
+98,5.682257921782664,2.486269907255012,4.792691041036653,1.1648095119903157,Iris-versicolor
+99,5.967201047369435,2.9540794086748465,5.003653950606127,2.027174472746965,Iris-virginica
+100,6.545402269395925,2.7021922597064436,5.7824748669279895,1.8509176451606442,Iris-virginica
+101,7.140760118945822,2.644569957896076,5.7642880189738035,1.9885959908648352,Iris-virginica
+102,5.995936339568431,3.015872628764366,5.241657006725163,2.0095093026772597,Iris-virginica
+103,4.582592426921561,2.682938013621019,1.4526120669699523,0.24798434696004096,Iris-setosa
+104,4.3969362020502825,2.7964023402250673,1.0907231544175033,0.26142589661764865,Iris-setosa
+105,6.100614091982724,2.7332983247540246,5.319240334902717,1.7026674964663078,Iris-virginica
+106,5.057675707397623,3.268513516895149,1.3763297367688652,1.3242375328943454,Iris-setosa
+107,4.730216021471445,2.6073948801925924,1.3863555537424452,1.3183444612803448,Iris-setosa
+108,6.1490833803715566,3.124917356775117,5.0652091372333645,2.1772303681005285,Iris-virginica
+109,5.890362609280277,2.871674024019781,4.4732428503835004,1.2936665737090989,Iris-versicolor
+110,4.977423066844686,2.4201233450319286,3.453275289521826,1.0239066876566083,Iris-versicolor
+111,4.681619373640746,3.2960351446181417,1.3718155543229615,0.20435912309883975,Iris-setosa
+112,4.915773712246514,2.4741111914416116,1.2460367416739837,1.2624465453869838,Iris-setosa
+113,4.575201076340052,2.6034593186912733,1.3843599517852256,0.10517220281651601,Iris-setosa
+114,6.010335413932242,2.877835468635335,5.1086732740749055,2.3807530452408514,Iris-virginica
+115,5.613967397217301,2.484723883291082,5.303575723248443,1.7553559142138493,Iris-versicolor
+116,5.454447612420486,2.9351660787492904,5.23277660697167,1.7338067094922163,Iris-virginica
+117,5.165841936934174,3.6384904737706933,1.6006596234896266,0.3466403723331709,Iris-setosa
+118,5.089115494252148,3.9814917292874172,1.471624409979575,0.32117856554026675,Iris-setosa
+119,6.155874782154567,2.984170935249909,4.631592299345317,1.9041184206807666,Iris-virginica
diff --git a/iris/tvae/1/13/test.csv b/iris/tvae/1/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/13/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/13/train.csv b/iris/tvae/1/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/13/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/13/val.csv b/iris/tvae/1/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/13/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/14/synth.csv b/iris/tvae/1/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1c762abe91bc290e69faa0e06cf8e0ec59488569
--- /dev/null
+++ b/iris/tvae/1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.1749939269048735,2.9339862633490417,4.793303187914575,1.755387460478632,Iris-versicolor
+1,6.163525206621698,2.556246642363865,3.9334609918151937,1.3222427391419687,Iris-versicolor
+2,4.945829092190851,3.1878976909510817,1.483130252760397,0.10044565771410244,Iris-setosa
+3,5.814832037191776,2.6410580338944136,3.50353092706814,1.3031928411245357,Iris-versicolor
+4,5.771806267346436,2.256917866111025,5.379833452775654,1.5295148588213439,Iris-virginica
+5,5.031538599364537,2.617221105571235,4.941963947085403,1.588161192232106,Iris-virginica
+6,4.768684895980511,3.355459864933695,1.5389356529434233,0.08689208390164008,Iris-setosa
+7,4.6374098944719355,3.2590257225220864,1.4351253717511379,0.301271862666362,Iris-setosa
+8,5.146697122609696,2.532913881103196,3.385581200157074,1.0422123270534842,Iris-versicolor
+9,5.843459064137007,3.1219878678671247,4.024777806590378,1.3852272775027106,Iris-versicolor
+10,4.961021105463935,2.3607736851495416,1.3422526768606269,0.12629950283207358,Iris-setosa
+11,6.821728630174177,2.858664280128959,5.148608428781953,1.6107016267027783,Iris-versicolor
+12,4.945282466648473,3.135148027847144,1.4180851868733648,0.1486606370873489,Iris-setosa
+13,5.7839999200592604,3.0339237261595193,5.031062396742756,1.4073303340473944,Iris-versicolor
+14,4.7209210523867675,3.1622563349107127,1.5255888506474575,0.18996898523212596,Iris-setosa
+15,5.5145742973616025,2.734566454798313,4.166232868490173,1.492467172684728,Iris-versicolor
+16,5.282044208569207,3.9793236565943437,1.3676040907843101,0.2734967289720947,Iris-setosa
+17,5.1983505163823445,2.7200189246478765,4.137083240842031,1.2696849828726176,Iris-versicolor
+18,4.909972360952802,3.1985178352394437,1.5004630747298766,0.32211547678989944,Iris-setosa
+19,4.627155760526419,3.738938514915117,1.3012565223147219,0.3609148374581858,Iris-setosa
+20,6.667219642012854,3.0956063265823914,5.010860654517226,1.4815245740367629,Iris-versicolor
+21,7.404782746344305,3.4135790070148158,5.741631957918728,1.5259088722868892,Iris-virginica
+22,7.206279504572077,2.9629096518218287,6.0401204555598795,1.883602420472095,Iris-virginica
+23,6.35111612491522,2.5809382135687526,4.9341339732753955,1.3899570618571582,Iris-versicolor
+24,6.232400456222461,2.270795764954443,4.856807914132175,1.8763069779664332,Iris-virginica
+25,6.8834987053083,2.9150838831846895,5.640868074551567,1.9926374824161965,Iris-virginica
+26,4.955705217266662,3.162030918193648,1.20542512561624,0.4260618931258223,Iris-setosa
+27,6.009736616349759,3.1729299837124665,4.79294399036721,1.4242669989704402,Iris-versicolor
+28,4.615712323495876,3.2893239211030094,1.5015531271613138,0.3062167721372079,Iris-setosa
+29,5.273848653527535,2.8727188895535574,0.9885608579906179,1.1621831031725798,Iris-versicolor
+30,5.955062827696558,3.062800593680322,5.748346693158384,1.9449822054262955,Iris-virginica
+31,6.056342210627524,2.861072464028042,4.476281702476581,1.6368606712364626,Iris-versicolor
+32,5.665336521293612,2.1503362056035917,3.9143112999644782,1.0107490066750566,Iris-versicolor
+33,5.2490128075858316,2.6373798586875323,1.3273401627818293,1.2156786061706604,Iris-setosa
+34,4.932909900653497,3.335053356318713,4.788184533301136,1.4438199220709689,Iris-versicolor
+35,5.20432368132207,3.064314155383234,1.156134449233513,0.21813694307824522,Iris-setosa
+36,4.995586127548839,3.816223143263446,1.3931775887233924,0.39040017250684467,Iris-setosa
+37,6.3983136276253525,3.1946889547307005,5.061465665983957,1.5744632227524455,Iris-versicolor
+38,7.089301187753892,2.685119732843366,5.819709141694328,1.6938351923050297,Iris-virginica
+39,4.87018190332154,3.1778039701062357,1.4300521973457447,1.4434582278591384,Iris-setosa
+40,5.144581727031816,1.9694567976598338,2.3152386669889617,1.2002749247511033,Iris-versicolor
+41,6.52459043839647,2.652732882877673,4.86859652105771,1.7812718658261613,Iris-virginica
+42,4.99218207928378,3.338183718053535,0.9490681044141531,0.2319848091418518,Iris-setosa
+43,5.377298523267747,2.6518978160967506,3.5976166935343405,1.1302474361573607,Iris-versicolor
+44,5.119189817786809,3.343379376618357,1.5768827939925267,0.2769243360823382,Iris-setosa
+45,4.997599011596065,2.668293102645449,4.980682339421069,2.0046568818125112,Iris-virginica
+46,6.616652012053838,2.836112583414823,4.767889849861302,1.7640712093937467,Iris-virginica
+47,5.283522709909571,3.939421855900763,1.5148870840060142,0.23946111215653568,Iris-setosa
+48,6.423246029694699,2.702836026625232,5.427593921111915,1.4735013832646522,Iris-virginica
+49,4.847844886437525,3.4088991620424443,1.53332956955409,0.37502433009090996,Iris-setosa
+50,4.9040811913365765,3.1918515744556446,1.4061094897877666,0.25392404058016654,Iris-setosa
+51,5.440709520507525,2.971764203236578,5.67612267949066,1.5439122546139437,Iris-versicolor
+52,5.327046674530421,3.6377546029121843,1.4822538283040676,0.20665363695718458,Iris-setosa
+53,4.610626520745882,3.3332539446290457,1.3726207396053294,0.2582983748939456,Iris-setosa
+54,5.939671883071624,2.490361408008437,4.917346887923268,1.4828459853458154,Iris-versicolor
+55,6.29052103264098,3.1875356814682005,4.373635360605699,1.436574339161613,Iris-versicolor
+56,4.877866847893802,3.0981589004446923,1.574579296290041,0.3715570488616692,Iris-setosa
+57,6.284375277060983,3.001532310013202,5.12750442147703,1.6324190085044572,Iris-virginica
+58,5.316126554302673,3.978903056648114,1.7274749285665199,0.19849797472915345,Iris-setosa
+59,6.053686206099414,2.8081853765172142,4.357394628367651,1.554869451444408,Iris-versicolor
+60,5.62944992836967,2.8732239849052177,5.60449008999276,1.7543854176177818,Iris-virginica
+61,5.6719885378869765,2.6766998148557613,3.918027848099594,1.2758468741953513,Iris-versicolor
+62,6.161716993666721,2.58427953411416,4.236304825247843,1.344008092255316,Iris-versicolor
+63,5.772936674521289,2.7253888797971504,4.385369045910952,1.251938633041275,Iris-versicolor
+64,5.492763687910893,2.9331815036246924,4.177473333552722,1.1123975084225166,Iris-versicolor
+65,6.211743374927022,2.33809819314801,4.788180731672936,1.201729374470036,Iris-versicolor
+66,6.63770647391587,2.7770144690527316,5.185931149866172,1.9021977062187065,Iris-virginica
+67,7.013224501716463,3.490092248525108,6.088797926261888,2.0631766676285226,Iris-virginica
+68,5.7478413347413655,2.7605150911346774,5.015632026771291,1.6784144241493144,Iris-virginica
+69,6.081735518885151,3.265165213275277,5.274610749537289,2.1328910393633613,Iris-virginica
+70,5.673888102347683,2.0554749885804195,4.070801604532923,1.046791736908182,Iris-versicolor
+71,5.623972703228024,2.2484320677739222,4.12950914574181,1.2171703919492707,Iris-versicolor
+72,5.507314048930495,2.705547962132777,4.816160492975542,1.3815921997456873,Iris-versicolor
+73,5.190598845117037,3.1225889638397724,1.389241597910223,0.21806880867499556,Iris-setosa
+74,5.608508783287352,2.696852392163904,4.616147110837336,1.2397118733484611,Iris-versicolor
+75,4.959887643055372,3.3170012605639405,1.5472673346595907,0.18525701083624882,Iris-setosa
+76,6.11835851635864,2.435276270986736,5.105804397628022,1.6926795382675484,Iris-virginica
+77,5.159573612310292,2.5941952361715948,4.003952185608312,0.8014095233908355,Iris-versicolor
+78,4.955583321789128,2.954390087918781,4.752547147801393,0.24122765052281792,Iris-versicolor
+79,6.549299808734192,3.480145332500693,5.8911045213908695,2.5846514708443973,Iris-virginica
+80,6.399499561826188,3.363619907043816,4.847320650058238,1.3975778965604184,Iris-versicolor
+81,4.705246326048991,2.6832380225591073,3.9421003002964214,1.1920742764923118,Iris-versicolor
+82,5.1511311288515635,3.7723539285959053,1.3749683377397315,0.22304653853214257,Iris-setosa
+83,6.136707649426564,2.792659237860726,4.68747165634901,1.4481817822282594,Iris-versicolor
+84,4.76507185263898,3.163804912952635,1.4272744466885197,1.6845251351930786,Iris-setosa
+85,5.1716627748268635,2.7917586612484357,4.3947098370786835,1.4033195045500864,Iris-versicolor
+86,6.78170026764687,2.6594472098485418,5.181285057561332,1.7005758832652091,Iris-virginica
+87,6.814857043338331,3.377258489290942,5.427136337183291,2.221345787317082,Iris-virginica
+88,6.788405018593826,3.5482294837841546,5.832778356650768,2.3314897702005872,Iris-virginica
+89,5.631525623135379,3.0251113886631535,5.020587284203266,1.3859316032201645,Iris-versicolor
+90,4.970294905971646,3.2463337120092977,1.306302337461727,0.14121010618787888,Iris-setosa
+91,5.786075046365187,3.0751763027668675,4.4613662603806885,1.3493632399301432,Iris-versicolor
+92,4.7739426885540865,2.913596870137151,4.581529887007848,1.0838608387144357,Iris-versicolor
+93,5.52185333048904,4.029187602093707,1.5467707829874373,0.16635105848500786,Iris-setosa
+94,5.245987374623783,2.2599718541894265,4.269121174639497,1.4346475810897976,Iris-versicolor
+95,4.782218139989489,3.4014192136678125,1.5013253649990752,0.2589064741076127,Iris-setosa
+96,5.101519392597279,3.4442245479863756,1.4840403358382026,0.23118430378053414,Iris-setosa
+97,5.137904902222224,3.0730373323317965,1.2662814127088882,0.19376821791686996,Iris-setosa
+98,6.196113467137286,2.418769115883317,5.3718524491364406,2.1945787383659923,Iris-virginica
+99,4.871184215291868,3.2248337111127174,1.503401230442024,0.20289035050840243,Iris-setosa
+100,6.860426857714443,2.8970460499357413,5.947623744974922,2.068110470510538,Iris-virginica
+101,4.621033085020535,3.0157408731048068,1.3681898441024698,0.3023756448289221,Iris-setosa
+102,5.276152040827157,3.620562735239284,1.5122919775443713,0.30717861935215485,Iris-setosa
+103,6.506924392003343,3.3561006949542516,5.4985190213237205,2.6732745349559437,Iris-virginica
+104,6.164658229788508,2.594153873014883,5.248035126007,1.8270496437139159,Iris-virginica
+105,4.894149908456104,3.1892121819338213,1.3276029360077226,0.048467196303045634,Iris-setosa
+106,6.694332089802015,3.0410120261235307,5.226527617192874,1.6012142109024652,Iris-virginica
+107,5.21220921821874,3.256125856581864,1.7688295471415305,0.23155325445933048,Iris-setosa
+108,4.591410879677582,2.497835949276864,1.2452624650081772,0.0655097019967609,Iris-setosa
+109,4.70795331451026,3.0917532678641133,1.285590954134747,0.1524406157969474,Iris-setosa
+110,5.9584285292049906,4.082113434075515,1.6662333648854584,0.445493969447069,Iris-setosa
+111,5.862426583730287,2.8826251699921572,4.642770142964767,1.291713700186794,Iris-versicolor
+112,6.312444831154932,2.8995414143134184,4.971131967580715,1.9521310659960336,Iris-virginica
+113,6.3482179893008075,2.602429083592223,4.231825396751534,1.469238699910179,Iris-versicolor
+114,5.018115237906366,4.208470429560757,1.3549041438196374,0.16551669158874793,Iris-setosa
+115,6.4218745000693405,2.7429304875024654,4.559054231747144,1.3043177612408048,Iris-versicolor
+116,5.6159355207343715,2.8186735154140696,5.582867734687284,1.5878723147632339,Iris-versicolor
+117,6.148230743874072,2.816857394261543,5.405795273317341,1.567970361365673,Iris-virginica
+118,6.4223390527054915,2.9900865498155493,4.790743646179028,1.696545165570302,Iris-virginica
+119,6.646679022715068,3.2112137260595786,5.406406904664013,2.5110268859096903,Iris-virginica
diff --git a/iris/tvae/1/14/test.csv b/iris/tvae/1/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/14/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/14/train.csv b/iris/tvae/1/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/14/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/14/val.csv b/iris/tvae/1/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/14/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/15/synth.csv b/iris/tvae/1/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a1d149c2062b5be496b601337fa193bec4ddcf09
--- /dev/null
+++ b/iris/tvae/1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.911451436171946,3.1204166738878882,1.6222177140183587,0.12157572360920288,Iris-setosa
+1,5.643546915173494,2.9562433329483393,1.2918823919134075,1.445815951528134,Iris-versicolor
+2,6.707302223018225,2.925579486374469,5.058280915924834,1.6965309637129533,Iris-versicolor
+3,5.795648911019367,2.695668856240381,4.912138567662884,2.0040202588433917,Iris-virginica
+4,6.138193968322385,2.7231961548771,6.5277894059132855,1.7538288627817498,Iris-virginica
+5,4.926531771091319,3.0462402295924487,1.566000531428803,0.22837907236161012,Iris-setosa
+6,5.91383552598633,2.7281187791111012,5.167942887314827,1.5016064584920183,Iris-virginica
+7,4.515555085151126,3.368770721308962,1.4287861720771127,0.21993862184146573,Iris-setosa
+8,6.373343920722252,2.9579027161222293,5.261896685090025,1.939793228199078,Iris-virginica
+9,5.532415197535863,2.4282643656647274,3.1606286074909984,1.1238516766101116,Iris-versicolor
+10,6.22592981581868,2.7647602917660423,4.688456650962765,1.9442257502338216,Iris-virginica
+11,7.247839590047291,2.2803203817035236,5.763782327728936,1.8283855567237688,Iris-virginica
+12,5.910787190201115,2.8698448623335877,4.06261689372984,1.4752733719590876,Iris-versicolor
+13,6.014604624228567,2.707986439930136,4.769966571793075,1.6230196870492872,Iris-virginica
+14,5.184645497606229,2.506335939215784,4.0505716880889855,1.1025210106513401,Iris-versicolor
+15,5.004162784393599,3.5334138136649402,1.5186495040007548,0.3024034060780104,Iris-setosa
+16,5.952341428844605,2.87049834631103,4.2889281391502445,1.6139750528163315,Iris-versicolor
+17,7.335117858494425,2.883397425034376,5.884939571931623,1.9906046806676032,Iris-virginica
+18,5.134086446990501,2.900875945517056,1.611864865513133,0.1186397523378713,Iris-setosa
+19,5.514940018021262,2.9327539315179556,4.354541524617671,1.1063447989693058,Iris-versicolor
+20,5.865920853088562,2.405560131173662,3.836476343626079,1.2487355588668447,Iris-versicolor
+21,6.154944038115707,2.6347750217810555,3.7175497719114743,1.2640869979434386,Iris-versicolor
+22,5.646912591084461,2.871780368106274,4.500285932494201,1.3558054179972063,Iris-versicolor
+23,6.700631824949355,2.8902596015973328,5.404388857246267,2.0981620518718485,Iris-virginica
+24,7.107748579416341,2.911293187003919,6.364588734904288,1.515927973464421,Iris-virginica
+25,4.900207402974023,2.8183880049543437,1.5113097195714111,0.3240690658541292,Iris-virginica
+26,4.299296638735967,2.544929830702082,1.3424125495428039,0.0896584987732793,Iris-setosa
+27,5.440866619680529,3.854303838802703,1.6465984226630135,0.18157282528444557,Iris-setosa
+28,5.821754341215001,2.804301661457228,4.994710782756066,1.5288483546319411,Iris-versicolor
+29,5.317670454534339,3.689386363676108,1.4439958382169116,0.1973171203364723,Iris-setosa
+30,4.692494229369503,3.3255604842467528,1.2270209390975482,0.23614913607305224,Iris-setosa
+31,4.338494515954058,2.7598841817999626,1.7520538487213706,0.004479295038340103,Iris-setosa
+32,4.967765556032378,3.2369736904310495,4.702264834612924,0.1833222597424231,Iris-setosa
+33,4.777360090111501,3.0729344324057943,1.316627616815672,0.20351638945033507,Iris-setosa
+34,4.823988067903338,2.956330461765933,1.4630273279738115,0.07197229793522597,Iris-setosa
+35,5.186186414728546,4.297695883998829,1.3697204317690537,0.2873317376368132,Iris-setosa
+36,4.707759017491946,3.249157742896529,1.3983366365544008,0.13093037355079654,Iris-setosa
+37,7.356979272383318,3.0463309295236813,5.911962075014709,1.968293322566468,Iris-virginica
+38,4.673060461186436,3.013230857383117,1.3728389308560898,1.3230648707800703,Iris-versicolor
+39,6.459232320089216,2.838681917345343,4.856853491439247,1.8352024741951858,Iris-virginica
+40,6.286806401592927,3.045641223033074,4.5493260103334965,1.8061428220836564,Iris-versicolor
+41,5.569425409735201,3.8895077952493344,1.5763373575214321,0.3715812840208271,Iris-setosa
+42,6.897951572167209,2.6497850492663146,4.929049522529622,1.7534948772472878,Iris-versicolor
+43,6.686951433806095,2.621437186349248,6.287719409259141,2.0476234978807657,Iris-virginica
+44,5.60411051216128,2.4788094044405877,3.8961165629796577,1.2771721789740083,Iris-versicolor
+45,6.994545724588184,2.7291585694997944,4.170589377526755,1.4874794193904328,Iris-versicolor
+46,5.251788290127037,3.8637575634279253,1.60715214334438,0.27869538168660707,Iris-setosa
+47,6.355027446642781,3.346951237475465,5.488942972039736,1.7550591984122474,Iris-virginica
+48,6.3450024402904495,2.832407568745559,5.414427243128931,1.8824485189909663,Iris-virginica
+49,5.0771032120076915,3.1155562879084133,4.327248544890768,0.33288092004485337,Iris-versicolor
+50,5.8094484918323905,2.606597463988252,5.0260337774844075,1.607881712495867,Iris-virginica
+51,6.403532388588574,3.050422665127433,4.441547255191958,1.3055421435376722,Iris-versicolor
+52,5.328604054769842,3.0108247868950597,1.4970885145420452,0.28592099351499545,Iris-setosa
+53,5.916052594242331,2.535511286558955,4.268618555664645,1.1307151612481618,Iris-versicolor
+54,5.883428848773184,2.8402134271644175,4.830069732582753,1.4131689355398136,Iris-versicolor
+55,7.516178377098338,2.8528556394933866,6.071464211361711,1.7826035957647957,Iris-virginica
+56,7.092577462014782,3.215565325649664,6.082995866669743,1.9007562097146191,Iris-virginica
+57,5.317184247517334,4.5179819999865005,1.295462464399399,0.45373586020197704,Iris-setosa
+58,6.41093103051974,3.037899471075264,4.825356955526923,2.03876049131552,Iris-virginica
+59,6.52973224607349,2.6799471174011726,5.368475425645809,1.6427945110981013,Iris-virginica
+60,6.378038179409469,2.3508220581731276,5.428037734544143,1.850693721168176,Iris-virginica
+61,4.989762832818969,2.8216192326206717,3.617632216098571,1.2725038700899076,Iris-setosa
+62,4.602845240576892,3.155617890281182,1.2938211365970733,0.014297000359750844,Iris-setosa
+63,4.988139213337132,2.559127946286486,3.810951862719592,1.1391356588974844,Iris-versicolor
+64,6.824469142382326,2.8445441560181455,4.612245824637347,1.752482200270097,Iris-versicolor
+65,5.952226787524779,2.5583002053926203,5.114932920933435,1.537047724037188,Iris-virginica
+66,6.174709939537358,2.968430324739775,4.094830305954364,1.4445086373006037,Iris-versicolor
+67,5.857865291526281,2.7574981707508988,3.9835644650485937,1.4899267970494432,Iris-versicolor
+68,5.634836802044368,2.644337104570046,4.0330241487267084,0.9409016122292335,Iris-versicolor
+69,7.764185334275044,3.4016773387558157,6.604592852666544,2.372011112209581,Iris-virginica
+70,5.51737326099223,2.8524416177575924,4.0360326899695345,1.5880109661762962,Iris-versicolor
+71,5.718083671189409,2.691877840878963,4.80302511540432,1.8228734266220725,Iris-virginica
+72,4.603474104194458,3.058905808467599,1.6531544197996295,0.021413972102839296,Iris-setosa
+73,5.448105581769659,2.6898249611330725,3.774186207465826,1.4014675479814596,Iris-versicolor
+74,6.329136599198678,2.8313470796840168,4.377500770566059,1.3964695780396301,Iris-versicolor
+75,6.4667911535098055,3.384077753353869,5.441730078665324,2.4547571869819564,Iris-virginica
+76,4.782823533407001,2.9213296087557796,1.5567186619664335,0.325161359704103,Iris-setosa
+77,5.173403316705828,2.7423011720797352,3.7585683731986244,1.1103760845588821,Iris-versicolor
+78,4.857734101917476,3.6081733208602564,1.305786843770174,0.3121793639474813,Iris-setosa
+79,6.039400497148313,2.9933357363526283,4.904396700360238,1.6514236889537908,Iris-virginica
+80,4.919639265594604,3.0734743047058513,1.3859930995974066,0.18815555502949932,Iris-setosa
+81,5.537686213170586,3.4225522743079497,1.492890925709136,0.3137697251987036,Iris-setosa
+82,4.786103469363704,2.153844873433719,3.6901490257400695,1.036191643019609,Iris-versicolor
+83,4.7027772983502025,2.9508035935099475,1.664143926909816,0.26646524366892665,Iris-setosa
+84,5.840786777095551,3.123103263279497,4.497055583471764,1.265770569856223,Iris-versicolor
+85,5.827098986054489,2.6071549442191047,3.9989738233179035,1.3350305001265512,Iris-versicolor
+86,5.040178881897299,3.7677069535105066,1.1738060248208173,0.4041236819924773,Iris-setosa
+87,4.813139929078508,3.5651211656879145,1.435295039367083,0.3432229764350206,Iris-setosa
+88,4.774123426606662,3.511150954469417,1.5908532245622578,0.24865962832710362,Iris-setosa
+89,7.048161513609316,2.81041277854747,5.1702770125806765,1.8118625491761478,Iris-versicolor
+90,5.116736058945468,3.31311312081049,1.5673357724367483,0.2909387942567587,Iris-setosa
+91,5.774495712571025,2.9763230074096,4.716964710016087,1.9124479120703295,Iris-virginica
+92,6.912844334539592,2.952276927294461,5.078581964918246,1.4812541318461443,Iris-virginica
+93,4.772563936801672,3.2235680095787367,1.2056055449195824,0.21417612558714508,Iris-setosa
+94,5.270796374248066,2.0791643951250496,3.7998715401728607,0.9878906689322328,Iris-versicolor
+95,5.119873161713945,3.8231341424890948,1.2522405728492794,0.3026299405620857,Iris-setosa
+96,5.885052999694358,3.206410962616579,4.915714407263158,1.6109923166236493,Iris-versicolor
+97,5.128729353597245,3.5287258340826613,1.5788056088777926,0.2721355045456622,Iris-setosa
+98,4.697856555073581,2.841574908538446,1.4694291475723225,0.15874031295727992,Iris-setosa
+99,5.987673366533237,2.942129145385803,5.060929497598859,1.6811371549563894,Iris-versicolor
+100,4.414330619230195,3.065862352185679,1.1638498153866568,0.2659160336319672,Iris-setosa
+101,7.254468831439114,3.155519364454876,6.33548070924805,2.2708754260343302,Iris-virginica
+102,6.556158811766123,3.1524310374254907,5.35520975939175,1.933632402790108,Iris-virginica
+103,7.523918028114258,2.7209506959155747,5.663135309625154,1.8763846732566984,Iris-virginica
+104,5.344511983287226,2.628828743584698,4.446770835850384,1.1555687890233375,Iris-versicolor
+105,6.818692869889572,3.0366472983359087,4.640945466175742,1.3775568723273797,Iris-versicolor
+106,6.39851342958601,3.398709839783276,4.579181500209971,1.3793908772298442,Iris-versicolor
+107,6.604935126575756,2.8325266476710413,5.465237644326186,1.8888173817541105,Iris-virginica
+108,6.583364018259942,2.7844989580401114,4.661118256749457,1.3930072785799845,Iris-versicolor
+109,6.33384141366726,2.7192898568742665,4.493480444991745,1.2980446041569729,Iris-versicolor
+110,5.165378876782595,3.4153552493394326,1.6024182525264545,0.30880047092545415,Iris-setosa
+111,4.951071793684965,3.128336320645603,1.3689548161452025,0.20910385553363145,Iris-setosa
+112,6.928323576058321,2.802347037406161,5.414765628735324,1.9822944526710842,Iris-virginica
+113,5.038442047979749,3.218179127257309,4.7365262523061,0.30318398336576796,Iris-versicolor
+114,6.057529873265219,3.943519598052172,1.7854958939513386,0.2859044914478021,Iris-setosa
+115,6.696825618361947,3.0653601108790207,5.193599942790049,2.158838547516693,Iris-virginica
+116,4.901212130721783,3.2532022413417288,1.7477780902085447,0.27574382993065205,Iris-setosa
+117,4.937419111084382,3.5113939957895335,1.681256513645033,0.2075834706080545,Iris-setosa
+118,5.7600856276060215,2.876521593529193,4.7464710519643765,1.3444296508355424,Iris-versicolor
+119,6.402687199909351,3.06029718769618,5.183026395484241,1.7173172644570138,Iris-virginica
diff --git a/iris/tvae/1/15/test.csv b/iris/tvae/1/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/15/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/15/train.csv b/iris/tvae/1/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/15/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/15/val.csv b/iris/tvae/1/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/15/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/16/synth.csv b/iris/tvae/1/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..28dbc859371a2ba9869e79365f5a7de1ecfefdf9
--- /dev/null
+++ b/iris/tvae/1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.345916884972228,3.4413630895104093,1.4986714481033891,0.3109628509141324,Iris-setosa
+1,6.543633987835475,3.401849129258427,5.768267238660151,2.0747536527528694,Iris-virginica
+2,5.019100631064608,3.5970598720993805,1.4674589223733134,0.1870699957835254,Iris-setosa
+3,6.166092798786158,2.940454481484335,4.897540820291565,1.5150802892216328,Iris-virginica
+4,6.3354979090149,2.94930828284296,4.6944947947878015,1.7431000409589008,Iris-virginica
+5,4.81095638418164,2.9205274844376943,1.4625077484820288,0.17641304696113458,Iris-setosa
+6,5.441120792178623,4.273340638095453,1.5307896097546565,0.3346766729013877,Iris-setosa
+7,5.733131773630404,3.362073205783495,4.609546248785176,1.4591874444212198,Iris-versicolor
+8,4.83807230728824,3.6216363395126514,1.3989973434050937,0.370979131774342,Iris-setosa
+9,6.251608221351277,2.717023416575848,4.81166081535009,1.9077872406223597,Iris-virginica
+10,5.164191182891392,3.9672532105958647,1.3480310271569873,0.11797268485829451,Iris-setosa
+11,5.241690422998522,4.3589596374918145,1.5498141448473197,0.2751756944369404,Iris-setosa
+12,6.7793782323461365,3.123222204372221,4.791076251346783,1.472301509227274,Iris-versicolor
+13,4.94004305998783,2.993507546807643,4.903583596229426,1.6443716521304996,Iris-virginica
+14,5.90778454570524,2.473450082043427,5.083950375534437,1.9678505892543459,Iris-virginica
+15,6.941420771208788,2.9315514552623387,5.168253459992292,1.7759663586914942,Iris-virginica
+16,6.653805850446291,3.290737855881636,5.662877878737136,2.109920448535239,Iris-virginica
+17,6.657962080206671,2.8508729627268337,5.729576790473692,2.2826449871220813,Iris-virginica
+18,4.758540499742788,3.2881229948524267,1.4818600825456754,0.2288319812795445,Iris-setosa
+19,5.296790170030011,3.0034513281011246,1.3362873031659328,0.20094711138941757,Iris-setosa
+20,6.221199295634163,3.1866247465804465,4.121956037016932,1.1735992020508126,Iris-versicolor
+21,4.6790038463579915,2.671758095675109,1.2264149054397604,0.13369525046279235,Iris-setosa
+22,4.802873539083556,1.9287885532616855,2.9969102307494984,1.1643598206372927,Iris-versicolor
+23,5.905829290593967,2.4996241568148383,3.7358563096575113,1.0008516117002273,Iris-versicolor
+24,7.851291683069585,2.7368735756237306,6.270370742952056,2.125537533039057,Iris-virginica
+25,6.20521786933151,2.8802408763882843,4.730030799272851,1.404652076039332,Iris-versicolor
+26,6.132779718705041,3.131219270637756,4.868915779279945,1.5016418069592605,Iris-versicolor
+27,6.720002688112085,2.5849111221930055,5.270969300190574,1.726539029679735,Iris-virginica
+28,6.546075506007851,2.9193521484133025,4.202699979071629,1.4132948371907312,Iris-versicolor
+29,5.419966303456689,2.781316414382384,4.048725720787906,1.1915700824405833,Iris-versicolor
+30,5.944068315050957,2.643654968132115,4.838217611610742,1.6080462120389472,Iris-versicolor
+31,4.6370477290870165,3.270681168115852,1.2762061549207169,0.16742814939095085,Iris-setosa
+32,7.121840455490397,3.02063093371342,5.9352546460212,1.6982674986467832,Iris-virginica
+33,6.262169618582659,2.9772763645293634,4.629181759113323,1.7055033997138214,Iris-versicolor
+34,4.539483849276002,3.127905650997799,1.093477513364415,0.15455988452052255,Iris-setosa
+35,4.963585846164263,3.784415933284499,1.6125205186022842,0.29016324666680526,Iris-setosa
+36,5.8115259511585045,3.08890781986194,4.467732612265259,1.3028053028478133,Iris-versicolor
+37,4.8449831288995435,3.2320415999162497,1.3876392459789788,0.17163419476038466,Iris-setosa
+38,6.925458887155753,3.8812363497894276,5.708871857308539,2.349741850888736,Iris-virginica
+39,5.185967848645781,3.539911024310685,1.4350136753228522,0.17540109272579493,Iris-setosa
+40,6.243749543704295,2.5812936397349353,5.270924463275948,1.527875281105936,Iris-versicolor
+41,6.596583635159519,3.5806200048114802,5.528155901840415,2.176948567583884,Iris-virginica
+42,5.430180914905454,2.837855546414733,3.726390443220482,1.0968164188294924,Iris-versicolor
+43,4.826735597667503,3.3192320756621,1.4255070981442775,0.13324810991364217,Iris-setosa
+44,6.381779805444821,2.779995001557504,5.068205839466402,1.6446296213483793,Iris-virginica
+45,6.427531315032453,2.754435026983395,4.9959208548424865,1.4846977864204491,Iris-virginica
+46,6.116978487079701,2.747702440557326,4.442416137771083,1.422324558325646,Iris-versicolor
+47,5.120314361650186,2.359850955680113,3.905472415344465,1.3692023367640913,Iris-versicolor
+48,4.665623023152031,3.4255898537301763,1.4427795853202474,0.3106712207896317,Iris-setosa
+49,5.658717647225244,3.1930008571982875,4.4099094810953305,1.7482940089097743,Iris-versicolor
+50,5.109002259058036,3.4366193919979873,1.5914654429910478,0.22822343228345007,Iris-setosa
+51,6.500276058591384,2.695209038287936,5.070821883780249,1.9007074904648333,Iris-virginica
+52,6.208601114747372,2.4225104559464707,3.5146931711057317,1.262769989571701,Iris-versicolor
+53,4.498893587690675,2.9191240558874565,1.662400914568129,0.29314078451502584,Iris-setosa
+54,6.625281492044199,2.8787593300106975,4.3151073101205935,1.1945066090711347,Iris-versicolor
+55,5.061209890318947,3.3921722502499883,1.4132436970938418,0.17951228261492683,Iris-setosa
+56,5.660313883349304,2.6881886302061972,4.337059058295326,1.2328666196600568,Iris-versicolor
+57,5.962782185654068,2.376722507528479,3.395246989118738,0.9665973428325226,Iris-versicolor
+58,4.759034648403118,2.8917869651488917,1.3750186976482877,0.1592348959524827,Iris-setosa
+59,7.048116682602069,2.872974433817925,4.618559931720091,1.4424682091087746,Iris-versicolor
+60,4.866324344971047,2.734738485308884,3.965175092108318,1.0294497210820872,Iris-versicolor
+61,5.730992348780971,3.2253245126943555,4.541485621903776,1.3970853265349739,Iris-versicolor
+62,5.255943170592966,2.720266375738619,4.192923109705568,1.173297094170895,Iris-versicolor
+63,5.493708540839579,2.6311228942540428,4.776041617662625,1.8042708487983172,Iris-versicolor
+64,6.766034137469308,3.106992921399747,5.6281056171168,2.1186494115904835,Iris-virginica
+65,5.020235783719928,3.7578169187673587,1.4129467318424944,0.3439833977157837,Iris-setosa
+66,6.6051803305277055,3.0907709568592194,5.682941538187644,1.7240945904141198,Iris-virginica
+67,7.03318393010483,4.193794259954179,5.504087349973729,2.046660509324593,Iris-virginica
+68,6.557975355283587,3.0902201205497755,4.308950202762488,1.1868464374586207,Iris-versicolor
+69,5.9620980901467036,2.996553950476009,4.302602001072668,1.4468465255909981,Iris-versicolor
+70,5.330128355856314,2.8601783894914616,4.696653193627928,1.4217587678007697,Iris-versicolor
+71,6.0334669813118245,2.6421791736409026,4.990129499947532,1.778564340572383,Iris-versicolor
+72,4.809631149376624,3.3380317709436187,1.2895527031566847,0.18392352215787428,Iris-setosa
+73,6.462142827400402,2.508463100553369,5.334364579845545,1.804685497954283,Iris-virginica
+74,4.608547788521061,3.2319353440920833,1.3797297657337846,0.26095470829306683,Iris-setosa
+75,6.626296667215236,3.2081991959262357,5.836441242931675,2.10254109364628,Iris-virginica
+76,6.88908305198392,3.0377548700796515,5.405359390931375,1.8070122674239342,Iris-virginica
+77,6.485741142677132,3.0519238594401283,5.822260997902481,1.978892453242182,Iris-virginica
+78,7.028870938170863,3.4077090054764123,6.0744029897430325,2.261495154895008,Iris-virginica
+79,5.128767965028702,2.887492751579776,1.6149354883744265,1.0728322814538116,Iris-setosa
+80,4.907618226211016,2.2450046494392533,3.320266387874504,0.9846714780690055,Iris-versicolor
+81,4.76084060279996,3.1782855963241925,1.1613540391843982,0.14136341441262357,Iris-setosa
+82,4.946844834886113,2.9794463260919097,4.735223817881033,1.7222372077734174,Iris-virginica
+83,4.601445133871201,2.46027959349618,1.217649763246439,0.08232190011166388,Iris-setosa
+84,6.3223633727641655,3.008701754687219,4.333006536752818,1.4338281639237773,Iris-versicolor
+85,5.183722476432293,3.53891215758795,1.336280270309424,0.09811545567279653,Iris-setosa
+86,4.547648584603789,3.144219564916612,1.3722153795067915,0.18394584058025878,Iris-setosa
+87,7.47511160523141,3.2928744996734,6.213027090920783,2.2438761445138002,Iris-virginica
+88,6.367354408709993,2.818777937940423,5.497413463328189,1.625227207206435,Iris-virginica
+89,6.569923542217781,2.9393637694122967,5.521604146378391,2.2482455779545507,Iris-virginica
+90,5.086237412983,2.260266937907239,2.960452561190809,0.9873318415215557,Iris-versicolor
+91,5.7219248101577405,2.881890090893621,3.630347173458787,1.2576530075404442,Iris-versicolor
+92,5.2403832389810185,3.680828840083393,1.586646635207214,0.26469408181175547,Iris-setosa
+93,7.737963988501627,3.4960786645708595,6.447313193057254,2.0289236999861253,Iris-virginica
+94,4.399806653054844,2.661801941830818,1.2434124385700207,0.08712289948558871,Iris-setosa
+95,5.742842155122065,2.8234940932317403,4.415942102671561,1.7320691655515537,Iris-versicolor
+96,6.121142974448121,3.0293203079872115,4.30663915955337,1.2954524670055019,Iris-versicolor
+97,6.190261872313904,2.677654669359561,4.8343914433970285,1.6201406763599497,Iris-versicolor
+98,4.691327668259529,2.8551673223954905,1.3529450949142263,0.19663103500143883,Iris-setosa
+99,5.960948967107402,2.7596649861738394,4.838859265512342,1.2356537132051573,Iris-versicolor
+100,6.266752470229901,2.872462684973294,4.442988980352035,1.27304307260088,Iris-versicolor
+101,5.773303635448739,2.6556882069416923,4.814329196026565,1.3505911380523588,Iris-versicolor
+102,6.284514498479386,3.00346191518108,4.512594621732417,1.4874555569386578,Iris-virginica
+103,5.210278378482751,4.388216986212754,1.6621289092697296,0.40790167366425495,Iris-setosa
+104,6.672517829154424,2.810620569863843,5.0840305480447965,1.784282996879647,Iris-virginica
+105,7.3875111056368405,3.0867178705779934,6.012889295132399,1.7872462481281077,Iris-virginica
+106,6.4361514142303635,2.448846555004372,4.433306791809309,1.4885623332986084,Iris-versicolor
+107,5.722442169022375,3.0786734528256354,4.976592555505882,1.5497762758824167,Iris-versicolor
+108,6.8555339145560055,2.824991186558631,3.852746890900711,1.409602089662166,Iris-versicolor
+109,4.699726083638127,3.1563962090406643,1.2235467396417743,0.18897754754057416,Iris-setosa
+110,5.070431703405698,2.859560042526047,1.2950859804325239,0.3282174874095624,Iris-setosa
+111,7.487347433830559,3.004877820730272,6.528466866249587,2.1081142927046637,Iris-virginica
+112,5.865244829508212,2.8635643139345435,4.695757800138161,1.5051438866442317,Iris-versicolor
+113,4.927757371651355,2.9176189599940185,5.246230064621344,1.5380517548991866,Iris-virginica
+114,6.574204048834514,3.008973720490411,5.555590521892935,1.5972013544049246,Iris-virginica
+115,6.646975160026247,3.0644588821790113,5.329436413265376,2.056403017196141,Iris-virginica
+116,5.658826975372567,2.3163727795040527,3.870528605351918,1.1794732646710875,Iris-versicolor
+117,6.8561223296863725,2.9238092760326486,4.986757283834528,1.4447104351018942,Iris-versicolor
+118,4.923072397934637,3.1268275077713232,4.741500391596068,0.294556628345734,Iris-setosa
+119,6.2298933533115495,2.8852477116943867,4.605441065702001,1.4754428972236635,Iris-versicolor
diff --git a/iris/tvae/1/16/test.csv b/iris/tvae/1/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/16/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/16/train.csv b/iris/tvae/1/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/16/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/16/val.csv b/iris/tvae/1/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/16/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/17/synth.csv b/iris/tvae/1/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c966ebd46407e89712e3eb6d3913b2461f936d34
--- /dev/null
+++ b/iris/tvae/1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.96164478545119,2.3897677522777983,4.757240116997208,1.4506239253817996,Iris-versicolor
+1,5.24805458684535,2.3844603949974963,3.514599146872762,1.137815723969143,Iris-versicolor
+2,6.177570756654091,3.0227515292127585,4.349993267127255,1.3405565142780687,Iris-versicolor
+3,5.198286004401286,3.2867662471167747,1.361320476119237,0.06568800178280745,Iris-setosa
+4,4.501069184230907,3.0450385908789954,1.6311111399556029,0.3294532319394001,Iris-setosa
+5,6.305409304492925,2.7924046167261616,4.162098013625617,1.496941331898557,Iris-versicolor
+6,5.141409516415668,3.6820339703717813,5.028422461725272,2.0283456569984923,Iris-virginica
+7,6.563567110171976,2.9546912261705627,4.977704257836799,1.4464126858619404,Iris-versicolor
+8,6.026364824119874,2.83149056935189,4.468294920604078,1.4137460987555026,Iris-versicolor
+9,6.65729583620514,3.237513557547527,5.426437992141503,2.327394648528334,Iris-virginica
+10,5.241195553503414,2.893693977138827,4.860486896253248,0.1716250068728591,Iris-setosa
+11,6.924897562946082,2.8368955972311114,5.205081295721509,1.7865681136553042,Iris-virginica
+12,4.540678989098685,2.98446161381536,1.6610374417464293,0.22895078236786626,Iris-setosa
+13,5.0112646666807175,2.885034303798997,4.56307741878109,0.18906682078767748,Iris-setosa
+14,6.1321590830615404,3.100965825543016,4.219364409874062,1.5272714214902416,Iris-versicolor
+15,4.432921695658464,3.0186673256528684,1.2788334451497099,0.13282515698055503,Iris-setosa
+16,5.632695078679802,2.945499004434082,5.065035356389063,1.5431981359379938,Iris-virginica
+17,6.369645925255384,2.4950383281867237,4.558055515050971,1.6797957248929969,Iris-virginica
+18,5.672841094208699,3.294745067092107,4.678959952336575,1.4556185617811637,Iris-versicolor
+19,5.572719583032345,2.5425794913019715,4.5088819055894955,1.2751047164092748,Iris-versicolor
+20,6.373780032133107,2.9147076870644564,4.954143295507119,1.9206997211936934,Iris-virginica
+21,5.074671278960559,3.0839419870487355,1.347918355807191,0.21143492220168028,Iris-setosa
+22,6.57167976324178,2.6629957149836194,4.547822767723973,1.6307079246926874,Iris-versicolor
+23,5.91660996460112,3.379194997390266,5.057925690322308,1.481494323816428,Iris-versicolor
+24,5.741947713816794,2.4406226247906084,3.9995123957481717,1.3592073801132274,Iris-versicolor
+25,6.208365247084529,2.7643145962027376,4.605620907186649,1.6633047144992823,Iris-versicolor
+26,5.601333953222829,2.701267360869701,3.825741407463206,1.1537992114057913,Iris-versicolor
+27,6.345774407170394,3.0031444839495287,4.704768665521771,1.5267318206092877,Iris-versicolor
+28,5.661096066378407,3.0689328524927135,4.774203427674407,1.3875137888227544,Iris-versicolor
+29,6.566664438756796,2.6469076241372043,4.922210923230143,1.650741576208528,Iris-virginica
+30,5.921839996239672,2.633062188441912,4.179535499802498,1.3491440867691455,Iris-versicolor
+31,5.087606577181774,3.5253115276034985,1.6479076326838842,0.27270307457441817,Iris-setosa
+32,4.959715612540803,4.063894304255599,1.477570073813192,0.46807740135718834,Iris-setosa
+33,5.028653781360471,3.0897482938915592,5.107606441945018,1.5944023668701575,Iris-virginica
+34,5.294793739071686,3.403941717090771,1.5749671611484308,0.25739583536881183,Iris-setosa
+35,4.543430031609388,3.185055235684085,1.1425119930273584,0.2859394512416368,Iris-setosa
+36,6.655109874166932,3.143179645367081,4.371406878988937,1.3971409466748723,Iris-versicolor
+37,4.4942521522726215,3.1042879873307956,1.4582660221209045,0.22120420805810687,Iris-setosa
+38,5.381941653405972,2.8749129032182776,4.31319666339866,1.3353320258015153,Iris-versicolor
+39,4.768139265909177,3.381029184982821,1.3056235300978918,0.0987125122377851,Iris-setosa
+40,5.874478178225776,2.8944841894460764,4.744828904685242,1.852542606939695,Iris-versicolor
+41,5.172582094442015,2.2657620146837347,3.2032659582904013,1.137215477831091,Iris-versicolor
+42,5.395324152325402,3.2351988937803724,1.1759643126607353,0.13284499238885705,Iris-setosa
+43,4.607968032158309,3.1228482325161075,1.4384139068426465,0.3455414440349637,Iris-setosa
+44,5.1471764431192275,3.5029970069196645,1.4428478623910161,0.26414656445610457,Iris-setosa
+45,6.555366809981344,3.3170340565100442,5.120096058253298,1.9818542221394906,Iris-virginica
+46,5.009513960256386,3.129313661587876,1.6123293826683793,0.172951257396821,Iris-setosa
+47,6.408149954263261,2.7579940947485553,5.104757734565866,1.8685174215193665,Iris-virginica
+48,5.699118643254712,2.9110325512433097,4.710713731183685,1.583797374414639,Iris-virginica
+49,4.877795438032424,3.0314903522804917,4.170232490401586,1.5663285358530945,Iris-versicolor
+50,6.090987427321555,2.8894087619546833,4.644493916170038,2.354422411397767,Iris-virginica
+51,5.127880220792947,3.9109759810636446,1.4714444320295783,0.3615669573591807,Iris-setosa
+52,4.665216814119857,3.2024413762189647,1.2746521784635896,0.27201076141268044,Iris-setosa
+53,4.496438318188724,2.7094868098748908,1.2289269713193827,0.2110365500880238,Iris-setosa
+54,6.178966171433646,2.8691915629049047,4.373216454751767,1.7108264636560935,Iris-versicolor
+55,7.835002584159929,3.1585036821112125,6.929565655955164,2.065218986092936,Iris-virginica
+56,5.414487399078305,2.914149236200268,4.307119581020638,1.254288673071352,Iris-versicolor
+57,7.321504841811138,2.936673663899584,5.588182925948113,1.829835868083485,Iris-virginica
+58,4.976594941293943,3.0037771689829884,4.245119881894746,1.8145646541172118,Iris-virginica
+59,6.553497751978871,2.7513228402868672,4.951547758102582,1.3961864970459672,Iris-versicolor
+60,6.958866033124589,2.703113249391574,5.273912076988558,1.7804759605308795,Iris-versicolor
+61,4.89768850626375,2.9791273894882147,1.5087696255675238,0.25548746570603775,Iris-setosa
+62,6.928363993061402,3.668966936899742,6.03436959811207,2.470998667927096,Iris-virginica
+63,4.790615631979281,2.9496327739740855,4.795918152403124,0.15854403852364998,Iris-setosa
+64,4.95062863311633,3.3868113965002586,4.682810137108533,1.5459062554027267,Iris-versicolor
+65,5.107626458216688,2.80644772179279,1.5072183419725949,0.212617977698123,Iris-setosa
+66,4.900315069300662,3.366637525507859,1.391023955387669,0.1782520403256057,Iris-setosa
+67,5.224735075160476,3.166331237329792,1.2419656377487933,1.3456664503184623,Iris-setosa
+68,6.43543221615433,2.404598830541026,6.27778424554127,1.9287031119702238,Iris-virginica
+69,4.925662771333163,2.8836757123373555,1.5146837318021409,0.13619038895361898,Iris-setosa
+70,4.607440333543178,3.274073454799744,1.730932483174145,0.33227653316232536,Iris-setosa
+71,6.239154526589773,3.0056092663122986,5.13072660371307,1.476627621789463,Iris-versicolor
+72,5.25005385336246,3.482461539511297,1.3744852257738458,0.12914463095054826,Iris-setosa
+73,6.111068648308783,2.5831249082407948,4.885970247593693,1.6178210346361308,Iris-virginica
+74,5.903758572936846,2.7698860324872934,5.583818142371517,1.7518295475161263,Iris-virginica
+75,6.293391498609845,3.1985754012943706,5.007638978887085,1.667490707355589,Iris-virginica
+76,4.469509436816443,3.330940657916355,1.3129308017127475,0.10816461294123944,Iris-setosa
+77,4.784059265870431,2.849894788239842,1.3353382743598141,0.22971705234078044,Iris-setosa
+78,5.443470327030261,3.9240231512167894,1.4163647399592953,0.4930643996941054,Iris-setosa
+79,5.827658948248759,2.4705924902199303,3.566690177800612,0.9319701678824944,Iris-versicolor
+80,4.630156709729899,3.182922717079922,1.3439658099016072,0.08891674883461714,Iris-setosa
+81,5.754404781482612,3.2417649772945265,4.43971021872156,1.6935188597457886,Iris-versicolor
+82,4.741979169069205,3.095396917490255,1.3523132345922555,0.4224754403241521,Iris-setosa
+83,4.19429287902372,2.6007849332193653,1.307458787367656,0.06564467404549437,Iris-setosa
+84,5.061731960928521,3.6997349822520786,1.6918347174072133,0.41579902376133154,Iris-setosa
+85,4.789911169207447,3.436860940068038,1.5433423023903001,0.13314298319776788,Iris-setosa
+86,6.743140291187078,2.5199348348383315,5.431159411359232,1.7087811736580825,Iris-virginica
+87,5.397284106200749,2.7854518276182882,4.410514603205481,1.4349401700568003,Iris-versicolor
+88,5.149606952324643,3.231850784081449,4.754643904630965,1.604103626528403,Iris-versicolor
+89,4.730914276942196,3.343695304627099,1.2970043008903367,0.2861255960742979,Iris-setosa
+90,5.972401209295726,2.52640367012257,4.719063998024235,1.8203796135399377,Iris-versicolor
+91,5.8944881111674485,2.3627895265066496,3.6575627275693705,1.3997552825699793,Iris-versicolor
+92,6.371535977333059,2.972339304989926,5.439337271185152,1.6555348498533304,Iris-versicolor
+93,5.9346195846350005,2.7497327498751925,4.8803899570840015,1.9607527861585319,Iris-virginica
+94,6.137732972575222,3.0873382795090047,5.124008388702224,1.5649400345524784,Iris-versicolor
+95,5.706328588663446,2.846182022329681,0.9448431090425046,1.2583390846064493,Iris-versicolor
+96,5.011147667412066,3.686062000404038,1.455022942751022,0.3843542921263233,Iris-setosa
+97,4.954056597110278,3.610529302598975,1.4600364335102154,0.29685280386727797,Iris-setosa
+98,6.0468022656585365,2.669823736169317,4.282577319110913,1.0353302590260052,Iris-versicolor
+99,7.713801767538668,3.4426328573823155,6.5671771057010755,2.2384073832799496,Iris-virginica
+100,6.2964690615813454,2.530781387497905,4.082358164517262,1.2231462140711118,Iris-versicolor
+101,5.810982843177391,3.0097703069013715,4.610486716523027,1.3989797604552834,Iris-versicolor
+102,6.179702809421507,2.663808477603622,4.612146803649999,1.4896859243286948,Iris-versicolor
+103,6.497649698048469,2.8550568515574484,5.181625053199994,1.6752437658049832,Iris-virginica
+104,4.830125816674679,3.431519060401483,1.6095748915881243,0.22329100157673093,Iris-setosa
+105,5.3516954707606725,3.8192658376100157,1.2822680922237297,0.2387706672491306,Iris-setosa
+106,5.624869404564162,2.92047174569808,3.9665778234359794,1.1028167624186824,Iris-versicolor
+107,5.973113863764333,2.569571559421748,4.395573307318255,1.3575919688750577,Iris-versicolor
+108,6.321348142620745,2.9028396037359103,4.741439063209947,1.5692654880925725,Iris-versicolor
+109,6.080793127409,3.0579801062900978,5.478388749915139,2.073272685227087,Iris-virginica
+110,5.019906595775321,3.563131097957982,1.328451394325568,0.3785775107611352,Iris-setosa
+111,5.129506987365468,3.630017380656401,1.4452835130828412,0.24318808316754192,Iris-setosa
+112,4.553327348840582,2.581281454536674,1.3117568431574675,0.1637561207756666,Iris-setosa
+113,6.309782308049757,2.785648489720881,4.387590093479398,1.4401017776489478,Iris-versicolor
+114,5.521461961539836,2.338659131360217,3.386450092246241,1.170031312143662,Iris-versicolor
+115,5.665638379687083,3.0921003623995253,5.188735821027201,1.4959225056611527,Iris-versicolor
+116,5.519044108637893,3.758464976517237,1.415087397998017,0.1835936998161258,Iris-setosa
+117,5.032532611890301,3.2171789129001,1.5138457257344666,0.17373855225715024,Iris-setosa
+118,6.685090252079782,3.051943469183348,5.1404152948758535,2.2682717358210636,Iris-virginica
+119,5.978149283426428,2.960954622028814,4.354916451831707,1.4506066612393071,Iris-versicolor
diff --git a/iris/tvae/1/17/test.csv b/iris/tvae/1/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/17/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/17/train.csv b/iris/tvae/1/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/17/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/17/val.csv b/iris/tvae/1/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/17/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/18/synth.csv b/iris/tvae/1/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c397b3f7af97ce9645ea7f56e15a0bf4eeac4c43
--- /dev/null
+++ b/iris/tvae/1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.016553959915372,2.775742958490565,5.311058223047602,1.5106108584016245,Iris-virginica
+1,4.719452197517626,3.5780468502026337,1.4033006503615133,0.3450355390312248,Iris-setosa
+2,4.731597738929898,3.440247478427726,1.5557729867445258,0.25145227904193823,Iris-setosa
+3,5.14236767494191,3.0216866601279273,1.481071864655433,0.160891237286504,Iris-setosa
+4,4.9393947020950675,3.1781306938822858,1.5920743464600895,0.08579219034231297,Iris-setosa
+5,6.360401198154714,2.9540738754645792,4.51254568807446,1.649112506897002,Iris-versicolor
+6,6.230434185585181,3.0478825871180906,4.1303920486348,1.2833869281291745,Iris-versicolor
+7,6.721646080685884,2.9939005410971453,5.203204266689035,1.859516767348581,Iris-virginica
+8,4.234942328349836,2.4488419164000432,1.3313681866257636,0.08364265338315469,Iris-setosa
+9,4.400419672157208,2.670235098068043,1.4453827281364195,0.31108335675110177,Iris-setosa
+10,5.660664164258677,3.0392926723075417,4.357508845163019,1.1290677943935217,Iris-versicolor
+11,5.662373702944976,3.4174985652104315,1.267330763760248,0.30024451890804377,Iris-setosa
+12,5.641866262784749,2.836954241956934,4.461421877570156,1.4159304109722062,Iris-versicolor
+13,4.924367780290036,3.1870593372334097,1.4819627273330978,0.2392165512545573,Iris-setosa
+14,5.850087751887626,2.9501594897935415,4.973211341677847,2.099538628947893,Iris-virginica
+15,6.290387604780663,3.1962123605274044,4.413365143011064,1.4146510400031078,Iris-versicolor
+16,4.825534600452888,2.88077304290418,1.2482814254746255,0.11841933537544255,Iris-setosa
+17,5.4662595778959995,3.5623543813983662,1.6289710701495488,0.2626618425775509,Iris-setosa
+18,6.7539061459846,2.8937959232673856,4.814101562646273,1.319890609842735,Iris-versicolor
+19,6.185624138491642,2.930421772714922,6.45492312857153,1.9109898915781365,Iris-virginica
+20,7.250792624774056,3.8029690647613474,6.166345192721014,2.3264787162022875,Iris-virginica
+21,4.873000638503416,1.8654139838715473,3.2602087114117424,1.3648991771056287,Iris-versicolor
+22,5.258236880416231,2.2275252882453964,3.8082121030864986,0.9912388025262288,Iris-versicolor
+23,4.835675135600815,3.3258696614325634,1.425073284246492,0.18475159839802613,Iris-setosa
+24,5.039489037924236,3.804056327306931,1.3950761885105842,0.28108159329501226,Iris-setosa
+25,5.090665448031641,2.569852980991524,3.6814538954404394,1.2274894308858728,Iris-versicolor
+26,5.796101507330863,2.708363011887785,5.272397056219984,1.5798931882860099,Iris-virginica
+27,5.98520464236562,2.5328956971228096,5.207238367067537,1.863369137996152,Iris-virginica
+28,5.35313062413723,2.313057743123278,3.7457206540009986,1.144454719524284,Iris-versicolor
+29,6.3463925904641405,2.6187457951575213,4.884611402387558,1.6601390488488164,Iris-virginica
+30,6.511948331682664,2.9554554871465317,4.374749641141207,1.3139693237902765,Iris-versicolor
+31,5.901622414334814,2.404344419081185,3.6450420208594037,1.3332151227900568,Iris-versicolor
+32,6.251507945425153,2.851736602304784,4.288789345632935,1.7240549157132514,Iris-versicolor
+33,6.197474058497049,2.524518150442125,5.354504222173288,1.839448548152734,Iris-virginica
+34,6.197921360903434,3.0089261407802184,4.881127005600044,1.4956874832166966,Iris-versicolor
+35,6.662890914823286,2.855719559239522,5.1553184355272625,1.8912408686471258,Iris-virginica
+36,4.5286766351372725,2.569268488845408,0.9761589976984241,1.1568439995874542,Iris-setosa
+37,6.641383444646957,2.833967780587388,4.6738583890494585,1.1478799594988496,Iris-versicolor
+38,4.361806300162959,2.775621892942831,1.0396806780851748,0.1640297771184578,Iris-setosa
+39,4.884725997841167,3.695386659708558,1.2697801831695033,0.2690519576331232,Iris-setosa
+40,5.506505520780353,2.715278537993051,3.9000509687965614,1.4136295612527094,Iris-versicolor
+41,6.810167630687625,3.313169187831975,5.726803986081888,2.2897244436834265,Iris-virginica
+42,5.984248971065656,2.736255150800564,3.3465402904238912,1.4295382065281055,Iris-versicolor
+43,5.965369434719077,2.4652721350801965,4.888356657110533,1.6462473414143293,Iris-virginica
+44,7.247771491737631,2.7613922758358753,5.321098997685538,1.6768162573810503,Iris-virginica
+45,4.921782382663863,3.806486238193296,1.3552440878394498,0.2800894147842894,Iris-setosa
+46,6.2034399899820025,2.8381595467688436,4.231670121302623,1.276816049797612,Iris-versicolor
+47,6.343462482492479,2.6921438811553986,5.096937835257914,1.4593033657028525,Iris-virginica
+48,5.030680675868632,2.9326820805803613,4.455523057674361,1.6461809497978832,Iris-virginica
+49,4.7633467327665,2.7921361765002306,1.4339228456611346,-0.027675674909684755,Iris-setosa
+50,5.1586060587177505,3.5866222237107444,1.5490279978252106,0.1869388422459608,Iris-setosa
+51,5.895364583367566,3.052259993619025,4.432858161148247,1.4956569757298417,Iris-versicolor
+52,6.343314793372734,2.7115737717590975,5.1823161185885445,1.758763392527435,Iris-virginica
+53,5.005421890133215,3.1509363169662374,1.436350367915187,0.19468588217993432,Iris-setosa
+54,5.999087081025627,2.8786504999077653,4.964572168552914,1.7655113055190856,Iris-virginica
+55,5.974111078628453,2.554037328255645,4.777128521447971,1.4547426621475263,Iris-versicolor
+56,5.595654722988826,3.0376239173591064,4.285648235442248,1.3584099367928157,Iris-versicolor
+57,4.948366908323484,2.805074940899044,3.4260597164175643,1.2451050546245535,Iris-versicolor
+58,5.889878322253793,2.505500288291178,4.165065870579865,1.2228698840280308,Iris-versicolor
+59,5.029411263288658,3.058877932326218,1.0928561531866774,1.390444531995542,Iris-setosa
+60,6.376775793139201,2.9304274369610006,4.158935173380389,1.4472498122340358,Iris-versicolor
+61,6.081623418919981,3.2490993988757353,4.468671136458798,1.374682836228407,Iris-versicolor
+62,6.107535789575411,2.7581398602185194,4.614055502564749,1.5016138006173296,Iris-versicolor
+63,5.666817545820815,2.967445844637664,4.362644533549553,1.3809294985210971,Iris-versicolor
+64,5.640291573476728,2.9231074153728804,4.697963143233129,1.5181268658798304,Iris-versicolor
+65,7.1647629428232875,3.2727249664801707,5.865720352503357,2.246657896653014,Iris-virginica
+66,5.166326099003277,3.262361359602604,1.390629311906847,1.5584791230742339,Iris-versicolor
+67,5.589163898995467,3.116233866821517,4.487373237101718,1.6467009811001019,Iris-versicolor
+68,6.705423356688554,3.0455089145749117,5.367523832840394,2.044628773640857,Iris-virginica
+69,6.630087541846665,3.348648279869615,5.542438092846872,2.026617308185676,Iris-virginica
+70,6.79399223106612,2.955276635695629,5.303165102141556,1.7608738330039935,Iris-virginica
+71,6.234020537986496,2.9692821749639755,5.332434629315358,1.8858089006549206,Iris-virginica
+72,6.476724788665401,2.834247046515588,4.2857445969983585,1.3807232921765236,Iris-versicolor
+73,6.340112606017552,3.1876886182146498,5.430543667261681,2.216797844951011,Iris-virginica
+74,6.0898211044317785,2.8858729373327994,4.758452885800944,1.6942787579937846,Iris-virginica
+75,6.3467417558228485,3.044737907551892,4.997202648838559,2.3145195471082567,Iris-virginica
+76,6.341332826374225,3.070545685176552,4.618681932836112,1.661089565405261,Iris-versicolor
+77,4.974824889552307,3.356124256942946,1.4330898709674103,0.27424443175398316,Iris-setosa
+78,5.202058940625339,2.5142016150494886,1.4224686679763918,0.11966914700931205,Iris-setosa
+79,6.760907937716452,2.689797754960982,5.419901091855469,1.712825895891137,Iris-virginica
+80,5.613610126739148,3.8431474855148187,1.4208308184180651,0.43532755460609157,Iris-setosa
+81,5.652222143323062,3.0586728267313807,4.505468253112288,1.342873116062637,Iris-versicolor
+82,5.7887938214604,2.3058807273371777,4.362738369520729,1.0184861610114258,Iris-versicolor
+83,6.091080872048939,2.6355973055502093,4.3087878468730185,1.390956616315755,Iris-versicolor
+84,5.3785849508001835,2.4683796187043816,4.141023643218933,1.1012014504780228,Iris-versicolor
+85,4.3204702489798406,2.857671278745754,1.3962858646186198,0.09809786592273417,Iris-setosa
+86,4.6797546864185255,3.582585180740426,1.6450281912072466,0.2124650283310303,Iris-setosa
+87,4.787610792124402,2.9238461927170114,1.289615229876608,0.2700451051436112,Iris-setosa
+88,6.242292030823761,3.0672189277467363,3.67457814973052,1.0661774222620801,Iris-versicolor
+89,6.425511931896096,3.3902608656358764,5.2980768806350405,2.5139475480165396,Iris-virginica
+90,5.839356960495054,3.95987525089491,1.5538500965768092,0.44992576886325863,Iris-setosa
+91,4.731321088656251,3.2416982050500094,1.565984153394231,1.545732101237474,Iris-setosa
+92,4.768579817443145,3.2089595780248694,1.0765882479471607,0.3451423862076119,Iris-setosa
+93,5.490603331593573,2.643232993562134,4.191091923077161,1.4086318115931586,Iris-versicolor
+94,5.132678488302013,3.2062950577738603,4.875372534996527,0.21838591855972722,Iris-setosa
+95,6.508519189548353,2.9449538484880007,4.911831831295561,1.4051412423154013,Iris-versicolor
+96,6.443797596046681,3.0117070417848524,3.8904630486246967,1.42256749396313,Iris-versicolor
+97,6.048091336630252,2.567901552644372,3.88601893975326,0.9326258704269439,Iris-versicolor
+98,5.36675354759809,2.587855086803692,4.417289882979654,1.4856184676132589,Iris-versicolor
+99,5.3165908766953605,3.0373994627001166,1.0668381441652925,1.4664806932650045,Iris-setosa
+100,4.962071261377218,3.6384829986683656,1.997526464396902,0.16761020095421938,Iris-setosa
+101,4.391542747264432,2.393099901629853,1.124443348112946,0.18883047761694438,Iris-setosa
+102,5.250313146035427,3.212632965001782,1.6052146101626092,0.2369632611873722,Iris-setosa
+103,6.072530770885132,2.6888306230329606,4.856047990832736,1.6522549481908073,Iris-virginica
+104,5.798519586050529,2.7456083472403976,4.195967451733855,1.2220465505656182,Iris-versicolor
+105,6.994503832394635,2.9807919021707825,6.252659527478382,1.820471663989888,Iris-virginica
+106,4.517010593081116,3.278854490713765,1.445678166369534,0.1931487959731218,Iris-setosa
+107,5.687983084511701,2.5344112434665833,4.340320817559088,1.385494257362857,Iris-versicolor
+108,6.354446870844608,2.591577851350517,5.232537493777292,1.7624258574484712,Iris-virginica
+109,5.201249484144866,3.4516390571619504,1.628585403700676,0.23730743986340494,Iris-setosa
+110,6.891275166341132,2.9820392639686593,5.908092893940346,1.869164730329877,Iris-virginica
+111,6.988464066367771,2.7079526171905712,5.388615244211363,1.3725873500692747,Iris-versicolor
+112,6.35144189354797,3.3540569536183855,4.855738416342074,1.6222935719886238,Iris-versicolor
+113,5.557525381716379,2.87737113174385,3.917154472234556,1.1546928724740249,Iris-versicolor
+114,6.239097331796565,2.9018032640243083,4.547804530041283,1.6763791608333611,Iris-virginica
+115,5.396563551624782,3.4858587011271407,1.6639084593200453,0.28289292856579557,Iris-setosa
+116,6.745595725019288,3.021668643473799,5.058414789771606,1.652521077227094,Iris-versicolor
+117,5.899381535167604,2.7022128573042736,4.28530208537293,1.3340428371671316,Iris-versicolor
+118,7.213451450467025,2.986033945833061,5.493213266011177,1.574550472934917,Iris-versicolor
+119,6.890612195418236,2.9619554622758613,4.970710845244868,1.0173490858362406,Iris-versicolor
diff --git a/iris/tvae/1/18/test.csv b/iris/tvae/1/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/18/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/18/train.csv b/iris/tvae/1/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/18/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/18/val.csv b/iris/tvae/1/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/18/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/19/synth.csv b/iris/tvae/1/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ab32f162ac84aa19e317ce4b1970112115849d0f
--- /dev/null
+++ b/iris/tvae/1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.947576169954285,2.709979272879383,4.665321066628576,1.3894872302217949,Iris-versicolor
+1,6.228180993182905,2.898536225107563,4.143902258472809,1.0547683828746965,Iris-versicolor
+2,5.442708310338185,3.348247148271015,1.5636295196138934,0.19555774278456206,Iris-setosa
+3,6.817946052368134,2.5908197108952202,5.611304614806361,1.8090384800490262,Iris-virginica
+4,4.50356253053454,2.9251422797600934,1.3242403448518094,0.26817434008519875,Iris-setosa
+5,4.8489431085641845,3.1503294621810167,1.4684025689250073,0.2344885823442151,Iris-setosa
+6,6.3085329429880375,2.722962156450221,4.263928307294741,1.5210637720790319,Iris-versicolor
+7,6.926079098396681,2.973938521269312,5.904135170698543,2.047765577681568,Iris-virginica
+8,4.964729836109271,3.7076324257768176,1.6445829587286416,0.27697254162702256,Iris-setosa
+9,5.288512033242051,2.658974783528893,3.7128978727745583,1.2446616390894538,Iris-versicolor
+10,7.452974210056694,3.9506418834907118,7.051854533089651,2.380585410991321,Iris-virginica
+11,6.561198764391682,3.108087401209964,4.976791158451427,1.533481708590509,Iris-virginica
+12,5.0401823696039685,2.853635605095209,1.197555808833608,1.172234284736065,Iris-setosa
+13,5.7869142803351625,2.684119090791404,4.342862258159849,1.3399615177426814,Iris-versicolor
+14,4.606658055722161,3.3277843408790795,1.5703846751677268,0.2002973441446596,Iris-setosa
+15,5.4622400171172245,2.763702479469319,4.095002461355356,1.268317815248477,Iris-versicolor
+16,6.3919125893006505,2.8634495559525166,5.3256867788360776,2.0846650511564193,Iris-virginica
+17,6.047811661555069,2.8464005322105805,6.923292493379309,1.9285548016084941,Iris-virginica
+18,4.914834659839832,3.2688560400642523,1.3327220394421035,0.2727716524493682,Iris-setosa
+19,5.970568266582521,2.9605147917259145,5.010678814611192,2.0054437110409666,Iris-virginica
+20,4.359076611547534,2.6695910644782366,1.2710024797497428,0.17768603097045954,Iris-setosa
+21,6.653923806417891,2.910602679221611,4.820722871587497,1.8005006900244012,Iris-versicolor
+22,5.084108082339255,3.680476095352426,1.5608150699126933,0.16419767195739696,Iris-setosa
+23,5.145940751715781,3.0477280388738612,5.162739371119712,1.6849479767203328,Iris-setosa
+24,6.714557813470801,2.986114530152741,5.012166150511184,1.7255846401515706,Iris-virginica
+25,6.205273251396036,2.7126748982574025,5.110682370171,1.7013757734686725,Iris-virginica
+26,6.986645117122259,3.2329940209444823,5.8394139759268775,1.950034422992541,Iris-virginica
+27,4.583606987311385,3.2147991161432334,1.4071459476594996,0.0004886423112045457,Iris-setosa
+28,4.711069728856467,2.8430776378565192,1.2461583374396508,0.10792594586709053,Iris-setosa
+29,5.884349977436118,2.78292231302965,4.093506464267417,1.9997913733000834,Iris-virginica
+30,5.998832145507744,2.9457132994142596,4.407358180097375,1.477949294889376,Iris-versicolor
+31,6.5219085018064185,2.6372363059605375,4.8211254520012226,1.589221076106295,Iris-virginica
+32,4.878893179569965,3.3425720091782276,1.357416899533173,0.19011709298921614,Iris-setosa
+33,5.81358254557442,2.6616481220538932,4.5436457647598285,1.8725691511244493,Iris-virginica
+34,5.134267990740092,1.7662970814947252,3.1671855218338605,1.138206697946143,Iris-versicolor
+35,5.004783589929131,3.393605576897166,1.3865985520827666,0.1276150512373268,Iris-setosa
+36,5.518299555061761,3.1297604433217283,4.820683848420502,1.4163710821206594,Iris-versicolor
+37,5.226267299716346,3.2725449238611364,1.5501205956297979,0.1736679983647061,Iris-setosa
+38,6.09719671366244,2.732296887616424,4.821021553826688,1.6748232061891988,Iris-virginica
+39,6.2596025212641395,2.5417524647502328,5.005697828511191,1.872289981341716,Iris-virginica
+40,5.496605300391704,2.330093666932185,4.207368176180157,1.3898570664907486,Iris-versicolor
+41,5.901547863322129,2.9350548640060827,4.241751766827336,1.4404578819172769,Iris-versicolor
+42,6.079735422935371,2.6461358660496206,4.397370505258494,1.199393930044474,Iris-versicolor
+43,6.639625538012218,2.8570850895495203,4.717230616477739,1.6774066526095734,Iris-versicolor
+44,4.737275984290412,3.501416053975254,1.3739965251301185,0.4191608660589715,Iris-setosa
+45,5.016842740123339,3.913119963121014,1.7555945227198733,0.0495418498396856,Iris-setosa
+46,4.578641050064716,2.996717957468414,1.6484065373939563,0.10412240524336971,Iris-setosa
+47,4.800737415731471,3.0151394398559237,1.3155832281389286,0.1680275491729574,Iris-setosa
+48,5.203363506123913,3.1964304771119454,1.8216854932072621,0.24326895123560585,Iris-setosa
+49,6.067263355022875,2.9860207747699583,4.277520849512107,1.3393214184614213,Iris-versicolor
+50,6.193171830256965,2.6737268877696976,5.645227664826508,2.4856520250372043,Iris-virginica
+51,5.311578618269736,3.736606406169793,1.6476618997012955,0.23556959120995288,Iris-setosa
+52,5.205495100595226,3.177686559400079,1.3357562240027778,0.21990610895259377,Iris-setosa
+53,5.486330471001272,2.8837590395990427,4.620885651368985,1.3938789222823225,Iris-versicolor
+54,5.575829157848501,3.315064418807242,4.5583572935374645,1.415989209217411,Iris-versicolor
+55,5.5842068478799325,2.6243552660008556,4.3175588514761065,1.3394394034039305,Iris-versicolor
+56,6.242741302335306,2.889506432883159,4.60109699509806,1.3853207674443706,Iris-versicolor
+57,6.274302426692003,2.0893018550952327,5.440915486836493,1.9017369395287496,Iris-virginica
+58,5.66901787541968,2.974091300599899,4.11805062111454,1.294063781543079,Iris-versicolor
+59,4.932753244564113,2.360429310240862,1.4616910108630208,0.11437861582809311,Iris-setosa
+60,5.900181764940219,2.7946758350917285,4.556822443217422,1.4416211239617365,Iris-versicolor
+61,6.02927822016297,2.752678776644741,4.876156126396192,1.5873523951289954,Iris-virginica
+62,6.88556203244335,3.1689834181123575,5.694147432305869,1.5533662550352603,Iris-virginica
+63,6.6060779175562985,2.7315221533261926,5.217051352271415,1.9348622380645886,Iris-virginica
+64,6.150816067674707,2.6520064695032812,4.438465059313765,1.5815914038413186,Iris-versicolor
+65,5.212678343114926,3.30463428394539,1.1827964351734253,0.18451350805223207,Iris-setosa
+66,4.739774109821406,2.931281080253955,1.4345497580692328,0.14290608197003585,Iris-setosa
+67,5.667197323816262,3.1105222223104056,4.134369497144455,1.244020122088813,Iris-versicolor
+68,4.641768590651664,3.041398870102521,1.3624830590605097,0.14948000177193577,Iris-setosa
+69,7.013324445920132,2.7424934675918897,5.966271823948349,1.8429065985442035,Iris-virginica
+70,5.772300564941688,2.6750540558494524,4.450323009792507,1.0200929952547169,Iris-versicolor
+71,5.820718449077706,2.6302944930971432,4.473992105000679,1.3542470024521465,Iris-virginica
+72,6.712804881622039,3.051167853746483,5.675698507602107,1.8970006183792545,Iris-virginica
+73,5.0465537702074785,3.3088313554385005,1.3449490274246396,0.24463923803116422,Iris-setosa
+74,4.686940221986149,3.1927545095300314,1.5507856436527858,0.20173516337870742,Iris-setosa
+75,6.363047192377337,3.157027026234849,4.975516138310548,1.9056504488277088,Iris-virginica
+76,5.634960077198838,3.0648380636775294,3.852920653928826,1.4310467578977502,Iris-versicolor
+77,6.5432634365296645,2.4753658677007335,4.829960085428287,1.7237281479132833,Iris-virginica
+78,5.8381696650672135,2.552602311247849,5.308561864925544,2.105762850168288,Iris-virginica
+79,5.112362980658735,2.5606495956308297,3.635859089556689,0.9290951584474264,Iris-versicolor
+80,5.2296526712610225,2.984462255087074,1.6762007901788902,0.25047146683866434,Iris-setosa
+81,5.468544065465519,3.1056225794185215,1.2156819274391724,1.2063872647931264,Iris-setosa
+82,5.307016853536181,3.8999048735285795,1.6126074728588065,0.2359021042500008,Iris-setosa
+83,5.955317801611842,2.9916680808629703,4.905395630901342,1.4839174794632828,Iris-versicolor
+84,5.077612501961804,3.78106848060002,1.3973435547760822,0.2648671492340906,Iris-setosa
+85,6.606444179386783,2.997041121578034,5.137852722389654,1.709925175872981,Iris-versicolor
+86,5.3679162893096475,3.479738783242881,1.6702227250813353,0.4516733274581097,Iris-setosa
+87,5.743527853933752,3.000060392650316,4.383293670553557,1.767699432714001,Iris-versicolor
+88,6.389090971094882,3.032707252848748,5.639973314360302,1.7972674302330243,Iris-virginica
+89,5.0692754222685,3.948112819680347,1.5247701210471976,0.3122775606378892,Iris-setosa
+90,6.500701649858062,2.721289028580303,4.757020876798505,1.3620295401111635,Iris-versicolor
+91,4.54872620045217,2.5530419012577585,1.2922089363611466,1.3941820028423986,Iris-setosa
+92,4.690405107037797,3.186062448235169,1.460539248908075,0.024823767695394044,Iris-setosa
+93,6.56092608382224,3.0393877379268104,5.366986133918063,2.0319358700083634,Iris-virginica
+94,6.508744543618414,3.125111444083731,4.661031785553864,1.9710781250963225,Iris-virginica
+95,4.894891316261736,3.472674948542279,1.3034046177939098,0.2499319651290352,Iris-setosa
+96,6.102181493199653,2.8369297827977116,5.450627213701729,1.879253943104097,Iris-virginica
+97,5.6236219364367175,3.589559703335099,1.5589702506168281,0.35413886122315463,Iris-setosa
+98,7.13853918772481,3.2514644107402306,4.732345786785392,1.5266173119163948,Iris-versicolor
+99,6.157304460456416,2.696649572402221,4.761176562184969,1.8743968479041913,Iris-virginica
+100,5.838283244204275,3.2873599291780606,5.355152515344581,2.258161614661559,Iris-virginica
+101,4.42057081072743,2.946200718455599,1.2898269151862423,0.10713016806409933,Iris-setosa
+102,6.234790154885322,2.7061301272921146,4.882326416798081,1.6345422556475917,Iris-virginica
+103,4.165746632652359,2.4009336375706845,1.5003403494540413,0.1138961010129527,Iris-setosa
+104,6.413155225878836,3.090475608735748,4.730342570040703,1.475772109538275,Iris-versicolor
+105,5.850459451312154,3.0887926443717273,4.357771582496124,1.3671756424300014,Iris-versicolor
+106,6.352680365507087,2.5538764398907334,4.722101983619289,1.3235935475854366,Iris-versicolor
+107,4.980046625108232,3.3241075747575555,1.5672610002255527,0.24551755565988612,Iris-setosa
+108,4.475524212957003,3.217408806166367,1.1921883493516172,0.17657529831126384,Iris-setosa
+109,6.087986766036986,2.8066819340967086,4.34844353011918,1.012623983134476,Iris-versicolor
+110,5.613200819358963,2.79200610450872,4.687108775368232,1.3296308379513353,Iris-versicolor
+111,5.099883428450543,3.4084124567057543,1.6430387947305083,0.2597219527564913,Iris-setosa
+112,5.854572466903184,2.4248697128707657,4.567487614522516,1.6249038937608344,Iris-virginica
+113,6.063070281031299,3.186363663960608,5.134654827547707,1.9222721151813027,Iris-virginica
+114,5.097308835245864,2.9910673173451476,1.6110154865885267,0.38811263873046475,Iris-setosa
+115,6.189996797646425,2.804517372604795,5.022315551321469,2.195913775018452,Iris-virginica
+116,6.002387135495572,2.8276264840015535,4.476829717414782,1.5767412298434706,Iris-versicolor
+117,5.008099675416273,3.1366654950563437,1.4634627853832027,0.3314032609007261,Iris-setosa
+118,5.0687774153818355,3.3701453632903533,1.443240512203752,0.13795038261165962,Iris-setosa
+119,6.072642343214754,2.8456651062799154,4.863653188927513,1.6910183673482557,Iris-virginica
diff --git a/iris/tvae/1/19/test.csv b/iris/tvae/1/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/19/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/19/train.csv b/iris/tvae/1/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/19/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/19/val.csv b/iris/tvae/1/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/19/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/2/synth.csv b/iris/tvae/1/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2c723a8ba4e536523052f85ad85f6d8068017ce4
--- /dev/null
+++ b/iris/tvae/1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.854175414360069,2.8044645395813728,1.218130491878143,0.25610659557461124,Iris-setosa
+1,4.809171339922594,2.871142813763759,1.1668791170776,0.0578500525452075,Iris-setosa
+2,4.559137099234372,2.7456553758078424,1.2291622430617088,0.14924623473068235,Iris-setosa
+3,5.368020837438293,4.1079636202679595,1.3787649760061103,0.4209586821589642,Iris-setosa
+4,5.160853250197794,4.362023131007952,1.4388885969656542,0.5027150706237781,Iris-setosa
+5,6.170184329406964,3.0830994124194344,5.1342957708099535,1.6363566284354956,Iris-virginica
+6,6.812794541279203,3.498818793663989,5.6474813926831615,2.5809770443866693,Iris-virginica
+7,5.414815308800842,2.5512144179444824,4.528288500402399,1.6644350710657565,Iris-versicolor
+8,4.48544512290927,3.3856963940037454,1.534827114691773,0.19261327425018723,Iris-setosa
+9,6.06543711140216,2.4379824769995695,4.843409158717993,1.4519450565066054,Iris-virginica
+10,5.022051301035215,2.9857015578287824,4.48829092156083,1.6176466707030408,Iris-versicolor
+11,4.986493230322857,2.8733275872168904,1.4350479542459793,0.2111501372425536,Iris-setosa
+12,5.528543967744707,2.49006039999163,4.15243010242314,1.4739695568732374,Iris-versicolor
+13,5.935069370467648,3.0331662656218876,4.633216378317385,1.4405657980369309,Iris-versicolor
+14,5.6852960483908985,2.473156556161416,3.451097059241121,1.1745542007090364,Iris-versicolor
+15,4.994736710674457,3.2828656907401053,4.827845175722085,0.26796712674970047,Iris-setosa
+16,5.016904662492591,2.4881917109561758,4.875932019742773,1.9497538453919416,Iris-virginica
+17,4.749497909438424,3.3619432670772587,1.4646321201695014,0.20465435071446747,Iris-setosa
+18,4.990820393883076,3.030284544788648,4.770867612657147,1.754786585238677,Iris-versicolor
+19,5.863914136140824,2.938518527988136,5.009706159308424,1.809363529434516,Iris-versicolor
+20,5.905915831239473,2.6355641885931576,4.712864644693756,1.6746239462628352,Iris-versicolor
+21,7.227134675762173,3.124789901857093,6.246759592810242,2.050548663128678,Iris-virginica
+22,6.287321752327075,2.457461784353522,4.900847022643072,1.86358263276757,Iris-virginica
+23,5.193693603319851,2.3284136400706825,3.967678554030216,1.328932951830144,Iris-versicolor
+24,6.183628681393382,3.576182750007956,4.426727086514222,1.2650858037630934,Iris-versicolor
+25,6.188019655974128,3.0715558118802555,4.412408424143999,1.5810660599280923,Iris-versicolor
+26,5.555131028813562,4.118442647645272,1.4990974935929227,0.4305568843380315,Iris-setosa
+27,4.642235458048042,2.642312663332935,1.0735619303224688,0.1521499736469545,Iris-setosa
+28,5.190044543220683,3.571213847777515,1.4404541739415193,0.2290805560548601,Iris-setosa
+29,5.991754794865002,3.204675155602352,4.396486119594951,1.6323377763719764,Iris-versicolor
+30,6.408296978683957,2.8663592547935552,4.853141359073509,2.0361118539196736,Iris-virginica
+31,6.684482309677825,3.0352923757825314,5.165001383810558,2.098727169906975,Iris-virginica
+32,6.084467979072441,3.005790110556291,5.179793013836003,2.226798762990837,Iris-virginica
+33,6.0607010055460036,2.4910554586039995,4.471221040508281,1.860370488512644,Iris-versicolor
+34,5.970733463830027,3.148693904645179,4.540558498164021,1.7618870482667304,Iris-versicolor
+35,7.156186823297755,3.1528591645312263,5.722317453208795,2.1129093406082964,Iris-virginica
+36,5.227037386333692,3.8394422058013675,1.6240336485779574,0.3698768689298176,Iris-setosa
+37,6.007372492819568,2.9875018458833216,5.701305703107379,2.1901962501033925,Iris-virginica
+38,4.907462352105049,4.141391397402147,1.5941716904504895,0.325445510875601,Iris-setosa
+39,7.235368930758066,2.868729750048086,5.450347629358828,1.7937592185119458,Iris-virginica
+40,4.5905631893871846,2.856900409165888,1.6816309797724203,0.12301669149898178,Iris-setosa
+41,5.615306470318798,2.907194472346671,3.816910234102885,1.484623725492404,Iris-versicolor
+42,4.542073245187941,2.7444894555707,0.9906150414573629,0.17773889419852018,Iris-setosa
+43,5.199709496208343,2.8336485418944823,1.4303009090050947,0.2080408351955961,Iris-setosa
+44,5.041570994794077,3.236337322734475,1.457112879889394,0.3060929806652576,Iris-setosa
+45,4.593676388898343,3.132449050595757,1.379580352122275,0.057651116865321456,Iris-setosa
+46,6.919521050440756,3.015933003097516,4.757432117205383,1.4396526697086438,Iris-versicolor
+47,7.227967753292313,3.0837046527621723,5.617446235681156,1.898009662213351,Iris-virginica
+48,6.758627001257511,4.067057483396416,5.418392028045735,2.2988169462924963,Iris-virginica
+49,6.62718701714104,3.5853351783954883,6.06353719044132,2.3263873398714363,Iris-virginica
+50,4.652064246788675,3.3443620387559787,1.6402818049868924,0.35926333002152455,Iris-setosa
+51,6.290757038135097,2.5240007179515245,4.269568232281764,1.2853849818760958,Iris-versicolor
+52,4.829813789498355,3.327991040756202,1.7264998037797843,0.23559062559203756,Iris-setosa
+53,4.640703299442821,3.2555464197061723,1.3095144199079805,0.17714424760741387,Iris-setosa
+54,5.411089433502321,3.750592157035245,1.3865499786623248,0.2478167218057601,Iris-setosa
+55,4.88353990510477,2.8646432253480953,1.448571747720206,0.19834217172946073,Iris-setosa
+56,4.550248639382832,3.5906983421052425,1.3737318679879529,0.3492705952038202,Iris-setosa
+57,5.710975313304079,2.692756443177619,4.793142852833123,1.6040302181594817,Iris-versicolor
+58,4.587619659974952,2.9865824589025065,1.4102119125978525,0.17815922631895437,Iris-setosa
+59,6.089014572031994,3.084299601100263,5.003113865367842,1.5709739062908543,Iris-virginica
+60,6.523596422483609,3.488198936982888,5.761698235516392,2.3227254898356033,Iris-virginica
+61,4.823616885262721,3.302492385841405,1.5825452200583567,0.1826291731209001,Iris-setosa
+62,6.065723635713707,2.638141398623934,4.685117931033117,1.4260100218000675,Iris-virginica
+63,6.497905652632742,2.964091175108816,4.843199283195453,1.6053658931165684,Iris-virginica
+64,4.745979005867624,3.227379310695767,1.4663947920263865,0.1648217872456481,Iris-setosa
+65,5.44939866497229,2.8974688616603097,4.2764182443150665,1.1741169082402658,Iris-versicolor
+66,4.8841887702623765,2.065096898603943,3.3226150557803984,0.9989455599308019,Iris-versicolor
+67,5.178068677006091,2.7386761117241556,4.330384813878866,1.3267277408319722,Iris-versicolor
+68,5.115972644554517,3.3961130114752254,1.5796075652107815,0.20863176181359652,Iris-setosa
+69,7.555018124434076,3.0447626132449703,6.127055624987297,1.9811240568405628,Iris-virginica
+70,4.597818531740519,3.4738278029798457,1.5792451978561757,0.3336540230360705,Iris-setosa
+71,4.7731600738688735,3.4826022453714134,1.2841866464879752,0.2499067679565031,Iris-setosa
+72,6.209816927726098,2.6813284733012583,4.776336969776941,1.9144939101027956,Iris-virginica
+73,5.0296642512045135,3.1519483488431175,1.5028636902087908,0.25688651602697804,Iris-setosa
+74,4.311632298006525,2.572487224457882,1.2693284453629494,0.16788063124481278,Iris-setosa
+75,4.953685109591917,3.832836291277766,1.3704745874508704,0.23439379752719142,Iris-setosa
+76,4.957766378403873,4.127531544505161,1.5061029714523808,0.24262057817534596,Iris-setosa
+77,6.373872425815702,3.2320070337228137,5.240414595001082,2.0621765389538385,Iris-virginica
+78,4.775753514864926,2.4520022389159886,3.6407117735911205,1.407618826161381,Iris-versicolor
+79,6.575667351670973,2.924807131067322,4.181635837649847,1.378724305697737,Iris-versicolor
+80,6.832285265115674,2.714277279022527,5.496586915340492,2.0038155058018985,Iris-virginica
+81,5.521790066554901,2.8491062725296317,5.256790912586232,1.4076635871452412,Iris-versicolor
+82,4.667870698781197,3.145594978923913,1.491361174605906,0.06933346976415561,Iris-setosa
+83,6.40942019085278,3.1862983445418642,4.235164834179532,1.6167168385195565,Iris-versicolor
+84,6.556324630637917,3.101620539926615,4.982977396240783,1.4872833576149698,Iris-versicolor
+85,5.768697296365688,2.559017062985678,4.432408637816718,1.0716505763881916,Iris-versicolor
+86,4.730471182571658,3.06471274301909,1.5983025628535004,0.19319688275349634,Iris-setosa
+87,5.325629138149163,4.035190216028684,1.5548944561526183,0.1674360225286447,Iris-setosa
+88,5.057947960138211,3.2770659996604126,1.3784866449984143,0.19205042159399996,Iris-setosa
+89,6.315719939843951,2.7865462961942082,5.606564049729188,1.8053813121830462,Iris-virginica
+90,5.968938434975565,2.3195671550936554,4.336403894813005,1.5775829954304623,Iris-versicolor
+91,4.991661752555991,2.5308042631791516,1.3028102932942514,0.043465038762965286,Iris-setosa
+92,5.110094631805244,3.0052724548542895,1.6377878396072967,0.2952926254513265,Iris-setosa
+93,5.028713528390561,2.781661238284922,1.3527819267990517,0.2650224315961132,Iris-setosa
+94,4.341479059873838,2.99475572999538,1.6540312555628713,0.21005183499132724,Iris-setosa
+95,5.764058406469069,2.886526968824077,5.086541295258943,1.729377037520613,Iris-virginica
+96,5.694406077414608,2.7670949959260853,5.449377261268049,1.5349341027621652,Iris-virginica
+97,5.984151104638899,2.7099838365855806,4.026825910576649,1.0153590556210232,Iris-versicolor
+98,5.108169043655362,3.381041816174445,1.4884550808192951,0.2054435869416252,Iris-setosa
+99,4.474844411382847,2.819154845624966,1.4166939784305175,0.13440506389223617,Iris-setosa
+100,6.170245828723139,2.6843929032148273,4.9045914272516615,1.9207997529045913,Iris-virginica
+101,7.51388893018487,4.364085588734461,6.457855411575282,2.4131607946976543,Iris-virginica
+102,5.831810898005326,2.9312281464174803,4.894498939927368,1.765568309495498,Iris-virginica
+103,4.860227541974312,3.3057850901599357,1.534620509680061,0.17256892633633375,Iris-setosa
+104,4.835657380367815,3.074119200076513,1.60017998084571,0.306007309430821,Iris-setosa
+105,7.244821767164046,2.6947523628821344,5.6607491385296065,1.6993383795564088,Iris-virginica
+106,6.788751390739722,3.1805918915139473,5.556130854513113,1.717531602910553,Iris-virginica
+107,5.02690988297756,3.289501114050266,1.7347442625669538,0.1398232736817127,Iris-setosa
+108,5.90032266705048,3.0551063194633783,4.451644993001106,1.4845811201341346,Iris-versicolor
+109,7.006050334269246,3.7447506101252537,6.285093052301061,2.6711432171222382,Iris-virginica
+110,5.217931096523844,2.601095554224055,3.7447692396140573,1.1348505543405243,Iris-versicolor
+111,4.597617794544989,3.3263270045198836,1.4559770004176629,0.15031117664632676,Iris-setosa
+112,5.451117585890351,2.884640456821855,4.838805662134181,1.3151798555555916,Iris-versicolor
+113,5.932497446391294,2.7534106536667267,4.7199163702499565,1.4831226061054315,Iris-versicolor
+114,5.667401490225175,2.675632236103298,4.779762103240551,1.400754818068544,Iris-versicolor
+115,6.712150260211246,3.037171432673383,5.3259638538734535,2.1004689900762212,Iris-virginica
+116,4.727027655699817,2.905955075642136,1.3976047318495044,0.09949601739147881,Iris-setosa
+117,4.098672718310475,3.5717836204798985,1.2934583076184691,0.12658791452323243,Iris-setosa
+118,6.070520025706908,2.6870793940044746,4.232929360618226,1.3957772280902805,Iris-versicolor
+119,6.197332722474371,3.02643640631183,6.0541049874691435,2.0538751410408147,Iris-virginica
diff --git a/iris/tvae/1/2/test.csv b/iris/tvae/1/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/2/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/2/train.csv b/iris/tvae/1/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/2/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/2/val.csv b/iris/tvae/1/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/2/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/20/synth.csv b/iris/tvae/1/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..219950be88fa9edbd161da4186ac35badb62f905
--- /dev/null
+++ b/iris/tvae/1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.1580036244692,2.8163767547410115,4.753151713087698,1.6840157922826258,Iris-virginica
+1,6.588024538611798,2.895298241147312,4.399066887930921,1.3643392611924943,Iris-versicolor
+2,7.492400783424868,3.4000142437515946,6.228113160715499,2.238915985785249,Iris-virginica
+3,6.091559043063431,2.990387152175533,4.34060296973043,1.2346461359561967,Iris-versicolor
+4,5.0200536048362565,3.1002418336566717,1.6172870274578892,0.2946014166738886,Iris-setosa
+5,5.135765524759527,3.1301976538282235,5.000352394007216,2.2624453154884705,Iris-virginica
+6,6.306151111395799,3.544213247836358,5.375248039523769,2.3032993107699054,Iris-virginica
+7,4.886818783386145,2.170939079309947,3.7964445206072286,0.940579455776527,Iris-versicolor
+8,5.3073500332057515,3.458473454337573,1.5178801201273109,0.08789369446357553,Iris-setosa
+9,7.090407578642867,3.3611366591339045,6.093602004266411,1.9829990534220243,Iris-virginica
+10,4.854185810082246,3.370704977082031,1.6820578361392948,0.29499166074480276,Iris-setosa
+11,5.5985080707627475,2.169714808296715,3.9499179136427425,0.9666151347284702,Iris-versicolor
+12,6.313208139716848,2.5530863473926444,5.652000543490164,1.8743136001614773,Iris-virginica
+13,4.629081121307175,2.920490038210204,1.3070813926510492,0.18398664981237173,Iris-setosa
+14,5.417421411215376,3.958639055703417,1.3564769689008425,0.4296694127731194,Iris-setosa
+15,5.805938863616728,2.779578415897785,3.981653962111536,1.453839289039529,Iris-versicolor
+16,5.003208856026078,3.546498459591627,1.3725935021749662,0.20566219534574157,Iris-setosa
+17,6.184543733305807,3.26544798295012,4.70437941091437,1.5393049290556626,Iris-virginica
+18,5.472659307012334,2.508727860564413,3.878398576822713,1.0317612382993389,Iris-versicolor
+19,6.052891784884224,2.8317338066717523,4.487312828239474,1.7487250010008248,Iris-virginica
+20,4.977673444202749,3.4097840442088363,1.4055234579250124,0.26032240891454966,Iris-setosa
+21,4.592682854963892,3.2239961645477098,1.3141623427341411,0.12268167497926954,Iris-setosa
+22,5.782371500106823,2.7032793715679255,4.831657059239509,1.4625876232010624,Iris-virginica
+23,6.112830590888663,2.2800277056918015,3.9155488547671076,1.0764183900132895,Iris-versicolor
+24,4.8208124707773985,3.0172908108357523,1.4751875624349757,0.16973005763565868,Iris-setosa
+25,5.847702804538658,2.781345332545266,3.82364614673768,1.5211021491175827,Iris-versicolor
+26,4.744430935989402,3.4580778712137747,1.3709361908137618,0.12385376472612383,Iris-setosa
+27,6.525231275088184,2.7137976652073394,4.812045746727601,1.5253933978926977,Iris-versicolor
+28,7.184628836764862,3.1973529223402037,5.738180285116927,1.7838075237796625,Iris-virginica
+29,6.1835148625832,3.1277450627590544,4.968203434760349,1.7857546711984464,Iris-versicolor
+30,5.291091156843619,3.717494899536065,1.3877200260225553,0.3464351031288016,Iris-setosa
+31,5.9133577980951255,2.754625046940909,5.519138192812425,1.9327102119150896,Iris-virginica
+32,6.560252551255642,2.5054887439101847,4.976114672261754,1.6538546608168698,Iris-virginica
+33,6.3326542629145,2.918336966838941,4.595577549750997,1.4402313971150684,Iris-versicolor
+34,6.8881213417899225,3.356871274930457,5.712574956182744,1.85896943634633,Iris-virginica
+35,4.238087977345893,2.979097638914328,1.3097099104610883,0.13816321368257634,Iris-setosa
+36,7.002182940394879,3.0481364770413037,5.704863500055615,1.980243538681806,Iris-virginica
+37,6.098047754900479,2.773905664856798,5.449018290475349,2.0679190926552984,Iris-virginica
+38,5.1044785147211975,3.950740880203445,1.5682986928130451,0.2114741294406176,Iris-setosa
+39,6.87817758083039,3.043830559965515,5.189649131334276,1.6089928468014678,Iris-virginica
+40,6.356415105946932,3.176874478772873,5.287316634341001,1.9160484958569473,Iris-virginica
+41,4.666425931852257,2.913152213011186,1.3984595918369938,0.1157059347531702,Iris-setosa
+42,4.7985236477876905,3.1794705256632394,1.3957505562285129,0.21983491341795955,Iris-setosa
+43,7.633235529979807,3.888782752769989,6.280952809457327,2.4062064125961804,Iris-virginica
+44,4.979479767628468,3.267948075714374,1.397134937382222,0.1842989703543237,Iris-setosa
+45,5.664788250207568,2.9208724205975685,5.106849074587457,1.9433732849254635,Iris-virginica
+46,6.53377910586085,2.9099701312882233,5.072203210156957,1.7729361025518955,Iris-virginica
+47,5.3568658043546264,3.0163926699395027,1.4862538943395927,0.4010879953883238,Iris-setosa
+48,6.268765032753702,3.180708496997767,4.722032020162463,1.9219672003374533,Iris-virginica
+49,7.029573334991477,2.9500229248110696,4.618856599279356,1.6593099538712832,Iris-versicolor
+50,7.157271043883855,3.4131442509497543,5.578093684686983,1.9992311719370819,Iris-virginica
+51,6.769346639551559,2.565107040912963,5.546640242079677,1.6531001024162342,Iris-virginica
+52,5.9046656344732,3.1936518591877294,4.681854882054424,1.124465741071667,Iris-versicolor
+53,7.329751208486039,2.91172241310965,6.116434046863333,1.782995530679052,Iris-virginica
+54,5.1519706227109765,2.851150221622856,4.2718943221261,1.6976491555972553,Iris-versicolor
+55,5.563230031685624,2.894674920569695,4.318763707029722,1.1765790870210966,Iris-versicolor
+56,5.548989529111961,2.8758832039591615,4.2668325098812225,1.0312504873504649,Iris-versicolor
+57,7.028132008732454,3.2238717964231713,4.963538097378114,1.635935445298428,Iris-versicolor
+58,5.0656831631040635,3.2183491453248245,1.296866167977078,1.0457694720975126,Iris-setosa
+59,6.814120336366317,3.1972887970028383,5.770675430802442,2.2291072679685895,Iris-virginica
+60,4.4261415107580016,2.9131713099202106,1.4971489836673715,0.08938651174470363,Iris-setosa
+61,5.991144241645579,3.1517418917111466,5.237504176863305,1.4315014790662044,Iris-versicolor
+62,6.061024523825635,2.9079112518445833,4.432381541243405,1.233538077207657,Iris-versicolor
+63,4.4280244935157125,2.7958685395927643,1.4362637298776686,0.18322609882381075,Iris-setosa
+64,7.2227729077332565,3.297781091980575,6.536673609946873,2.26776915784041,Iris-virginica
+65,4.990300853860709,3.4278035087094056,1.5331310832257616,0.1890265556659046,Iris-setosa
+66,6.342073080268844,2.82789215497684,4.822037253027052,1.4687423238278996,Iris-versicolor
+67,5.267555606405417,3.4009046208996074,1.6775253567817054,0.33486122466633206,Iris-setosa
+68,6.342090317995577,3.0405758335475017,5.527208121700379,1.6081434565959647,Iris-virginica
+69,6.878935163242989,2.9577522743559346,5.558620486847097,1.7370044102053965,Iris-virginica
+70,4.539932691175772,2.8359365524031754,1.2723971302262351,0.21844809623304995,Iris-setosa
+71,6.52650016662813,2.877784146772933,5.1124065933308085,1.6416575171986016,Iris-versicolor
+72,5.6460169853291,2.940141455741194,5.31351904123147,1.8835529861481666,Iris-virginica
+73,5.676572522622628,2.9702872565261593,4.941220805759677,1.647113230612672,Iris-versicolor
+74,4.993026510831817,3.247056169245787,1.6614734218699694,0.1753805099557048,Iris-setosa
+75,6.075042902454879,2.6178110262056253,5.578466702150915,1.776691166931313,Iris-virginica
+76,5.267507140037612,3.448862119562616,1.6645955961427314,0.09604735787265231,Iris-setosa
+77,6.592349244659908,2.71669286786442,5.3768473405998645,1.719656714804096,Iris-virginica
+78,4.873113906937306,2.7741081212362717,4.369954247619761,1.3095170539069287,Iris-versicolor
+79,6.3940996549932025,2.7448672264029788,5.102352176527919,1.805353511172724,Iris-virginica
+80,5.342170648553191,2.583651473141226,4.711288546444759,1.468945908631801,Iris-versicolor
+81,6.419210643844524,3.043256223648431,4.377064509788481,1.2517427826479,Iris-versicolor
+82,4.778972796113953,3.4424936515627977,1.6687893634715616,0.33245622060830765,Iris-setosa
+83,4.866525441052069,3.2829650175529754,1.385272949744165,0.17427700269273222,Iris-setosa
+84,6.242948370682825,2.8659075729484464,5.252752627419075,1.667602553982117,Iris-virginica
+85,4.993198389478396,3.65541296956373,1.706183940184388,0.2595948556166459,Iris-setosa
+86,4.926531540592922,3.2782272663745986,1.4176034914970654,0.14360790604628154,Iris-setosa
+87,4.735102393168907,3.315049398422772,1.521013354953562,0.1215269615155102,Iris-setosa
+88,4.949189812607397,3.3156812888777116,1.404613372733819,0.25041673695014266,Iris-setosa
+89,5.590429324938872,2.796112618201662,4.9844999707561675,1.9640383283127032,Iris-virginica
+90,4.456980448006325,2.3206240917050907,1.2411884310529238,0.1245141183726019,Iris-setosa
+91,5.676847040177371,2.821259575255597,4.154885792849279,1.659209456906623,Iris-versicolor
+92,5.771873424038318,2.8900411358859532,4.621416729943161,1.6825172491714997,Iris-virginica
+93,4.874887911281087,3.2777854699155973,1.3970880706758595,0.2647975430196505,Iris-setosa
+94,5.7042293219399784,2.844661739851411,4.5702214494139906,1.552807409230279,Iris-versicolor
+95,5.958330207842099,3.001941436607434,4.813606164329466,1.7270260953811083,Iris-versicolor
+96,6.33289497644205,2.647927759016863,4.001936963103904,1.0929773158648208,Iris-versicolor
+97,7.0897698550452946,3.228115678480937,5.665571783383166,1.6491876171448863,Iris-virginica
+98,5.774854531377209,2.6196804979964887,5.228848903583782,1.7352370869828253,Iris-virginica
+99,4.7471050605541105,3.3239582708604636,1.1240395433777706,0.2466763952893925,Iris-setosa
+100,6.476563462135914,3.0037276427260426,5.049083431951715,1.30750015672453,Iris-versicolor
+101,5.091350480494259,2.8776669168125797,1.3537328722839326,0.15890634139421653,Iris-setosa
+102,4.786557187408135,3.084905350380476,1.5060262368999777,0.14642575417487425,Iris-setosa
+103,4.525474194115148,2.8866212382111827,1.4835286557806286,0.09378971025445124,Iris-setosa
+104,5.835969520982362,2.862336656602757,5.213355892519167,1.826423851143251,Iris-virginica
+105,4.897349700920623,2.932920962422425,1.5184867046417732,0.13552223211453013,Iris-setosa
+106,5.733509529861481,2.8166769685556905,3.490603892807776,1.2005017089373502,Iris-versicolor
+107,6.558905936209357,2.814047664455171,5.1461657758993535,1.6540745863666864,Iris-virginica
+108,6.413450422301378,2.739629023042353,5.238785717985663,1.593595070305979,Iris-virginica
+109,5.534745361720159,2.9942754518182504,4.342519685627333,1.4550112899984071,Iris-versicolor
+110,7.074590641169461,3.09316455718173,5.822282296242252,1.9956574204015762,Iris-virginica
+111,4.955406157432183,3.0980243448397133,1.6066588359447884,0.26231400287324125,Iris-setosa
+112,5.523343962484418,2.502818096412719,3.9113666128424254,1.2922946930033121,Iris-versicolor
+113,5.233372112834649,3.775891868923929,1.5970455712073592,0.38218790623906396,Iris-setosa
+114,5.276630124955655,3.319523111371699,1.3114953194871897,0.2083145122097186,Iris-setosa
+115,6.307469016426588,3.143177294594261,5.207051507895097,1.9335542756844455,Iris-virginica
+116,6.549106031070699,3.0365602323938172,4.962552566540174,1.5323858152000673,Iris-versicolor
+117,4.711650934979797,3.061805301178509,1.3071342142719262,0.12543998573145326,Iris-setosa
+118,6.04853709932291,2.613155687189609,5.129031023453359,1.6909552039137827,Iris-virginica
+119,5.503123490956671,2.957088973572864,4.061481354675964,1.2823701266958123,Iris-versicolor
diff --git a/iris/tvae/1/20/test.csv b/iris/tvae/1/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/20/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/20/train.csv b/iris/tvae/1/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/20/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/20/val.csv b/iris/tvae/1/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/20/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/21/synth.csv b/iris/tvae/1/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4088e2ee71492616875ce7c24e2c89141b929b46
--- /dev/null
+++ b/iris/tvae/1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.861624814027559,2.7105071513855346,4.977853493783038,1.2417772775581608,Iris-versicolor
+1,5.388390334622942,3.0022797552384217,4.244501887263739,1.53195823994612,Iris-versicolor
+2,6.252271119146092,2.4227799223829214,4.485488369105652,1.3240304469274082,Iris-versicolor
+3,6.594100721848875,3.006742274392776,4.956742684460272,1.4386834283641594,Iris-versicolor
+4,6.200206985596422,2.566653707803084,4.8996101502356,1.6618535072777143,Iris-virginica
+5,4.698636359927079,3.097781936844146,1.3394906136926004,0.3045986804004757,Iris-setosa
+6,5.526951886673721,2.5816830284952252,4.610501817056843,1.0919635649462098,Iris-versicolor
+7,6.3243491681468385,2.918630435707153,5.68001634890119,1.7614222293708823,Iris-virginica
+8,4.587902500887785,2.773358499442225,1.4282010286040834,0.12846371737083492,Iris-setosa
+9,6.806676818142503,3.163386497796677,5.858536443358478,1.7932849997477245,Iris-virginica
+10,6.089285485763893,2.672468603824113,5.387069817289354,1.6856627395767698,Iris-virginica
+11,7.265481134732097,2.773172018846148,5.132205738033891,1.7741306234940424,Iris-virginica
+12,5.285538930123622,3.246824684671285,1.5509852705439886,0.1583615866084634,Iris-setosa
+13,6.2827219087641835,3.1155155225460858,5.112705686833726,1.6286733730230234,Iris-versicolor
+14,5.886184904525628,2.991963088522749,3.8798517422907928,1.4049175668312706,Iris-versicolor
+15,5.075525926456861,3.4257558815367366,1.38554617170358,0.3538857174428799,Iris-setosa
+16,6.393829034046195,3.188634954430327,4.85361612165539,1.691794670090798,Iris-versicolor
+17,5.627816551461087,3.0671007843800617,4.344676236897869,1.438471629770595,Iris-versicolor
+18,6.788581591563999,3.094646147607697,5.796889567844909,2.1382870318107163,Iris-virginica
+19,4.976194935016892,3.105966213494673,4.5052227060636625,1.3074665058150576,Iris-versicolor
+20,5.936808603326036,2.544474359896967,4.426252606013405,1.6419946535065288,Iris-virginica
+21,5.82376864103441,2.9774124685795154,5.062935144177179,2.0404661920947764,Iris-virginica
+22,5.384071778257938,2.599277280512508,4.7534307077204065,1.7884089225820266,Iris-virginica
+23,4.793214338851206,2.8462903120221528,1.1560745948360829,1.2493298357378744,Iris-versicolor
+24,6.28674678885677,2.962981096136721,4.334493660084088,1.346256345432055,Iris-versicolor
+25,7.1659864889724805,3.136025168983118,5.736794062640946,2.248897197535971,Iris-virginica
+26,4.574367274794505,3.125215582657833,1.247160143800784,0.30929774960126166,Iris-setosa
+27,5.071450237809958,3.271831487903602,1.3812293858957472,0.26644650668037523,Iris-setosa
+28,5.273630327427727,3.3504105987180615,1.516281375279665,0.2632022031268323,Iris-setosa
+29,5.0823565515908795,3.237244191802629,1.2914218599757001,0.23052993666234997,Iris-setosa
+30,7.225327217691982,2.8362574160251848,6.155829542285727,2.09737827958986,Iris-virginica
+31,6.009445351509525,3.0377540690870632,4.210701074651771,1.296045920337123,Iris-versicolor
+32,5.586544351327218,2.9984024820367643,4.452268342881309,1.2034358037862134,Iris-versicolor
+33,6.072535078877492,3.391198636749647,4.1756490283619705,1.2947412640909275,Iris-versicolor
+34,5.173405255680746,2.8431629066176116,1.3108665444692442,0.006123542931855852,Iris-setosa
+35,6.169816594344651,2.9443889258934806,4.691000692412446,1.7652367111792002,Iris-virginica
+36,5.055751497009289,3.2597845736408857,4.735644594436604,1.7172080505789187,Iris-versicolor
+37,6.78429244113909,2.6427259549900994,5.137013683698278,1.6163515313320258,Iris-virginica
+38,4.528871886538974,3.1987410089321178,1.1690089171864984,0.11328620304159642,Iris-setosa
+39,6.794056348032999,2.5462384147381463,5.029885933775135,1.7520160278714954,Iris-virginica
+40,5.067357126412164,3.3469143745555803,1.5727249474203502,0.35670552793300736,Iris-setosa
+41,5.821307776224551,3.0997892667968823,4.796453842073387,1.2525926080568932,Iris-versicolor
+42,5.11528875850657,3.078227193484046,1.5796042478169499,1.4138476897091208,Iris-setosa
+43,5.526342488380849,2.962978006286868,3.6345740793224515,1.5988326911716146,Iris-versicolor
+44,6.142285598481073,2.6560341680841297,4.66227279274735,1.3324367262473948,Iris-virginica
+45,5.7292992352798935,2.7805621657592283,4.02155866061922,1.2294449136150472,Iris-versicolor
+46,6.331140514814635,2.8410818798373016,4.650063329023082,1.5579788565241521,Iris-versicolor
+47,6.7866312000545,3.2095767839901295,6.318017443400134,2.046002087691103,Iris-virginica
+48,6.280421424704729,3.0167908797621017,4.28116398799404,1.6658718236063177,Iris-versicolor
+49,5.061376280926011,3.587280697939224,1.3276959621917623,0.24417856983854586,Iris-setosa
+50,5.048851296453648,3.2320945842903095,1.419410253530969,0.2690152726110128,Iris-setosa
+51,5.783342663272846,3.0242423806640475,4.932255718135909,1.418681362427161,Iris-versicolor
+52,6.139069982205218,2.9434339938051637,5.268536707665062,1.6865096927594536,Iris-virginica
+53,7.709826077196907,3.0350171383018343,6.384974296381275,2.2241681907151998,Iris-virginica
+54,5.954881322535121,2.368914930709844,5.272741900017773,1.6364075011209636,Iris-virginica
+55,4.707627129309946,3.16800238469346,1.4169022819984105,0.20007462793943306,Iris-setosa
+56,5.586839093886849,1.8663655607064138,4.218404735872225,1.0890546598672977,Iris-versicolor
+57,6.0271726454382275,2.627673608960508,4.151090475431551,1.587899833970822,Iris-versicolor
+58,5.043077612209027,3.882513758167308,1.6149210851289935,0.32052610794714215,Iris-setosa
+59,6.880334951268832,2.8951534600140576,5.490370328002143,1.7036202083554632,Iris-virginica
+60,5.034776800278898,3.5138173629110745,1.4285953189700111,0.43409332722021576,Iris-setosa
+61,6.290481586724228,2.7453284036988297,4.3135954977782145,1.5534432611740554,Iris-versicolor
+62,6.4612419535220615,3.0161655202315636,4.656984805643064,1.566974867773545,Iris-versicolor
+63,4.918681074741185,3.7771230541186886,1.4368320789094293,0.3552033991916458,Iris-setosa
+64,8.381676538572666,2.7465686669477596,7.210215953310637,2.055953248980798,Iris-virginica
+65,7.077128543530052,3.1429968214211352,5.7298242741590055,1.998884161888997,Iris-virginica
+66,5.802697392443829,3.0136708629446454,5.089754439170998,2.1083705716424097,Iris-virginica
+67,5.994160068585064,2.8822209898031836,4.704174429239254,1.3469805616033304,Iris-versicolor
+68,4.847990690218656,3.0248489361057094,1.4074214888170709,0.13848687201077492,Iris-setosa
+69,5.280516910702207,3.0318172687105482,1.355605064298561,0.13938528932567035,Iris-setosa
+70,6.868430227658786,2.9402713048529723,5.624419314878614,1.8209560900277095,Iris-virginica
+71,4.981823496481847,3.4094483006665803,1.3428920763848087,0.26386056679371966,Iris-setosa
+72,6.759764443681125,2.567148349787429,5.512166580880781,1.6519435884782872,Iris-virginica
+73,6.395162633377995,2.70182876412341,5.241319427603959,1.5889198278967358,Iris-virginica
+74,5.191284733432824,3.2798010046287516,1.3548702731083204,0.2658939231829821,Iris-setosa
+75,5.411685657496618,3.6159133029405646,1.5559387838763008,0.22024650010747016,Iris-setosa
+76,4.9737140903597625,3.2216803425946994,1.4521832144813311,0.2724600681497105,Iris-setosa
+77,5.991038554697829,2.874640528866475,5.837615560938325,1.5166971531764633,Iris-virginica
+78,5.840544315144501,2.783562002551733,4.008646219038441,1.5327191803674285,Iris-versicolor
+79,6.014697354398934,2.9227030837244428,5.079915960167318,1.365640508139466,Iris-versicolor
+80,7.302580490150145,3.380707267349842,5.78924177812063,1.7864282154982842,Iris-virginica
+81,5.650813840222528,2.8473578327361366,4.659477473756628,1.56305785547425,Iris-versicolor
+82,5.610389077895459,2.950073963253619,4.992570970427899,1.5251931624896222,Iris-virginica
+83,6.854802706705439,3.1420766389760235,5.733146774871029,2.3708553230582377,Iris-virginica
+84,4.930370682252654,3.1702213387253275,1.4235431939289205,0.1742714857147823,Iris-setosa
+85,5.262520508218103,3.8976636723481377,1.6704095635638763,0.27090887095774957,Iris-setosa
+86,5.356435498497886,2.600109365738527,4.614202890944812,1.421422797300221,Iris-versicolor
+87,5.015989097599356,2.7657978289146783,4.8572395719089405,1.5286022070870884,Iris-versicolor
+88,6.718421361461379,3.5980965685837223,5.489368408011875,2.27657719825212,Iris-virginica
+89,6.31695321165461,2.971691453361888,5.286413362556441,1.458906134588988,Iris-versicolor
+90,7.349801455537781,4.069784445552052,6.171819122917215,2.7539740651184674,Iris-virginica
+91,5.637978647460028,3.726532641450844,1.7854052040342878,0.40657951604529274,Iris-setosa
+92,5.4295263052903335,2.8882006796538353,1.398219103286006,1.3403210699387422,Iris-versicolor
+93,5.230427477641737,3.2364133630092873,1.4311233961182641,-0.018371548276915672,Iris-setosa
+94,6.247967729951016,3.278962442126235,4.22444913326313,1.5932787935224442,Iris-versicolor
+95,5.071710876870483,3.1311585914714493,5.016798978009101,1.5322933407362973,Iris-virginica
+96,4.805690762297813,3.0802685669339023,4.23265478845148,1.417966456446718,Iris-versicolor
+97,7.271978006423339,2.6341192814154746,4.780108279138495,1.4801348339258609,Iris-versicolor
+98,5.067612230012009,3.4230108827905403,1.4243472645640713,0.23990170608302486,Iris-setosa
+99,4.930777771078233,3.2469364995732857,1.2369488900051944,0.21955081063695098,Iris-setosa
+100,4.581357556819211,3.0551427597240464,1.5275142350234923,0.15853157222153397,Iris-setosa
+101,5.717018146326127,2.434249997658275,4.002150428807322,1.200743456885187,Iris-versicolor
+102,5.619851419401746,2.943834936920878,5.101281759100457,1.4145493267775842,Iris-versicolor
+103,6.236878726130483,3.096905245296572,4.371672985297357,1.582204457829206,Iris-versicolor
+104,5.168990995028132,3.5597383066892445,1.3379043826596773,0.5385612100298451,Iris-setosa
+105,6.118925852667632,3.0630144276872016,5.139823961405417,1.777259834687499,Iris-versicolor
+106,5.2901717598153715,2.9264765142893996,4.619659942477828,1.5643468498955924,Iris-versicolor
+107,6.961189860270423,3.01748828105068,5.201966910228025,2.222191776685995,Iris-virginica
+108,5.325690018352944,2.4404778367946163,4.3787898963107015,1.0370858904421265,Iris-versicolor
+109,4.666174283780589,2.075682429903092,1.4760678247849657,0.03843712771382918,Iris-setosa
+110,5.316362001942244,2.5374938056463323,3.71772892885555,1.052463396469152,Iris-versicolor
+111,5.1789030085235535,2.514011604748907,3.6390586838993033,1.172746252215984,Iris-versicolor
+112,5.331499696169363,2.9388351986871237,1.3544759387576137,1.4274300755253502,Iris-setosa
+113,4.980642714297248,3.018684589560151,1.404422857494052,0.2687917985955853,Iris-setosa
+114,5.35411357981225,3.7191108361443823,1.2824094804435247,0.35403197417652044,Iris-setosa
+115,6.673090475481616,3.0645941391742992,6.244175298030363,2.3479505485643766,Iris-virginica
+116,6.740208581483066,3.6310479454998164,5.509504849071318,2.434142128464667,Iris-virginica
+117,5.697655200799212,2.778116271287904,3.343975679848861,1.252164277607927,Iris-versicolor
+118,6.504311253003154,2.765935203269479,4.396497984478928,1.386854166386401,Iris-versicolor
+119,5.567199330748702,2.713963083568052,5.296430833152358,1.766348746457051,Iris-virginica
diff --git a/iris/tvae/1/21/test.csv b/iris/tvae/1/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/21/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/21/train.csv b/iris/tvae/1/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/21/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/21/val.csv b/iris/tvae/1/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/21/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/22/synth.csv b/iris/tvae/1/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..01159fc3f3a79ce15588758e57f6b6178e26b745
--- /dev/null
+++ b/iris/tvae/1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.211015384544763,3.294641389743355,4.410639423204752,1.2553367375997997,Iris-versicolor
+1,4.6810910584909315,3.5900608513965375,1.6574624049536908,0.32087013063952113,Iris-setosa
+2,6.852785376538013,3.0731512614053935,5.6066384269928955,1.9188874106244398,Iris-virginica
+3,5.180975226983134,2.613152221480979,3.7469289589816928,1.194387878355792,Iris-versicolor
+4,5.755226623117372,3.248448643589908,4.229652304408665,1.4600528509275392,Iris-versicolor
+5,6.227541282091288,2.561982159613796,4.772992573011654,1.5064891259500588,Iris-versicolor
+6,6.809837045295012,2.7228546762499977,4.67824165827811,1.60824425338842,Iris-virginica
+7,4.5028038850324705,2.5153210754092297,1.3272119333348211,0.11966055733504943,Iris-setosa
+8,6.098980615039646,3.038135608823335,4.692428170186458,1.767538148750255,Iris-versicolor
+9,5.096844010957623,3.3508018689058328,1.4065730406649763,0.34815641945266107,Iris-setosa
+10,6.214425650556293,2.485321907440847,4.526465743444116,1.2805109399790109,Iris-versicolor
+11,6.254302600931645,2.996066938707295,5.174387486843408,1.456287757486563,Iris-versicolor
+12,4.838046172598997,3.148817311843587,1.3299882733030595,0.24094697024031647,Iris-setosa
+13,4.806247760428063,3.5182991484939143,1.4911448787588386,1.3792675672310675,Iris-setosa
+14,5.646028931376084,3.0075741875192707,4.297044116329315,1.4037415068440817,Iris-versicolor
+15,4.893463827520188,3.420518272737679,1.4558261096371479,0.26906013692858466,Iris-setosa
+16,6.74155305839577,2.8823186276398514,4.80983267146895,1.5401774320467891,Iris-versicolor
+17,5.081387239673279,3.1287225618046604,5.460004526292018,1.4903713207659752,Iris-setosa
+18,5.313009942431592,3.2951173674306737,1.2627603962975518,0.32306072819516396,Iris-setosa
+19,5.846565124005868,3.036359113439111,4.930249090222497,1.311610270904667,Iris-versicolor
+20,6.4719251478004365,3.1368703200400825,5.224530755027624,1.9680120635928864,Iris-virginica
+21,5.027266753343499,2.46910798980909,4.247818374882925,1.439378006445475,Iris-versicolor
+22,4.81189611968547,3.575626712604037,1.611640481238717,0.2469827430825482,Iris-setosa
+23,5.066389486092567,4.209795142804785,1.8339707005449808,0.31390813602265216,Iris-setosa
+24,7.272304863614544,3.3685879569776906,6.737043340616161,2.074440510443634,Iris-virginica
+25,6.170496687622376,2.8355187516960236,4.753053155062828,1.6156179499466303,Iris-versicolor
+26,6.204841450480034,3.020080691482694,4.009728123995612,1.256748812544538,Iris-versicolor
+27,6.270403016903699,2.724431097506153,4.5009102142528015,1.76578409713996,Iris-versicolor
+28,5.828361915578848,3.083893967546979,4.1258797270873,1.6602713659941049,Iris-versicolor
+29,6.146568427273446,2.75651684712628,4.023882357954302,1.4143329218978604,Iris-versicolor
+30,6.479876606369469,2.7703169836308144,5.15858918778656,1.7457331799962836,Iris-virginica
+31,4.261824632304259,3.1972983420795793,1.1727749816248394,0.12650830418395373,Iris-setosa
+32,6.274089540526771,3.0755346727146993,4.178776407065135,1.5293012868709268,Iris-versicolor
+33,6.0058285164882355,3.4575059957314407,4.889903689752209,2.0764861458724426,Iris-virginica
+34,5.973334246757844,3.2019268119936575,5.326241635138274,2.5886457559667546,Iris-virginica
+35,6.965581743403394,2.8644829876137727,5.018309281302262,1.8441503915874482,Iris-versicolor
+36,7.031373513298928,3.3689763014710756,5.489418389256964,2.0274904704840377,Iris-virginica
+37,5.669730448782939,2.6618300664078207,3.7956151503890654,1.3596539104819456,Iris-versicolor
+38,5.272019537407927,2.1313438593092098,3.555759842551864,1.1173821254653693,Iris-versicolor
+39,5.693297062466415,3.033679425953218,5.228556077821628,1.5661940590676153,Iris-virginica
+40,5.992348920110133,3.2474427148425757,5.121339665480297,2.139393816287492,Iris-virginica
+41,5.163568017200992,3.2658514771659433,1.3668559014747004,0.23217957868207012,Iris-setosa
+42,6.863714557534122,3.1937799129735454,6.043823611480166,1.7919952925542333,Iris-virginica
+43,4.779090703999604,3.4640316049764337,1.5264402384524103,0.3077136770421312,Iris-setosa
+44,5.759581363474772,2.896290376065592,4.46311325057972,1.5011980838074794,Iris-versicolor
+45,6.0824648045514165,3.0210331905978753,3.978415589892249,1.5708287097678424,Iris-versicolor
+46,5.356705198840548,2.7347121640761767,4.16303375227442,1.1603810417885643,Iris-versicolor
+47,4.790619036594208,3.134049100394538,1.2860377881915823,0.23702191714988963,Iris-setosa
+48,6.266886023489924,3.045625810250733,5.165335468553921,2.0167234512802854,Iris-virginica
+49,5.301818855662126,1.9987997339881602,2.9810706139895187,1.0362017889253117,Iris-versicolor
+50,5.797371422309672,3.94299881632296,1.498367925179743,0.4122315006398702,Iris-setosa
+51,6.756654983487481,2.8173625082912443,5.259229329549765,1.7779722921933052,Iris-virginica
+52,6.66472715936132,2.894790806957839,5.809577081344537,1.930976171148928,Iris-virginica
+53,5.945903389616605,4.477010496690482,1.5544201973303788,0.365541773546201,Iris-setosa
+54,6.3336996832946255,3.0219167133461498,5.2101496347631535,2.006728557890256,Iris-virginica
+55,5.537845098522297,2.9950596780950915,4.6960279845754185,1.18495361874339,Iris-versicolor
+56,5.980142891899762,2.9115564312045197,4.668718226856387,1.2499077458983243,Iris-versicolor
+57,6.306369057095231,3.286577978722046,4.592207656325697,1.2918034320220277,Iris-versicolor
+58,6.6659223171447435,2.9055994439766533,4.855114882222999,1.7845535989333632,Iris-virginica
+59,6.715450910384768,2.8284302011223663,4.9804689216021165,1.7351457638851369,Iris-virginica
+60,6.94659518413577,3.376468698386687,5.790173063419039,1.8851739088291328,Iris-virginica
+61,4.7076407747637425,2.9914066530874437,1.3533030888013442,0.07274076149377987,Iris-setosa
+62,6.512364383280975,2.7330017740660666,5.80200150360561,1.732619080683773,Iris-virginica
+63,5.161409765163356,3.826526855142986,1.5810545647657108,0.1369715875221574,Iris-setosa
+64,6.727523319322502,2.8008838828425393,5.173073852007259,1.6671194804101148,Iris-versicolor
+65,5.0426856976092775,3.294271489262902,1.4733270058483021,0.29864024813076834,Iris-setosa
+66,7.032880194464727,3.1578130713534205,5.1024414659724995,1.5115399829832268,Iris-versicolor
+67,7.056441863950518,3.40402693543111,6.192819674513773,2.6294357352848836,Iris-virginica
+68,4.559641978710024,3.3395084643030244,1.1350514510764427,0.09826987662443337,Iris-setosa
+69,5.711119645371652,3.2268448330060893,4.916622999711861,1.3285029783850857,Iris-versicolor
+70,4.75851786913959,3.104533077682331,1.3246826384026478,0.3039092333973956,Iris-setosa
+71,6.643282245234466,2.7640145415771977,5.044593125727505,1.5325368409324012,Iris-versicolor
+72,5.594139337056498,3.1332890641683857,4.54662657828763,1.3747729382735672,Iris-versicolor
+73,4.349287814961623,2.3244293377269174,1.095629965830489,0.12284639231453992,Iris-setosa
+74,4.9226184692932975,2.8647110077500417,1.4395975811633754,0.23573899621532265,Iris-setosa
+75,5.026492296073634,3.3542065111576354,1.428509369665723,0.32325052681784905,Iris-setosa
+76,4.699817934209012,3.097245098122562,1.4024120206130148,0.13323739602912243,Iris-setosa
+77,5.11026199566183,3.8296772795536618,1.4796998276717446,0.2758033276849424,Iris-setosa
+78,5.3680016963732085,2.743358676784294,4.241348010413382,1.117912764389229,Iris-versicolor
+79,5.284762424190219,3.769151287030697,1.456111759476389,0.25843446600568754,Iris-setosa
+80,4.985438567451405,3.1624348543819947,1.1862050863076088,0.3130504085919511,Iris-setosa
+81,7.245661817542645,3.1635248037533055,5.593617006365737,1.9245753599321167,Iris-virginica
+82,6.581170455079101,2.4405157785661378,4.603805645424191,1.66647208593954,Iris-virginica
+83,6.3579317657853975,2.9130439622225177,4.758686894144124,1.8263891043239093,Iris-versicolor
+84,6.127019112835764,2.89396514787768,5.350541521992574,2.1922395515215287,Iris-virginica
+85,6.174703984497311,3.3686836046302937,4.402723881346363,1.255115546502085,Iris-versicolor
+86,6.189453560337712,2.5760473530829633,4.522618169169477,1.2744208329140412,Iris-versicolor
+87,6.5891108138237495,2.4969774653592895,5.5623909384190755,1.8662947552821372,Iris-virginica
+88,5.16229460414341,3.436541143663906,1.5403092169437023,0.10131744696199577,Iris-setosa
+89,6.020749410276317,2.9896237530035097,4.507823425221167,1.1802245063641914,Iris-versicolor
+90,5.62927514135735,2.4654813413857366,4.236371610028431,1.2350149575705323,Iris-versicolor
+91,5.2884049019476995,2.476678980926804,4.049488177831292,1.010502078014386,Iris-versicolor
+92,4.974697639458783,3.7059830192043908,1.668183176642761,0.33691322609321517,Iris-setosa
+93,4.881957596453871,3.2234063241331787,1.5186751311965225,0.017107840439902794,Iris-setosa
+94,4.711329501006419,3.182269882317005,1.106025315135695,0.1552627304240807,Iris-setosa
+95,5.146463699358883,3.0929331984892676,4.805407489952167,1.686308755732421,Iris-virginica
+96,4.983832006517738,2.9838935070054378,5.341031324509171,1.6482153115070928,Iris-virginica
+97,4.636530533273286,2.8435435467246974,1.087573675328751,0.17125326810989086,Iris-setosa
+98,5.648369848423685,3.1608960923256344,4.533222896233896,1.2042285439335312,Iris-versicolor
+99,6.410770251750305,3.21171279732993,4.7375887963537515,1.7056404458600345,Iris-versicolor
+100,6.700743161261336,3.1681850029413403,5.307426140006819,1.5400157526889828,Iris-virginica
+101,5.422024183383751,3.1741312573845195,1.5614245281989463,0.2799524551965075,Iris-setosa
+102,5.45413443599256,3.640877476045888,1.541779460213909,0.39796844124995634,Iris-setosa
+103,5.986675449350586,2.695143784037618,4.990394979710051,1.88492747928989,Iris-virginica
+104,5.095774780838807,2.4018230248272943,0.933603026229433,1.3883007225369588,Iris-versicolor
+105,4.910377590759488,3.3605072420231115,1.6692304970682355,0.1557835811151447,Iris-setosa
+106,6.4777589305685686,3.8387935318180704,5.863168816555749,2.360265994293613,Iris-virginica
+107,5.288702097260091,2.926582953171518,4.04582234654952,1.260270348152696,Iris-versicolor
+108,6.1778799092962595,2.9220945939443674,4.337798047807167,1.4325868951890515,Iris-versicolor
+109,5.782012099892252,2.9274266528824264,4.756814920744269,1.6511123505960794,Iris-versicolor
+110,6.602226822462489,3.01369250853779,4.7776958852253095,1.7535095538154357,Iris-virginica
+111,5.132957091205206,2.726929409079677,4.604442236302492,1.4575132921883447,Iris-virginica
+112,5.530754249234358,3.668124853590562,1.5792665500365146,0.32702000331342335,Iris-setosa
+113,4.8233547304392586,3.4135761193493424,1.5276841546996445,0.2762950992419066,Iris-setosa
+114,5.366528945649584,2.629059575666264,5.113699340492182,1.6155676889344066,Iris-virginica
+115,4.973877738828479,3.802938531905152,1.6719327287592627,0.2193750658446002,Iris-setosa
+116,5.062419792884273,4.342838654379079,1.4810348721486246,0.3923385770288535,Iris-setosa
+117,4.8996290722753475,2.762320507790874,1.5406486612529937,0.17957025802707727,Iris-setosa
+118,4.418521945531191,3.055357882716523,1.476439590492755,0.1165993902212911,Iris-setosa
+119,5.033421690534432,2.4151036589232295,2.7822727817974706,1.2010724227488185,Iris-setosa
diff --git a/iris/tvae/1/22/test.csv b/iris/tvae/1/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/22/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/22/train.csv b/iris/tvae/1/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/22/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/22/val.csv b/iris/tvae/1/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/22/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/23/synth.csv b/iris/tvae/1/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0dffb7a9f677b7dfc069d024b55abc0fd0f3c231
--- /dev/null
+++ b/iris/tvae/1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.04567956354481,2.9540339227243435,5.1324016438831075,1.6808120564292517,Iris-virginica
+1,6.299639896256958,3.298202368950572,5.285008332522155,1.875504720026703,Iris-virginica
+2,5.625832754620615,2.5293670801257093,3.973744285370622,1.2522674497854756,Iris-versicolor
+3,5.128709350153169,2.9072869899020515,4.485916892222925,1.6611203212348225,Iris-virginica
+4,6.043320580158253,2.4617137721833506,4.668539090834896,1.668244683892146,Iris-virginica
+5,6.547271390954624,3.836221796948653,5.872894919591344,2.5875302787061525,Iris-virginica
+6,4.911538705959424,4.023783045191369,1.39350727180111,0.22439240123457335,Iris-setosa
+7,5.012209001950953,3.066092924037885,1.252206711897583,0.3401876505936175,Iris-setosa
+8,6.873793430293078,2.981363828961148,5.721378972863086,1.720849036183147,Iris-virginica
+9,4.828053734940384,3.0195740013345964,1.426269548923718,1.2278833665779905,Iris-setosa
+10,4.892577336871055,3.132803177806646,1.4019484766702528,0.04277400234180259,Iris-setosa
+11,6.507373012655463,2.676979733062757,4.596296996829518,1.4821724896975157,Iris-versicolor
+12,4.909150557646673,3.4522700133941737,1.6270012674846561,0.12798724632879863,Iris-setosa
+13,5.421461839369625,2.3795007611224883,4.286504151569623,0.9745422279746965,Iris-versicolor
+14,5.10458888957325,3.773659668543694,1.2296114873787554,0.46979187543026263,Iris-setosa
+15,4.964119243693548,3.413585710130174,1.3946878422959772,0.2706070509124581,Iris-setosa
+16,6.4037677277556915,3.067015035929506,4.712681347001507,1.7801978755692007,Iris-virginica
+17,6.153553265954983,3.0471229872038035,4.035530939756087,1.7548565936610818,Iris-versicolor
+18,5.85037830952695,2.9879688399890014,5.697880065302398,2.4002716914445013,Iris-virginica
+19,5.971296325425532,3.0577586694644596,5.732185892487497,2.3101428333525473,Iris-virginica
+20,5.6915949673052015,2.449159114773158,3.4871882337832583,1.3007397748883334,Iris-versicolor
+21,6.090296168494709,3.424383813027314,4.861178114910096,1.4266781758782492,Iris-versicolor
+22,5.341145714417689,3.037021521722341,4.2455464840576065,1.4920517608746393,Iris-versicolor
+23,5.425305599788071,3.1222821807959686,1.4925893854531254,0.32222690888101485,Iris-setosa
+24,6.0472826372253135,2.4471697623705126,4.3995869594288886,1.5854471100323733,Iris-versicolor
+25,4.801048488839324,3.3470813100133463,1.4748344756243918,0.19428154577337714,Iris-setosa
+26,6.405731511200817,2.9306516440467187,4.543592690282818,1.2683874381245561,Iris-versicolor
+27,4.646819485956094,2.6186480720606715,1.2572018532980245,0.17327561176115944,Iris-setosa
+28,5.017803991040201,2.829100901464425,4.924468065054278,1.8490828065424685,Iris-virginica
+29,4.754436932333588,3.3285763355420315,1.6536053536908155,1.4594910663036798,Iris-setosa
+30,6.189018058520372,2.931228582369605,4.440930558295456,1.5552457690406143,Iris-virginica
+31,5.214942435715545,3.465247730619905,1.3933940018766575,0.21329114479234562,Iris-setosa
+32,5.224810091011993,2.2102849826409865,3.4416371418276235,1.1815701491008501,Iris-versicolor
+33,6.32262540076556,2.805917950798676,4.126804542188223,1.5326292731854743,Iris-versicolor
+34,6.553136136953062,2.854302423241892,4.848532470435127,1.339334606800262,Iris-versicolor
+35,5.618698038481281,2.663450182020788,4.04737551037836,1.0724576738962217,Iris-versicolor
+36,6.417766114396252,3.028843819235645,5.030160896681497,1.5969279067663695,Iris-versicolor
+37,4.871228789431546,2.4729544946305464,1.5023427111941852,0.05698197374859826,Iris-setosa
+38,7.063008865086878,3.051044128101644,5.2757581556305695,1.536369110187547,Iris-virginica
+39,4.560164446150308,2.9128791106464265,1.2778976211674804,0.15568136974660693,Iris-setosa
+40,4.515498651841223,2.9350397778619,1.517235821255323,0.1788888375286852,Iris-setosa
+41,5.078876500224273,3.1356417402118146,4.544113494737514,1.6561350512434612,Iris-versicolor
+42,4.824693649073181,3.522997877423355,1.3631256605914224,0.13679039948930505,Iris-setosa
+43,5.43780503880891,1.5991039750657248,2.471719451745045,1.3717093967328422,Iris-versicolor
+44,5.032815181416115,3.161072083708715,1.4498663669731142,0.24979335038668182,Iris-setosa
+45,5.979226307187851,2.8000622408093276,4.539491584119875,1.2198174741109953,Iris-versicolor
+46,5.914012404633476,2.678563386748099,4.453703205673411,1.2633840509432361,Iris-versicolor
+47,4.942649515172447,3.0008891370693096,4.347934646411263,1.3884832538404752,Iris-versicolor
+48,6.058606166961706,2.805180226745998,5.075898728477921,1.6357477171986388,Iris-versicolor
+49,6.2243791918616465,2.90762759807018,5.547095438176138,2.23351650830332,Iris-virginica
+50,5.399988985553843,2.6712942635602714,1.5523888410532798,1.1073319788571463,Iris-setosa
+51,5.840692315638236,2.45690161565301,5.757975233729032,1.7410309453958808,Iris-virginica
+52,5.878725204055987,2.9137145386577123,4.556822727979629,1.3376190797268703,Iris-versicolor
+53,7.3102186209741715,3.248264427120665,5.3080894903759805,1.62797814142088,Iris-virginica
+54,7.17890892433852,2.780161287382359,5.854281789193321,2.101831701209371,Iris-virginica
+55,4.315228669557467,2.718585253984806,1.2647803984114927,0.24644608495810766,Iris-setosa
+56,5.248411430220128,4.210132378361143,1.3759884037125212,0.260413444268905,Iris-setosa
+57,4.725978919344753,3.157825610886566,1.4398495394321764,0.051654198715448796,Iris-setosa
+58,4.951098557897958,3.649415328503311,1.3929916670796985,0.3354586821450993,Iris-setosa
+59,4.736723637107818,2.9860739185413183,1.50854791635857,0.2004512677288789,Iris-setosa
+60,7.813426399327375,2.923143801435039,6.60323653178474,1.9276626227413225,Iris-virginica
+61,5.105612899898858,2.6756724220229335,3.26392866229219,0.9741643465887349,Iris-versicolor
+62,5.341725147511408,3.4348535909578777,1.5347690690766842,0.2497935595085566,Iris-setosa
+63,4.96498087824298,3.1005952628340365,1.1868127127274288,0.21167057972375813,Iris-setosa
+64,5.944744682396749,2.9954341923653,4.239686124063059,1.7192494707955666,Iris-versicolor
+65,5.712008256382369,2.677634986719807,4.306843413528338,1.4559007587875588,Iris-versicolor
+66,6.144854766515637,2.863509982647539,3.7144143396855767,1.0905565734294576,Iris-versicolor
+67,7.006943327017764,2.887939029423495,4.841026246982592,2.016407675654547,Iris-virginica
+68,5.162105212157824,2.9079697425723,1.1384745691216966,1.1531428885606458,Iris-versicolor
+69,5.038088223265197,3.3004974532640303,1.442227797120956,0.21713909790592065,Iris-setosa
+70,4.878382742088586,3.3479882114613373,1.5832321912683085,0.11248345755009162,Iris-setosa
+71,6.315242060393443,2.9867784495427308,5.378244168454847,2.0350593361752356,Iris-virginica
+72,7.097716441829284,3.2410149239045087,5.86657529671006,1.9568596726399892,Iris-virginica
+73,4.797912121379362,3.127230164558962,1.2587243707983076,0.22731384809384758,Iris-setosa
+74,6.0015932091137705,3.040385102001513,4.519299355747808,1.5476994614422728,Iris-versicolor
+75,6.119330495008967,2.750108466322378,5.273473031742878,1.85970757396997,Iris-virginica
+76,4.459053430964726,3.132566158572874,1.4343725712852076,0.10122275400919611,Iris-setosa
+77,6.204717803298884,3.134213964043783,4.6880823343025835,1.4848432258448674,Iris-versicolor
+78,6.828132722032622,2.7691184139154568,5.379752865100359,1.8385583951115225,Iris-virginica
+79,5.946177223637927,2.9511093499623464,4.82669742339014,1.5903866419690027,Iris-virginica
+80,5.879545797303617,2.9849211657232764,4.393506059972095,1.5057940767492333,Iris-versicolor
+81,6.432093540671707,2.7057306329996713,4.628620580057837,1.5395621190024953,Iris-versicolor
+82,6.399819098929355,3.1834360202287217,4.864648486790692,1.5603048473068588,Iris-virginica
+83,5.819749810015134,3.0081625258683093,4.453367745060511,1.177201923739799,Iris-versicolor
+84,5.150540184742277,3.505599612954164,1.2792618890425351,0.11217355060163064,Iris-setosa
+85,5.1328148271012415,3.235477257544694,1.3564445826221905,0.30618913577133694,Iris-setosa
+86,6.0137117040061865,2.890011507787968,4.505837017772154,1.3643706056107567,Iris-versicolor
+87,5.4091141623332035,3.032773322781497,1.5045056952466354,1.403500693776438,Iris-setosa
+88,6.575142975690811,3.0543703245092337,4.605403186316739,1.32117288791274,Iris-versicolor
+89,6.1540600090160185,2.7393223912476774,5.29537063196945,1.7224801746330933,Iris-versicolor
+90,7.195034647926853,3.3337373628381726,6.035097046012266,2.231979215882162,Iris-virginica
+91,4.899617183709411,3.5635529487621564,1.2766019459411113,0.07021408581379418,Iris-setosa
+92,7.401262505881174,2.5948628776043376,5.7665404036001275,1.73425746900516,Iris-virginica
+93,6.379430411666132,2.7064116617672727,4.97222711174264,2.0337718363003945,Iris-virginica
+94,7.052460065714768,3.3229116592124246,5.925422132663682,1.9489217039918862,Iris-virginica
+95,6.362093770637575,3.306274362819469,5.572212640566108,2.497620413275038,Iris-virginica
+96,6.471838757156289,2.76652086837238,5.698084631651586,1.8674750393690025,Iris-virginica
+97,5.494858536580187,2.780205708929953,4.622030750058143,1.0746575161776073,Iris-versicolor
+98,5.750044220434593,2.997415877121572,4.836837302950442,1.5808859431190039,Iris-versicolor
+99,5.048289375398083,3.5275579167800637,1.4064737444026183,0.24902229410372834,Iris-setosa
+100,4.7999848256893864,3.0118251957997235,1.448518130086051,0.2650505962499357,Iris-setosa
+101,6.988849662148471,3.003059258531915,4.312209930077266,0.966185126278433,Iris-versicolor
+102,4.953260216930756,3.891964024716254,1.516875548595774,0.28142168315499366,Iris-setosa
+103,5.835617805612728,2.8228470045016785,4.228943834373047,1.0502627296579177,Iris-versicolor
+104,6.401118700853016,3.092642687572173,5.442704609941082,2.1586536816579125,Iris-virginica
+105,4.9161033662272935,2.831581036905955,1.6766738267984458,0.2035964046076528,Iris-setosa
+106,5.4778152419754536,3.5272440025015475,1.477255925424615,0.3749110793787258,Iris-setosa
+107,5.938078460582066,3.0631365220100935,4.606725078593109,1.6174952071647286,Iris-virginica
+108,6.0049020372751265,2.8273939954192304,4.473249968834438,1.5470215381298087,Iris-versicolor
+109,6.272592589060204,2.9653957403284106,5.071071160359645,1.40214488265696,Iris-versicolor
+110,4.833490267462883,3.596357777656682,1.164490442111942,0.4627771358919178,Iris-setosa
+111,5.3102070935738865,3.060690454417292,4.337524397223214,1.3475725806272412,Iris-versicolor
+112,6.359400746652629,3.05307519881647,4.787272167344444,1.4819196301194197,Iris-virginica
+113,6.211550250613994,2.5212010670946867,3.6264823704236178,1.1294025451886263,Iris-versicolor
+114,4.770967209055488,3.240072769188874,4.2040008038462755,1.523284232611429,Iris-setosa
+115,6.595805823944862,3.120526768121737,5.15172384268646,1.8753844408349238,Iris-virginica
+116,6.0673248757995815,3.030484709025634,4.679505479555152,1.2024784987816204,Iris-versicolor
+117,5.014545058644141,3.2940144135780667,1.4034695783845526,0.23588951134623684,Iris-setosa
+118,4.727142588700201,2.7534178811363454,1.507061707990252,0.26177401877449774,Iris-setosa
+119,5.857073957652755,3.0802676773847435,4.497007612345497,1.9025651748041148,Iris-virginica
diff --git a/iris/tvae/1/23/test.csv b/iris/tvae/1/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/23/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/23/train.csv b/iris/tvae/1/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/23/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/23/val.csv b/iris/tvae/1/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/23/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/24/synth.csv b/iris/tvae/1/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..00a3e5ab6d6660589430a0e496302e458eb9a63f
--- /dev/null
+++ b/iris/tvae/1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.466067681059934,2.787675620335477,4.585276098825274,1.1759945928867528,Iris-versicolor
+1,6.2962612723947915,2.9094267537711933,4.135072607449862,1.2837099187619665,Iris-versicolor
+2,4.361585013160399,3.007947101681099,1.341917618368775,0.29016324623704687,Iris-setosa
+3,6.600305244424342,2.933396100455941,4.37012036523387,1.2409661315428917,Iris-versicolor
+4,4.695027086824447,1.9394704004022116,2.942649467542651,1.0691637398843983,Iris-versicolor
+5,4.617158234488416,3.0673038881742767,1.328409293582896,0.1630333528358367,Iris-setosa
+6,6.441174905297549,2.5288199167851193,4.976339588925549,1.540625853132522,Iris-virginica
+7,6.131965861170073,2.3684926439989766,4.08160236275028,1.1954954866202954,Iris-versicolor
+8,4.674833098054368,2.5910389975242203,1.2799910498733396,0.24639069277615797,Iris-setosa
+9,7.4317182953723835,2.708500519399374,6.163085102841066,1.88232678102391,Iris-virginica
+10,5.0865686949002455,3.1108334113321847,4.899896302186335,1.406237032659015,Iris-virginica
+11,6.628876422104116,2.7240809272527415,5.06648628155801,1.57063441331549,Iris-versicolor
+12,6.1408566186027835,2.56113151653547,3.4582391100233494,1.1549908761745922,Iris-versicolor
+13,5.299360907201635,3.736715460207232,1.6668038484292487,0.2344199473746623,Iris-setosa
+14,5.211843392372359,3.0521764566097063,4.438508700816067,1.3547631904246793,Iris-versicolor
+15,5.722952921932107,3.070214600365772,4.148554151864593,1.2627751777299947,Iris-versicolor
+16,6.99658358352761,3.0891518057409773,5.302723524409256,1.6034519653924117,Iris-virginica
+17,5.063247264230395,3.0921242734965118,1.3940480337102712,0.19329522703561733,Iris-setosa
+18,5.782352493057079,2.3641466251263568,4.3013815230388905,1.475754717708143,Iris-versicolor
+19,4.759776842269636,2.987032976222485,1.466529141490321,1.3781877835258909,Iris-setosa
+20,5.796563354062635,3.0848557361140165,5.230161671626948,1.7901476334991404,Iris-virginica
+21,6.1280988213518786,2.6477015860161845,3.9589595794852146,1.292870660226514,Iris-versicolor
+22,6.126336738673715,2.7400295798478864,5.103632563194511,1.8206856646731269,Iris-virginica
+23,5.708734126724024,2.597552913674391,4.181726891826526,1.2011996421368065,Iris-versicolor
+24,6.623460857535922,3.0118207708739164,6.067309145892734,2.1732179244349354,Iris-virginica
+25,5.130326016267294,3.5553837273635778,1.4921898619915133,0.16204038321774905,Iris-setosa
+26,4.89210368179631,3.0608483386884746,1.3722946194443546,0.29152487119248144,Iris-setosa
+27,6.200184632283922,2.8504633090273788,4.3227936938140585,1.431123125811881,Iris-versicolor
+28,5.691501131076656,3.001372960641844,4.460678066348354,1.2323173182900846,Iris-versicolor
+29,6.252649000671999,2.7972788800104884,4.963214372420683,2.2408494657422233,Iris-virginica
+30,4.803481064361026,3.7250076422438774,1.4382964733509207,0.20605261978178455,Iris-setosa
+31,5.0359390701795075,3.0667308729957465,1.3188742691883604,0.24354540997667662,Iris-setosa
+32,4.943764880769399,2.0418125609650666,2.992081995636589,1.174795348941489,Iris-versicolor
+33,5.995594471543065,3.1412870498780743,4.161814872684109,1.562396727229597,Iris-versicolor
+34,5.222341681503045,3.3755365718869528,1.5807792362738948,0.3683571547282455,Iris-setosa
+35,5.138241644171716,3.6713443049360275,1.4650169912941347,0.1386815657177599,Iris-setosa
+36,6.658122250600376,2.868206516674438,4.940410878059924,1.2779058346858652,Iris-versicolor
+37,6.30899794260928,2.538681987847193,4.632316938446703,1.6806399594900228,Iris-virginica
+38,6.540711030854881,2.89943397949172,5.461975030350119,2.1433122281104744,Iris-virginica
+39,5.225391004815243,3.4422328296610507,1.397208581318905,0.2269578867397948,Iris-setosa
+40,6.12822722719845,2.5844777396238805,5.541264990046543,1.9374685286225035,Iris-virginica
+41,5.0861904982344415,2.573181085770755,3.4129274990986103,1.292106623719513,Iris-versicolor
+42,5.636783055197564,2.7712299619763874,5.428115138334806,1.6230264713746925,Iris-versicolor
+43,7.710606816830011,3.6315465915596157,5.7420693820808655,2.094280366323858,Iris-virginica
+44,6.1646636825237975,2.848996599223347,4.6625390758093115,1.8735281260166796,Iris-virginica
+45,6.428720598491519,2.780228890784671,5.794835275181385,1.516906923850812,Iris-virginica
+46,5.5211087692347665,2.773881594610014,3.9542385935986473,1.523645268975963,Iris-versicolor
+47,4.460363199911566,3.1699213269982733,1.5551543706906592,0.3173264026076177,Iris-setosa
+48,4.579532492798203,3.0268855103763257,1.331365010545871,0.09917383326341908,Iris-setosa
+49,4.716497588421125,3.109635757732454,1.3136445382133208,0.2708157073347561,Iris-setosa
+50,5.152614884896327,3.0294124831740272,4.838753789993215,1.6907064401349066,Iris-versicolor
+51,5.074638623345614,3.4042651427075197,4.765179254886888,1.7291443683182708,Iris-setosa
+52,4.853073731633514,3.13640610387318,1.4623738671074835,0.09169325435250972,Iris-setosa
+53,4.951918217771545,3.360538545384447,1.7136731398802598,0.3199692533309494,Iris-setosa
+54,4.411623874228065,3.1945640906679786,1.2485315752254142,0.24623334942268532,Iris-setosa
+55,7.381350525863147,3.2799274638492455,6.216674918714578,2.1068992577980046,Iris-virginica
+56,4.869015927031235,4.002729363731316,1.682619171918621,0.29898953854714916,Iris-setosa
+57,4.950387726010551,3.8223084480307383,1.6751896813983018,0.24267370644035263,Iris-setosa
+58,4.3510594070270585,2.8644992331342722,1.2472886121185607,-0.023632026620712177,Iris-setosa
+59,4.918140191748925,3.076939540504205,1.489769743351995,1.5858200379109653,Iris-setosa
+60,5.3675999406311865,2.7554725481794407,4.356045431187339,0.9306192156309642,Iris-versicolor
+61,5.883014839993352,2.612492744053986,4.517676529169507,1.8661537246523079,Iris-virginica
+62,7.520751161595731,3.963155069337834,6.516735472316153,2.2604411387238845,Iris-virginica
+63,4.705366594354268,3.245653645697445,1.4102154187009046,0.1913976379150139,Iris-setosa
+64,4.827265164680607,3.3915804869170434,1.517867003070784,0.3171212944205487,Iris-setosa
+65,5.855317088523451,3.1429084820083606,4.677887861056313,1.5944896965399207,Iris-versicolor
+66,5.2078869358362265,1.7809552916141773,3.8119514467274778,0.8716599282811738,Iris-versicolor
+67,4.640013845134358,1.9936716280191336,2.3076806936984084,1.1074085640267521,Iris-versicolor
+68,5.9435015137180836,2.8770674110189582,4.910552240984574,1.478374578985097,Iris-virginica
+69,5.356350496207055,2.557959794929675,3.6712963405151813,1.1723775976355892,Iris-versicolor
+70,5.00634591601045,3.4885059631066415,1.2161729596086845,0.3329489666801202,Iris-setosa
+71,6.7406312714471035,2.7489323675977655,4.368594671370289,1.6622823405452978,Iris-versicolor
+72,5.827350310532924,2.9463997987959067,5.436521721763652,1.753217172601088,Iris-virginica
+73,5.5918749571667075,3.1659965377786854,4.878740153582727,1.6356971805545917,Iris-versicolor
+74,6.092788386159061,2.904488719211445,4.53709065408823,1.691582063675484,Iris-virginica
+75,7.039110836439441,3.060425684199427,5.6480825531412675,2.076616956270732,Iris-virginica
+76,4.837441374789971,3.2875996964862817,1.4993940526086251,0.29570459158931056,Iris-setosa
+77,5.086855737058024,4.037075326845105,1.3606187623190944,0.2344746567092298,Iris-setosa
+78,6.562654099159084,2.752819554320288,4.737747601359235,1.3369679667408096,Iris-versicolor
+79,4.918288332507841,3.0524889240915947,1.3845204744023971,0.13535009645446294,Iris-setosa
+80,5.022495586523406,3.722061292226957,1.3705977408093302,0.3350249306325407,Iris-setosa
+81,7.606795278838067,3.40829191935067,6.7196737681348395,2.300787010058364,Iris-virginica
+82,5.991687583596692,2.855292066937375,5.342682673882261,1.6552957792375638,Iris-virginica
+83,4.968914970222843,2.8954279530931495,1.0333024280718217,0.2319560712742367,Iris-setosa
+84,4.860791009422642,3.305210252535304,1.4935078765916727,0.22593310744763415,Iris-setosa
+85,6.3945509756327565,2.744814485891094,4.345358384454738,1.3543396678714101,Iris-versicolor
+86,5.867432188367373,2.5322141941419587,4.610211728823299,1.9133542754546204,Iris-virginica
+87,4.6796823456430765,3.02016599848218,1.5596205947190873,0.28658615119263675,Iris-setosa
+88,6.288797345113685,2.729955038941455,4.735464425045113,1.8177307790314903,Iris-versicolor
+89,6.010088098271999,2.6305812348371314,4.600325154697113,1.6622141887092994,Iris-versicolor
+90,7.853645194016167,3.342286996965049,7.0903331851122875,2.2373652825249897,Iris-virginica
+91,6.9582782599802755,3.077726879985483,5.520524198778584,2.04090012882108,Iris-virginica
+92,4.616280110821958,3.004935006045934,1.1772478820495356,0.1254361266157288,Iris-setosa
+93,6.891306480925301,3.048565404765655,5.538353942940465,1.7544786471486988,Iris-virginica
+94,6.215998766831908,2.767056847138385,5.169799698743586,1.713847813575323,Iris-virginica
+95,6.35679418939897,2.8361347750672974,4.985165602685861,1.8372957853380047,Iris-virginica
+96,6.801919438922444,2.815837046604322,5.737125714946711,2.037538882486141,Iris-virginica
+97,4.59343080446213,3.0358288964215308,1.4276264328421846,0.17735484056761117,Iris-setosa
+98,5.346074255979111,3.9415566497260457,1.2867741719916204,0.22850568305539715,Iris-setosa
+99,4.964562427024162,2.2107101931133384,1.2727628046630544,0.06580348526150726,Iris-setosa
+100,5.869669790669095,2.69098185240644,5.080338852593293,1.7506832810178632,Iris-virginica
+101,7.08818921942548,3.174082741009911,6.047659103360489,2.1938418427925304,Iris-virginica
+102,6.230020570037222,2.7801387454379105,5.181623515009973,1.4576925517101502,Iris-versicolor
+103,6.601144370092198,3.038109118060824,5.177704892609268,1.6885426856485766,Iris-versicolor
+104,5.123658060362711,4.231065470776498,1.5549917084605098,0.2570627219083053,Iris-setosa
+105,5.6236857435368455,2.8253116750736007,5.41686598824929,1.4330031037069104,Iris-versicolor
+106,4.783168979661388,2.890413330679896,1.126863515153134,0.15151606536401907,Iris-setosa
+107,5.054443634648201,3.5267169688909963,1.34037858135678,0.2107176984716217,Iris-setosa
+108,6.120474374647723,2.7176731758125157,4.523229241463072,1.4596472103249405,Iris-versicolor
+109,6.148665646105677,3.0985614199765017,4.083375809892331,1.5379465450281056,Iris-versicolor
+110,6.802068719663462,3.0706684814959466,4.856967239437163,1.578636315451496,Iris-versicolor
+111,6.854383208834956,3.0004961007145217,5.210250748701387,1.9208206902922997,Iris-virginica
+112,6.902847219390431,2.920045567856933,4.803460901367904,1.2468597510984605,Iris-versicolor
+113,4.886692906687054,2.0327546839805057,4.546370395438741,0.9852826626542347,Iris-versicolor
+114,4.863184128124366,3.6216413639948177,1.3999092241387239,0.201028698606485,Iris-setosa
+115,6.946020675112739,3.1317162010488815,5.399751765042206,2.1890481239404473,Iris-virginica
+116,5.908137331304789,2.579663142933072,4.433444329066251,1.4918559385845902,Iris-versicolor
+117,6.0364872507696195,2.6890275792892613,3.6670797994204536,1.2188440833193108,Iris-versicolor
+118,6.0769471486085225,2.7365838471039416,4.901631382935465,1.4856461733064894,Iris-versicolor
+119,6.1206717609779355,3.510577593133859,5.343791488973328,2.3704882076733105,Iris-virginica
diff --git a/iris/tvae/1/24/test.csv b/iris/tvae/1/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/24/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/24/train.csv b/iris/tvae/1/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/24/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/24/val.csv b/iris/tvae/1/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/24/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/25/synth.csv b/iris/tvae/1/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..70cf8f08862401bd8d827c5d7e7ec3d98ff47df1
--- /dev/null
+++ b/iris/tvae/1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.855581389218278,3.1874860063449018,4.611430179037484,1.3670837169987258,Iris-virginica
+1,6.693183864152288,2.7268633186140283,4.581355150513793,1.5756661845777575,Iris-virginica
+2,5.089304065346521,3.5263421481687627,1.3180024046450274,0.45313051543479554,Iris-setosa
+3,6.6042488536903345,2.985530968903491,5.433361752581645,1.83442722925452,Iris-virginica
+4,5.597150706442036,3.3117192239467332,4.292431678330331,1.4625373936332833,Iris-versicolor
+5,4.641935620383302,3.4735672200521193,1.5242100920269623,0.15035037782940341,Iris-setosa
+6,6.977961904160148,2.867750761600037,5.452585547642067,1.9334601077847293,Iris-virginica
+7,6.220119506678974,2.792824004645327,4.6196801358570045,1.6375977490588838,Iris-virginica
+8,5.733460497461796,3.0431227584062914,5.505946771247965,2.020044141317137,Iris-virginica
+9,6.0605235038581675,2.6702500578583033,4.944062323325897,1.9243368814310529,Iris-virginica
+10,6.685313665605719,2.915685705427038,5.243514427727503,1.531019888045342,Iris-versicolor
+11,4.47233944579085,2.826601058037544,1.356232099081112,0.06284875596640321,Iris-setosa
+12,4.98456741847756,2.9711344645575632,1.4116794789283549,0.2402712327165088,Iris-setosa
+13,4.892610781075468,2.818696072747737,4.849906164492237,1.7790644757111078,Iris-virginica
+14,6.431868152516928,2.4850773331255707,5.325784118269588,1.7882639881195277,Iris-virginica
+15,6.702160122992878,3.1783586971656708,5.3460627717438145,1.9575412010777784,Iris-virginica
+16,4.621411010845002,2.874338429579896,1.4154707961004904,0.24179591168895256,Iris-setosa
+17,6.045570142818685,2.465617505593015,5.107566169438502,1.6563067567467669,Iris-virginica
+18,5.772455939930433,3.8343897679723566,1.4716255929213065,0.2740317978736831,Iris-setosa
+19,4.971747403894087,3.1206152419557096,4.6719917184422535,1.5098744963092607,Iris-setosa
+20,6.337814178457563,3.3221038693701965,4.875358417182515,1.5945027970802519,Iris-virginica
+21,4.608482491835636,2.8049371496763795,1.6154818767617718,0.21114058540153843,Iris-setosa
+22,5.198702735217385,3.818525920877817,1.598728053711638,0.31137045647691924,Iris-setosa
+23,6.81812006569024,2.8555982693607525,5.446123493812312,1.5358673785277284,Iris-versicolor
+24,4.8370183624328895,2.783417303828824,4.872315074699833,1.7878967921395776,Iris-virginica
+25,4.400680787575736,3.1007049552200927,1.2215820899917513,0.21821918028627313,Iris-setosa
+26,5.621813405272684,2.460594504871082,4.165325984444934,1.2797908286623316,Iris-versicolor
+27,4.975749067719722,3.654416743101055,1.4056624604384211,0.33673515399289905,Iris-setosa
+28,5.3815003718553065,3.8490232696263194,1.3457594280684624,0.4329770429306925,Iris-setosa
+29,6.086253201480685,2.8069022003845783,3.7383950727740176,1.3382545904711953,Iris-versicolor
+30,4.988973306633515,3.3086528140821096,1.1158281797443694,0.19285172166873385,Iris-setosa
+31,6.137298186293778,3.0654475329388995,4.673403255004795,1.737727221232516,Iris-virginica
+32,6.103061766604381,2.6822016395170323,4.198668637614975,1.3878477632585624,Iris-versicolor
+33,6.03298152774255,3.0888007742841976,5.118833686039543,1.4638150198729534,Iris-versicolor
+34,4.633446086296345,2.731714070868204,1.4501130324916718,0.2235242558848997,Iris-setosa
+35,5.809141841706728,2.4860492708157516,4.056074724243121,1.2974432436258954,Iris-versicolor
+36,5.514956698310251,2.7052868342350176,3.661414090207673,0.9708389962916014,Iris-versicolor
+37,6.721559812464143,3.227719774908893,6.1350068369314,2.134179451142172,Iris-virginica
+38,4.681269499917729,2.6991470231514296,1.4306072691433795,0.21408006082896341,Iris-setosa
+39,5.776819597794154,2.685200266780942,4.509853631201242,1.4780180194615387,Iris-virginica
+40,5.105501224263162,3.097408652205111,1.6763780902600507,0.1290863838414188,Iris-setosa
+41,4.209344278398314,2.7705922391974886,1.335059928005323,0.05139883621717234,Iris-setosa
+42,6.646567606490163,3.006856019482244,5.462641076712159,2.1301325121435415,Iris-virginica
+43,4.635903327513222,3.3734214560391687,1.6765288719963902,0.16601943255613816,Iris-setosa
+44,6.088984153703601,2.737651872628089,4.885803422856718,1.713875403268084,Iris-virginica
+45,5.490549574186161,2.517681666607688,4.362105565867632,1.3522395801507834,Iris-versicolor
+46,5.026960467284605,2.7432006332857597,1.4452071883005984,0.21560330168010597,Iris-setosa
+47,6.649500182828241,2.6830345939792344,5.424682016149461,1.5726569247615114,Iris-versicolor
+48,4.951999186197956,2.996394631435448,1.5753747364691053,0.15902136135983305,Iris-setosa
+49,4.975878676387062,2.3947847906356894,1.3537356516345431,0.3210431371242269,Iris-setosa
+50,5.722687373442018,2.9045177138409293,4.0990996152747625,1.521530168909753,Iris-versicolor
+51,6.071973746426663,2.275073550228645,3.942124747181844,0.9169479014376875,Iris-versicolor
+52,4.721789863507453,3.303965473626836,1.7969985727226763,0.2990632930541108,Iris-setosa
+53,7.003833140813078,3.1277395058991715,4.463310777066537,1.5747665552494852,Iris-versicolor
+54,6.177855924066982,3.3492410270857005,4.876942108238534,1.6103948941931951,Iris-virginica
+55,5.645963795016335,2.9399841976153307,5.059771904015388,1.743489927958518,Iris-virginica
+56,6.192643689846338,2.7082937737062918,4.219668242641239,1.3489193465514626,Iris-versicolor
+57,4.82606749663541,2.9983903592098695,1.365757554053522,0.2828780920110041,Iris-setosa
+58,7.095248851497495,3.6478170771161462,6.1999243659674335,2.38123149954814,Iris-virginica
+59,5.698270979558832,3.192247852266759,4.930845781760003,1.6467930493426453,Iris-versicolor
+60,5.983604025264751,2.8036006671658686,4.8081725398787825,1.4401490910088626,Iris-versicolor
+61,5.495422851665066,3.812330145662449,1.46191434956957,0.22082651488813387,Iris-setosa
+62,5.380529690266542,3.237539772392635,4.47468866804524,1.5154677534070526,Iris-versicolor
+63,5.914072115936859,2.394596140504492,4.727687590198823,1.6998426495265622,Iris-virginica
+64,4.954807909918134,2.7214335551810995,1.4441489754016181,0.1723777247668663,Iris-setosa
+65,5.010846161451768,2.143669459557648,3.3880989653004914,1.5039134433813215,Iris-versicolor
+66,7.141949393525837,3.0912173342337215,6.087098593750276,2.2451483291471384,Iris-virginica
+67,6.772385829082355,3.1716280143966205,5.3689939651730905,1.5752613060167113,Iris-virginica
+68,5.242012998103744,3.4236092698118643,1.178453432134023,0.17893933773947607,Iris-setosa
+69,6.541704116562695,2.617759657552821,4.724577383832826,1.5400311446367418,Iris-versicolor
+70,5.910798206583414,3.1412707606890238,4.802050009597238,1.4149098020330593,Iris-versicolor
+71,5.543081574174928,2.636751273157822,5.2044397910424065,1.4709860896362137,Iris-versicolor
+72,6.136364704028852,3.9689676643809553,1.5186223857235663,0.48425461046274165,Iris-setosa
+73,4.917226720829812,3.3536188797462443,1.2894084708810938,0.20959177086185765,Iris-setosa
+74,5.1026282874395426,2.7156164551363218,4.005560895152572,1.4377632073604976,Iris-versicolor
+75,6.880861617313892,2.730241343362378,5.395046445713716,1.6165713522756777,Iris-virginica
+76,5.979369495016651,2.9338023960094675,4.202573504752971,1.291235285797979,Iris-versicolor
+77,6.214815408511571,2.8491164559610165,4.564084291243037,1.3680337137562608,Iris-versicolor
+78,6.514029775744506,3.144216306546694,5.461829333061825,2.001412542385409,Iris-virginica
+79,6.233608807001132,2.799379579335662,3.9591577836705585,1.3765227759153633,Iris-versicolor
+80,6.258537715455998,3.335069489429631,5.289937682776479,2.326594377770694,Iris-virginica
+81,5.5203150980291555,3.016912711751593,4.923401261707156,1.8218392476633,Iris-virginica
+82,5.234042617221447,3.4119358665931316,1.5645434118159292,0.18756738012710694,Iris-setosa
+83,5.970158157102559,2.6924131577792796,4.555732305158103,1.2048830058405917,Iris-versicolor
+84,4.771328235116819,3.2986700771315456,1.4776020723162555,0.1471253068347979,Iris-setosa
+85,5.061764578854819,3.1417900154806033,1.347054506086806,0.3087031459705998,Iris-setosa
+86,6.085480894901777,2.673702391029603,5.0257414416487975,1.8551604272401065,Iris-virginica
+87,5.382703267983344,2.9635878020074387,4.2682662769260915,1.5301524998379326,Iris-versicolor
+88,5.002146330192663,3.2741009888939825,1.433850064391441,0.2820810326184512,Iris-setosa
+89,4.600432372478073,3.131690208949461,1.2830496749516893,1.2924485118943578,Iris-versicolor
+90,6.7829651369521216,3.0482320970589,5.365929796852074,1.7351836811555859,Iris-virginica
+91,5.2655404170026125,3.32368784278822,1.1393440513850857,1.4164477567564622,Iris-setosa
+92,4.904996740606969,2.8338137865209148,1.638247962635043,0.2478180480693312,Iris-setosa
+93,5.0550852989800825,2.786427916883528,4.97051964379491,1.712221172077634,Iris-virginica
+94,5.660164456319165,2.9227067967505107,4.756511528503513,1.6376607452158847,Iris-versicolor
+95,5.138555955617154,2.626318389324558,3.776737869181547,1.177795345640423,Iris-versicolor
+96,5.586655728147111,3.0611661133294144,4.6355990286466655,1.424471359942451,Iris-setosa
+97,5.05569804678412,3.3851873831035832,1.617464933446842,0.2987782343901988,Iris-setosa
+98,6.446534089151442,2.670729569300222,4.866873281645659,1.7455521484070136,Iris-virginica
+99,4.113891365970685,2.6718638181344616,1.3815500955117783,-0.047359201122865624,Iris-setosa
+100,6.74268458014303,2.9199210914261275,5.34316081316226,1.5834792352831357,Iris-versicolor
+101,4.805042100983132,3.5069614842627286,1.5121423741374798,0.18006324213030472,Iris-setosa
+102,5.024796445505828,3.1613603603055536,4.447614571697107,1.8115104864479343,Iris-setosa
+103,5.208039084103997,2.4946583803647497,4.785573302747121,1.0436926231518853,Iris-versicolor
+104,6.178410625806967,2.413466031915721,5.261557307347743,1.7831515463520617,Iris-virginica
+105,5.20827188921056,3.608589735680142,1.5061117041340222,0.21487810772675453,Iris-setosa
+106,5.989447077582062,2.8799417982929247,4.842626737330039,1.5984454778818231,Iris-versicolor
+107,4.944843921652405,3.095013573147488,1.534355068851954,0.25579507275948127,Iris-setosa
+108,4.631835947251178,2.8663500145625647,1.2745021981982856,0.18305572070741066,Iris-setosa
+109,6.635384646987734,3.148060339751891,5.568851250677002,1.6413827804375631,Iris-virginica
+110,5.72017923517653,3.0960551239089686,4.9668383303618935,1.5197783328984937,Iris-versicolor
+111,5.092786190175497,3.6660296065913425,1.4502800795236774,0.3791926815744198,Iris-setosa
+112,6.975658157804573,2.881169064285398,5.370338254344271,1.7162950875391052,Iris-virginica
+113,5.742830073849992,3.107970390137475,4.342889882675844,1.2594155070002686,Iris-versicolor
+114,4.809182406836028,3.4452822618111925,1.4160583240741706,0.19709841506690617,Iris-setosa
+115,5.962955334040077,3.052339152820825,4.8093429310730995,1.379520643302697,Iris-virginica
+116,7.503477896727884,3.0671826917500002,6.727104913342824,2.134600927615876,Iris-virginica
+117,4.803474606351592,2.8121306236017105,0.9854206406139303,0.1042126855281377,Iris-setosa
+118,6.468703542364865,2.7856738338969453,5.211361590939873,1.882986796601537,Iris-virginica
+119,5.960726039627493,2.6964503193947817,4.9629170851854285,1.6793357071791548,Iris-virginica
diff --git a/iris/tvae/1/25/test.csv b/iris/tvae/1/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/25/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/25/train.csv b/iris/tvae/1/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/25/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/25/val.csv b/iris/tvae/1/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/25/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/26/synth.csv b/iris/tvae/1/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a429e8bc84f408dbc91ce9f01c23694e25d0eccf
--- /dev/null
+++ b/iris/tvae/1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.857985296100095,2.8170232200743013,1.3585997894427457,0.22407156587472082,Iris-setosa
+1,5.729496935730114,2.921978711995537,4.7358645313495,1.3409937122977846,Iris-versicolor
+2,6.95388026297945,2.9660627353757665,5.542905122676627,2.1457523045108986,Iris-virginica
+3,6.22278462204726,3.108098954996615,5.051636524629398,1.7405735039677963,Iris-virginica
+4,5.810418338414848,2.812468291615982,4.3738476048268895,1.45762864531169,Iris-versicolor
+5,6.106762549871213,2.841680161511575,5.4314757738020525,2.0226162461405295,Iris-virginica
+6,5.70087558573546,2.4452570478908195,4.373715126801022,1.4004490015689106,Iris-versicolor
+7,5.241080666265952,2.632449055547153,1.3644812349742292,1.190751520542907,Iris-versicolor
+8,6.644441971043289,2.973865871739005,5.891916214695881,1.9949306563024818,Iris-virginica
+9,7.125532681784599,3.447245499245264,6.150367394389854,2.4358621219322405,Iris-virginica
+10,6.266343491900163,2.9916369598437598,5.129321695906828,2.3744131328606812,Iris-virginica
+11,4.910032070668372,3.122040576894477,1.423326189328078,0.22425461108288386,Iris-setosa
+12,7.092264538398165,3.4649884988668553,6.466638841866321,2.2630851522514623,Iris-virginica
+13,6.537501940014969,2.832267237443063,5.550883395031077,1.9117064047442864,Iris-virginica
+14,5.943397284098048,2.630081599528699,4.730779404208709,1.702249419705593,Iris-virginica
+15,5.945752463319866,2.682010905154814,4.810283278876198,1.238007058220506,Iris-versicolor
+16,6.033628377419975,2.689729459059721,4.8690327559962565,1.6323717867029754,Iris-virginica
+17,6.407424150367563,2.884362500674164,4.904064526131525,1.4709215328656837,Iris-virginica
+18,5.792892227816545,2.484601080526646,4.241559111082962,1.1785894929419753,Iris-versicolor
+19,5.936923533711693,2.73586871354659,4.43800908714887,1.2234151426268798,Iris-versicolor
+20,4.869571369934884,3.5085299972336896,1.6087450892496986,0.20314598542688866,Iris-setosa
+21,6.812060067833014,3.0888803977273143,5.2647137539123365,1.6398703302138606,Iris-virginica
+22,6.112640874609344,3.0422820053084325,4.645961724979154,1.5335493051866096,Iris-versicolor
+23,5.690800025096236,2.580295725288452,4.16243639261352,1.137044568579328,Iris-versicolor
+24,5.205921424037774,3.2928474536813086,1.2173434250655795,0.2400133016590609,Iris-setosa
+25,6.339041163694374,2.683314289894253,5.217686892317174,1.7979062958806555,Iris-virginica
+26,5.009796293888987,3.496754280118056,1.3702300656405668,0.1622289157843359,Iris-setosa
+27,5.231996901316384,2.6622092640075428,4.18133993355764,1.46247200180935,Iris-versicolor
+28,5.0539696964728265,3.986606664106832,1.4044732636378416,0.419400942411567,Iris-setosa
+29,7.0476119462317115,2.78194434777367,5.3859585106875665,1.5039401963705876,Iris-virginica
+30,5.654913654603504,3.2185997380370046,1.1375789039292639,1.2912857104164734,Iris-versicolor
+31,6.137734989945249,3.046700985408994,4.60312666161542,1.3132513106209813,Iris-versicolor
+32,5.417899957047508,2.416325188392716,3.6020392239929224,1.04830474833256,Iris-versicolor
+33,6.659275934372485,2.9072822885989003,5.382055827775268,1.8552759637948915,Iris-virginica
+34,5.64858931011026,3.1866868931969927,4.893601149370823,1.5584120410525446,Iris-versicolor
+35,6.495425888538147,2.859985769425423,5.041617798269779,1.9106540507250516,Iris-virginica
+36,4.95934474275606,2.965945924146911,1.247255825359249,0.35655498745228215,Iris-setosa
+37,7.093290453515817,3.106010709679217,6.1554406900596925,2.1136447598056263,Iris-virginica
+38,6.040907411152929,3.15497365270546,4.565143315114961,1.702230548236023,Iris-versicolor
+39,5.903022733726771,2.804179766876321,4.628221245492845,1.1357974300368319,Iris-versicolor
+40,4.626304745230701,3.00187199614004,1.6278887542086626,0.29785878703854546,Iris-setosa
+41,5.031111680187681,3.3853193833944246,1.4197438164093306,0.12274357001563155,Iris-setosa
+42,6.289585538907988,2.7559664847194583,5.69718080437758,1.910837791443438,Iris-virginica
+43,5.914864266493733,3.135136409626588,4.559246007430584,1.807017257434022,Iris-virginica
+44,5.758973101424297,2.8570386564813264,4.854008578671656,1.5486317447969375,Iris-versicolor
+45,5.057763034999346,3.0556794075490794,0.945425853644139,1.0132983558536945,Iris-setosa
+46,5.005742370365508,3.3383978881208334,1.1680529749557325,0.2468891121596307,Iris-setosa
+47,5.695597750790305,2.6827121863086703,5.574474343786635,1.9500957492603428,Iris-virginica
+48,6.468555328306925,3.0665117738454453,5.484726853180954,2.3561695912581,Iris-virginica
+49,5.805109981781613,2.803113764316041,5.068023933451512,1.5589956503365097,Iris-virginica
+50,5.898360210500069,2.53271145283915,4.484315488507547,1.5797231774791725,Iris-virginica
+51,6.2376786131012265,2.940252337169855,4.67214535629517,1.631161959051752,Iris-versicolor
+52,6.0393790654421124,3.059045598861569,5.1744361370132115,1.8017809956887685,Iris-virginica
+53,4.651642742103286,3.104007657761112,1.4969143578820139,0.2660804340968285,Iris-setosa
+54,4.762467945817547,3.6201049345723333,1.3526777985799896,0.4114970920120655,Iris-setosa
+55,4.843248968235951,3.3065322226784115,1.7009385290750296,0.1926570395927894,Iris-setosa
+56,5.024027843659269,2.5697521854289813,4.764158628622175,1.869356833767182,Iris-virginica
+57,6.499433370396608,3.203862100086726,4.415828038931751,1.4388309851375067,Iris-versicolor
+58,6.118965090433557,2.9665076196991484,4.559009772534308,1.5464579951344148,Iris-versicolor
+59,6.450021277655518,3.172725796868446,5.488894324643975,2.306978146144463,Iris-virginica
+60,6.019258163815089,2.993392956269361,5.555208362940977,2.0632679066901423,Iris-virginica
+61,4.9381757586992805,4.17589548929562,1.5133471264680007,0.3863430771751739,Iris-setosa
+62,6.841333198236898,2.9190235179025317,4.7106315589783065,1.6006116756651114,Iris-versicolor
+63,6.4703687068866325,2.974289742035847,5.417586157743182,2.2169853699587043,Iris-virginica
+64,5.282710024354596,4.118744875857817,1.611837278975226,0.3121394747991367,Iris-setosa
+65,5.780889521625075,2.7396685034111794,4.914063071565624,1.6293019006592002,Iris-virginica
+66,6.661459286833299,2.8390834119772332,5.555509926395013,1.7983720706850344,Iris-virginica
+67,5.189687905750689,3.073774115555395,4.8597035838325064,0.4260898270801325,Iris-virginica
+68,5.908198016166166,2.4994974020699954,3.897678345985065,1.1691073583014706,Iris-versicolor
+69,6.831866793136601,2.99006733227411,5.184538314114743,1.8319253782130465,Iris-virginica
+70,4.575326055639866,3.0374829622715107,1.518287295149996,0.22606586711005483,Iris-setosa
+71,6.212471571811114,3.1062227733985646,4.456258713294864,1.549164784917261,Iris-versicolor
+72,4.9520643112978355,3.418515541676718,1.2993325270637277,0.16087047204167865,Iris-setosa
+73,6.056915815206647,2.7430294028609388,4.475696498894276,1.2668342387680989,Iris-versicolor
+74,5.221984085877145,3.358253595376961,1.4111634962438968,0.18748925017599766,Iris-setosa
+75,6.043067178950164,3.2612117125801583,4.9715574631897805,2.0344490263671164,Iris-virginica
+76,5.26661495322623,2.875948375470145,3.098609811827016,1.4258217349160252,Iris-versicolor
+77,6.831579736083605,3.2420868286832305,5.498331377326677,1.9505601830996055,Iris-virginica
+78,4.51662712978009,2.814856174655468,1.1831543122340662,0.12610741348268154,Iris-setosa
+79,6.473722082941431,2.523638837138815,4.379666898107957,1.5693633950072476,Iris-versicolor
+80,5.667043245175735,3.165828202178378,4.1924807402402156,1.5419287160260056,Iris-versicolor
+81,5.949638329495668,2.4003602078076787,5.1617847108634525,1.5846757247649632,Iris-virginica
+82,4.91515243249383,3.3065013518012156,1.481604641297991,0.27678766629992657,Iris-setosa
+83,5.784279185896766,2.645355032499554,4.098955829178457,0.9638590622146386,Iris-versicolor
+84,7.292766827825688,2.831554357790205,5.8708175339193716,1.7194054584764906,Iris-virginica
+85,4.3878712891469345,3.1475828076911085,1.5016397154146441,0.14681376648089522,Iris-setosa
+86,5.70354404211713,2.9779349988568926,4.4426696218038,1.1468877727636582,Iris-versicolor
+87,4.800688847532233,3.436368860493407,1.8028871139308882,0.19138243716119885,Iris-setosa
+88,6.971131437620464,3.3872463943898157,5.409394627217859,2.3541440995500884,Iris-virginica
+89,6.135078382473952,3.3922284581435016,4.192825750289889,1.396684198252431,Iris-versicolor
+90,6.7686613039303305,3.049525219586542,5.521971902157745,2.1736397022098575,Iris-virginica
+91,5.474517610325818,2.4022911816314196,1.3471130930571091,1.3222060167681742,Iris-setosa
+92,7.0152111064802485,3.3335926252131505,6.073506942343085,2.202860689224132,Iris-virginica
+93,4.934676559880865,2.9839310474061036,1.4561706718676966,0.13047712298416092,Iris-setosa
+94,6.164879969440113,2.9795122565858088,4.189352998086015,1.3175606714989188,Iris-versicolor
+95,6.20522874293431,2.8759944458436326,4.038736777361007,1.290916264296087,Iris-versicolor
+96,4.853988031537984,3.0394226539142055,1.322125654655708,0.13009694126551538,Iris-setosa
+97,6.497015954938654,2.689838030998119,5.279682969862705,1.5568187153471345,Iris-virginica
+98,6.458865108955488,3.498657497233645,5.303812048929067,2.622353245984498,Iris-virginica
+99,4.811690096896836,3.3447152174868844,1.4121281170115005,0.15463325137739642,Iris-setosa
+100,5.961794317462209,2.816846060642996,4.7719656002065,1.6152458627743826,Iris-virginica
+101,5.094480676790395,3.4382147740713624,1.2418500938181845,0.34128749880002196,Iris-setosa
+102,6.157112914732494,2.8956607734409134,4.85829552348672,1.416033628435759,Iris-versicolor
+103,6.126346888906836,3.045455106149909,4.957402740291108,1.3039223285854153,Iris-versicolor
+104,5.706886994765159,2.976607956096981,4.38824647543105,1.5466895339961295,Iris-versicolor
+105,5.018571136492291,3.4965052166188837,1.3799045978982838,0.281768886436693,Iris-setosa
+106,5.016810746430631,3.4034628037564882,1.3621834233345371,0.16626543196570642,Iris-setosa
+107,5.076962340497472,3.055842495217208,1.3760012321160637,0.319795858825596,Iris-setosa
+108,4.623452188149276,2.9663277429039776,1.6092429951573268,0.2545089199524036,Iris-setosa
+109,4.510426441562161,3.027951750803081,1.4203524299132084,0.08971037490153924,Iris-setosa
+110,5.2524837776326345,3.9358418979232503,1.5993333815404531,0.22047124607203508,Iris-setosa
+111,6.459531482921076,3.3289356296909216,5.529361703027482,2.2172982974946325,Iris-virginica
+112,5.045207113697383,3.333699665425565,1.6053886110572122,0.25889150472610073,Iris-setosa
+113,4.76298471886433,3.6250497063553797,1.7968121201281928,0.31297742521204364,Iris-setosa
+114,4.83836641385663,2.794057644138422,1.3023595712073395,0.23280278876155777,Iris-setosa
+115,5.406759835443209,3.0134332170212565,1.2644490863016518,1.2593225358784959,Iris-setosa
+116,5.496985106475141,2.50377049022189,4.271608461934307,1.3337979167561276,Iris-versicolor
+117,6.54650459349976,3.001737511260722,5.481257322094185,2.07320952761549,Iris-virginica
+118,6.058185537101967,2.8319857751880617,4.92996889750204,1.5186606723651375,Iris-virginica
+119,4.667696687881357,3.5047478774882137,1.2912006567900534,0.22268521582378578,Iris-setosa
diff --git a/iris/tvae/1/26/test.csv b/iris/tvae/1/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/26/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/26/train.csv b/iris/tvae/1/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/26/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/26/val.csv b/iris/tvae/1/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/26/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/27/synth.csv b/iris/tvae/1/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dcb63debfb3bbb6c897b748dcdaec0007347e9ed
--- /dev/null
+++ b/iris/tvae/1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.804130336058848,2.834728802408323,1.2590691669256848,0.06544516932647962,Iris-setosa
+1,5.688210078853975,3.0144971796654256,5.0879641155269955,1.6110378826554865,Iris-virginica
+2,7.041144564061797,2.5583771204830916,5.642934249810002,1.913433860342389,Iris-virginica
+3,4.773568408580809,3.8262544047903893,1.330806953966941,0.22249460968478132,Iris-setosa
+4,6.043886027799504,2.877003485438271,4.672052663471289,1.597248471269703,Iris-versicolor
+5,6.896886499730618,3.2942838112056574,5.577900032390948,1.5960491642632006,Iris-virginica
+6,4.999350887071204,3.0584995418745358,5.17374896511983,1.4954719414070847,Iris-virginica
+7,6.69299127560933,3.1009615116357114,5.491646385819449,1.7517268489937723,Iris-virginica
+8,5.040451354208251,3.361796421562122,1.6129672659140897,0.34146636385939455,Iris-setosa
+9,4.371883116594342,3.608621714129113,1.2790338532283563,0.409382364634642,Iris-setosa
+10,6.118028781241881,2.8926430815813724,4.969310876651671,1.815118353003466,Iris-virginica
+11,5.085696768552034,3.2344014721382712,1.476935256280961,0.16639312872475487,Iris-setosa
+12,6.2577779284791974,2.6328662618833163,4.089411662227139,1.4809114108851016,Iris-versicolor
+13,6.495354410093558,3.206600386074933,5.643510872796606,2.145194652401474,Iris-virginica
+14,5.746940095767584,2.9480964529782256,3.4689369358373927,1.0175450107088095,Iris-versicolor
+15,6.141858335267368,3.1229067665346375,5.033519861387703,1.8202653003413056,Iris-virginica
+16,6.212350885986772,2.803863501515705,4.172281556060075,1.7597502193204078,Iris-versicolor
+17,6.390357005659355,3.1157966190556023,4.369090374017201,1.449445953332877,Iris-versicolor
+18,6.596023798449108,2.669215341573377,4.8949843018600285,1.7849083861080524,Iris-versicolor
+19,6.37948319967942,2.7664371220840303,5.097354038501308,1.7817167598119714,Iris-virginica
+20,6.097965941125736,3.1360631042601,5.242232382873995,2.00879122190804,Iris-virginica
+21,6.667913660400718,3.134973867145629,4.9366634596697025,1.3830458911995283,Iris-versicolor
+22,5.912010583767004,2.2611338175153395,3.997729764471881,1.0136025318443007,Iris-versicolor
+23,5.4044412268386886,2.407550214838733,3.1277309363344936,1.1231712389576263,Iris-versicolor
+24,6.151431106648297,3.1838561368631364,4.874841005095636,1.5182630884536241,Iris-versicolor
+25,6.590875632793767,2.936494607158947,5.850051029614239,1.5860111163293587,Iris-virginica
+26,6.83647362477026,2.6467316293399206,4.852836201188291,1.8259278580128522,Iris-versicolor
+27,6.140160360117185,2.869897976264238,4.697614761595526,1.4210438666506595,Iris-virginica
+28,4.355992330175126,3.0970626289878425,1.3234407306457319,0.2902673247552015,Iris-setosa
+29,5.9704159331278515,2.84116197497428,4.021986085907113,1.3193453343688253,Iris-versicolor
+30,6.049378928876656,2.526142812708635,5.282332473848026,1.7364605635827264,Iris-virginica
+31,4.88317658959318,3.377185112364982,1.3924334992237477,0.23871621722197767,Iris-setosa
+32,6.645934124891346,2.4253971475712834,5.348341989124973,1.6778657918749296,Iris-virginica
+33,5.739604669000596,2.6935736477586874,5.237755784699023,1.6430238323429258,Iris-virginica
+34,6.871443659267214,3.000219944342686,5.089763755793969,2.2271462717453043,Iris-virginica
+35,6.5779912601922685,3.0661312247378834,4.965091289061256,1.6562847397023253,Iris-virginica
+36,5.1429278187997705,2.572534271153147,2.23254648839637,1.4018109437500763,Iris-versicolor
+37,5.148750081068135,2.7359314186792667,4.41218375122134,1.663815808758026,Iris-versicolor
+38,6.536765749174219,3.1192023663448225,5.442031737540188,1.907431915073925,Iris-virginica
+39,5.133533013803293,3.6102243965070304,1.7789770024023954,0.34714700779097285,Iris-setosa
+40,5.327143623063424,3.823001664042988,1.4661449272408251,0.2627800709087506,Iris-setosa
+41,5.6766089740385235,2.6912183486664945,4.339344216807247,1.1949085583542522,Iris-versicolor
+42,6.4187020554262215,2.9235051494719393,4.205672977755157,1.1378803676765332,Iris-versicolor
+43,5.71274509522536,3.858137052266818,1.4334997113838361,0.2727126392499557,Iris-setosa
+44,4.964792465729712,3.7753751840779612,1.4880035099695452,0.33441491975038584,Iris-setosa
+45,4.634227800939082,3.0921496797052472,1.681343239850488,0.38093894913596715,Iris-setosa
+46,5.121555906610187,2.8407173727454436,4.296270819644786,1.2066222186692228,Iris-versicolor
+47,5.493772576427775,2.843328260251519,4.550010720746193,1.2906986930181246,Iris-versicolor
+48,5.0617299314194675,3.0278046987059217,1.5649459144898712,0.19363645175240785,Iris-setosa
+49,5.261963821614821,3.694730686891498,1.311570818369366,0.17906549106203618,Iris-setosa
+50,5.094943076980433,3.3871951651074723,1.4881356132214059,0.27898965975274354,Iris-setosa
+51,5.135595031182108,3.2102069576100947,4.7831479040075795,1.758821102287078,Iris-setosa
+52,5.0876035859372815,3.518028042881434,1.3410102066965182,0.19708547112139196,Iris-setosa
+53,5.253417114211619,2.646121619780911,4.059351574094074,1.2755652449566077,Iris-versicolor
+54,6.102284046172273,2.4295677006017695,3.41534695332944,0.9504907402375324,Iris-versicolor
+55,4.879783238025839,2.7245551750943697,1.478750909367025,0.06475444499451732,Iris-setosa
+56,5.001630492850392,2.672023498366695,1.350560473477086,0.21408060543975094,Iris-setosa
+57,5.013048092372898,3.047749571333683,1.3496086281726962,0.2464952593920732,Iris-setosa
+58,5.978869524609432,2.7671972937158165,3.644558201731244,1.5528257861976758,Iris-versicolor
+59,6.685073863805459,2.850222624481506,4.510700757360861,1.6066942636985428,Iris-versicolor
+60,6.337719052499898,2.473303043054857,5.28655537136735,1.736322189004278,Iris-virginica
+61,5.208165922781346,3.6425165076952175,1.561181668759492,0.27607207890519503,Iris-setosa
+62,4.706228758115418,3.2156000032971312,1.2201848479196193,0.22780386072762315,Iris-setosa
+63,5.947339175027764,3.0665965534056268,4.289913299298777,1.5274645760718446,Iris-versicolor
+64,7.000112135674412,2.6518312035837237,5.642028430338904,1.7953987355262644,Iris-virginica
+65,5.963981199957827,2.947307792496456,4.816505307377428,1.5907475192057585,Iris-versicolor
+66,5.639899794411679,3.466412953302228,4.9353014238880055,1.4098434443692214,Iris-versicolor
+67,7.099251271580942,3.2255888672917994,5.674002059627535,1.9882846011247841,Iris-virginica
+68,6.901979827272204,3.3690082514780353,5.747096715813595,2.0041521410797283,Iris-virginica
+69,5.885598679657049,2.789266940328063,4.543472298437344,1.7799424744937342,Iris-versicolor
+70,4.679013644609876,2.877446951159972,1.5986398699625004,0.13412855037701454,Iris-setosa
+71,5.247114803374243,2.888319085754445,1.4734832011841001,1.2441273067953682,Iris-versicolor
+72,4.720708152365841,3.497694827580533,1.5008685067687417,0.22984108681519072,Iris-setosa
+73,6.908307766192618,2.935899183533017,4.767311064256381,1.7539461285492473,Iris-versicolor
+74,6.316886350247418,2.4467351910336563,4.31724567389421,1.6186604111373317,Iris-versicolor
+75,6.793515616268628,3.4289709744900625,5.212104987393312,1.9585388232361087,Iris-virginica
+76,4.735087368071867,3.2823596576374627,1.6257800337438575,0.28374961916169816,Iris-setosa
+77,6.891604069493979,3.1610597390950588,4.841008217967517,1.5357229746170156,Iris-versicolor
+78,4.439471256355019,3.328442628526801,1.4305343193314775,0.13528897162972411,Iris-setosa
+79,5.004232636312905,3.135474154067213,1.619967499370512,0.19819731673113827,Iris-setosa
+80,6.655555843190793,3.021819087662668,6.10638952692174,2.53787658959691,Iris-virginica
+81,4.902192706489274,2.849769672238961,1.2777325196192821,0.30619493518938845,Iris-setosa
+82,4.862603527550169,3.104376175514479,4.085887345517787,1.2731112274023555,Iris-versicolor
+83,6.015781124149815,3.0793480098170387,5.119709428066213,1.5697559310581681,Iris-virginica
+84,6.339180070966226,2.903454588382536,4.401997151327195,1.2959522635258245,Iris-versicolor
+85,6.625477582588487,2.964882130889763,5.537285528559973,1.7506859332640823,Iris-virginica
+86,6.481006843464373,2.7972183678152502,4.461394285538044,1.5556504065789007,Iris-versicolor
+87,6.285559071166013,2.8203875274493884,5.990151897346049,2.241015468358096,Iris-virginica
+88,6.925595923941938,2.470389897949009,5.816622078462988,2.068761313874593,Iris-virginica
+89,6.459298377558552,3.0170831502658273,4.730756388411538,1.6039690078705533,Iris-versicolor
+90,5.84880759892149,2.738426017914617,4.932268950984327,1.9038840331037434,Iris-virginica
+91,5.941628315269276,2.6444335630895996,3.861444654871762,1.010535389987055,Iris-versicolor
+92,6.214290858329204,3.339268795444741,5.190069667939041,2.7638375707953307,Iris-virginica
+93,6.9851221545814575,2.8686744699352933,5.391564714558412,1.9312195385962119,Iris-virginica
+94,5.04009842652577,3.074327710422446,4.7162726890489886,1.5701340639041956,Iris-virginica
+95,6.787759825450263,3.4604248117488705,6.197711286785751,2.550845044156763,Iris-virginica
+96,6.356417276389531,3.154007294441059,4.5286901002711835,1.4867586183772765,Iris-versicolor
+97,5.918706910507259,2.8113787391115683,4.031641641533259,1.1160113863335597,Iris-versicolor
+98,5.303669662930662,2.659565192849537,4.109908790038766,1.2551852154265741,Iris-versicolor
+99,6.915288477122345,4.042408105316865,5.866161813745801,2.506005569673697,Iris-virginica
+100,5.983759165790839,2.5830898199114487,4.315146734916206,1.7848882255354597,Iris-virginica
+101,5.481881197332914,2.722464393297031,3.94366395756422,1.3771269761087563,Iris-versicolor
+102,6.192414855104629,2.8189118741397685,4.420037840833544,1.500102496342015,Iris-versicolor
+103,5.510484082533336,2.0186987511318524,3.6316376185822814,1.209832292393814,Iris-versicolor
+104,6.136437271332731,3.1176685913310087,4.892808039899969,1.564018545323775,Iris-versicolor
+105,5.501809698496894,2.8889079657046803,4.158828269872938,0.8720875421355108,Iris-versicolor
+106,6.8353615116717314,2.7176389732894295,5.559465639645207,1.6365718700861736,Iris-virginica
+107,6.008538242697103,2.7361983237627423,4.419759590477935,1.3166591690549114,Iris-versicolor
+108,5.121874798710793,4.14457518585021,1.4851517491079254,0.2264775997393963,Iris-setosa
+109,6.412707095107612,2.874864271743702,3.9876199937689654,1.5071753007356623,Iris-versicolor
+110,4.807936106661583,3.1576197427003954,1.6675030104635549,0.16570641149896376,Iris-setosa
+111,6.192687059218347,3.1628092588911443,4.918894337411503,1.4680048037934863,Iris-versicolor
+112,5.4855784557807645,2.5914740777264114,3.453702434432402,1.2412186173686244,Iris-versicolor
+113,5.39550126382074,3.143906930358407,1.370747959567557,0.3055899068053721,Iris-setosa
+114,6.50402993434808,2.9246917825328693,5.570682355426876,1.8856123474990603,Iris-virginica
+115,4.9759427150177125,2.5102103631965162,3.515864643306294,1.2970043833303315,Iris-versicolor
+116,4.999548303745661,3.251483727295744,1.2522946527290677,0.34172696794752816,Iris-setosa
+117,7.1392794799335135,2.913609615427636,6.296413266242475,1.9688566651091555,Iris-virginica
+118,5.099684002555462,3.672438885946554,1.2943182665484931,0.15543507055685996,Iris-setosa
+119,5.304722622163763,4.509119670173138,1.752416603740033,0.27499834161225445,Iris-setosa
diff --git a/iris/tvae/1/27/test.csv b/iris/tvae/1/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/27/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/27/train.csv b/iris/tvae/1/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/27/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/27/val.csv b/iris/tvae/1/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/27/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/28/synth.csv b/iris/tvae/1/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aa7e18d4f2c5a3bf4299e94c0334767ab3d0aa14
--- /dev/null
+++ b/iris/tvae/1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.662607883830154,3.0181557628565234,4.897064236891312,1.5235871477407303,Iris-versicolor
+1,5.4805582752204325,3.3432696066222958,1.4394138183166143,0.1046593098654457,Iris-setosa
+2,5.039818687820445,3.5621366384870448,1.3814352243564547,0.32921465203555567,Iris-setosa
+3,6.5390955007233,3.1167992725282896,4.931005705001539,1.4803320213216749,Iris-virginica
+4,5.970158243880535,2.911148983633388,4.6645306683096734,1.6900801371153429,Iris-virginica
+5,6.4028145185802225,2.801036207875419,4.80269596009673,1.405310713524933,Iris-versicolor
+6,6.230494862007927,2.8767168076140885,4.068220942262279,1.4323685246278415,Iris-versicolor
+7,6.609757642220024,2.9829556849571124,5.597494688544268,2.169706247448764,Iris-virginica
+8,4.417941867071567,2.9294989142610692,1.345610572155841,0.07262812209508182,Iris-setosa
+9,5.792567134680745,2.624028600332704,4.777455128805605,1.7101927392607519,Iris-virginica
+10,5.071324764465524,3.1453236760232453,1.5500700792519047,0.1354152107514675,Iris-setosa
+11,5.818111111588689,3.018469852605731,5.0837850908342785,1.5634698953259487,Iris-versicolor
+12,5.566683094654613,1.6890744019708133,3.466130484835415,0.9717642289798853,Iris-versicolor
+13,4.608728772551509,2.892096830476711,1.1125155883197044,0.10458517155074101,Iris-setosa
+14,6.710662278532033,2.995847685850374,5.665173128011128,1.9007318251262053,Iris-virginica
+15,5.220720143829328,2.804601616203863,1.5188712070896977,0.01914290979243216,Iris-setosa
+16,4.911373352864815,2.9287335199592976,1.4925731690089499,0.09938311628514118,Iris-setosa
+17,5.992273332700894,2.9418831575505497,4.265221247779298,1.7259393409970114,Iris-versicolor
+18,6.1596459652703,3.0537222948905924,3.966067533383261,1.3222782935276798,Iris-versicolor
+19,5.828943775261335,2.949433055512194,4.428677130798697,1.3209125887492583,Iris-versicolor
+20,6.919874926725102,3.353503908051422,6.3155668123880275,2.2914902244367465,Iris-virginica
+21,4.691255306440584,2.994365926542711,1.4323671012345596,0.22980205846064622,Iris-setosa
+22,4.588421954526627,3.010734306890948,1.5639565446449393,0.19957787164904892,Iris-setosa
+23,6.421634862540754,3.1195058199125576,4.747238350151487,1.591910655973238,Iris-versicolor
+24,4.749578596011368,3.381561057082225,1.2158754160100098,0.20037315917916315,Iris-setosa
+25,6.104572215810347,2.892819455209041,4.743778989160863,1.4587096133272597,Iris-versicolor
+26,5.112742688442283,3.483717193667257,1.4711950262536613,0.27097222374552377,Iris-setosa
+27,4.979558404730645,3.0276522339160454,1.599055293705034,0.16890817409584852,Iris-setosa
+28,5.403509892728902,2.806445137163984,3.9680193384784603,1.2761277725436357,Iris-versicolor
+29,5.4932971606615375,2.6007817272249443,3.9231786307175445,1.0114542862806042,Iris-versicolor
+30,6.006782370763543,2.8156252741542835,4.518703857835858,1.4242030636059626,Iris-versicolor
+31,5.054725524463565,3.4579832118474156,5.029128589571084,1.7489728764409658,Iris-virginica
+32,5.998323992317014,2.9055057833015336,5.292878828977575,1.877534291707391,Iris-virginica
+33,4.92296311243344,3.5104050691119837,1.6417202453739932,0.16068440983852306,Iris-setosa
+34,4.448073038349528,2.8286581994174065,1.373310249111234,0.23346627489066407,Iris-setosa
+35,4.626199380621906,3.124923749465908,1.417863849896699,0.217808321263895,Iris-setosa
+36,5.954653190522487,3.3639132001558965,4.558402874945135,1.6581751007390888,Iris-versicolor
+37,5.056194819291536,3.1011418589058404,4.707733026569021,1.389094535109636,Iris-versicolor
+38,5.992900054311082,2.676729013549174,4.703384042518879,1.7238148206898125,Iris-virginica
+39,5.31859425777863,3.710290461078129,1.5728699370349033,0.2617335762746419,Iris-setosa
+40,6.726316980358254,2.623686764265005,5.896238534929814,1.8998529675806193,Iris-virginica
+41,5.591002088353621,2.8753461873385264,1.4493429790056018,1.33779046507663,Iris-setosa
+42,4.7900633999993225,3.2547029852725244,1.6296451553478424,0.24910130524508747,Iris-setosa
+43,5.917842374481369,2.668460910227918,4.305929599522305,1.3586936001127992,Iris-versicolor
+44,7.020385223861103,2.6960081808738083,5.803174379099956,1.7147826865119389,Iris-virginica
+45,5.220235621445994,3.6986927695754437,1.4591824950236005,0.14240170794440607,Iris-setosa
+46,6.34843600261397,2.6114458016336806,5.396733555905985,2.1026268818975495,Iris-virginica
+47,7.001955563007551,2.8103903402251826,5.7216689785647,1.7647691840571937,Iris-virginica
+48,5.476320888532221,2.7493324584990173,1.6218173601840753,1.3901909190633874,Iris-versicolor
+49,6.309433349754467,3.024775458153567,4.555081184834676,1.5454901298828378,Iris-versicolor
+50,5.746574048469534,3.7682882394674353,5.062334993302911,1.742090585774323,Iris-versicolor
+51,4.634864627724358,2.9312336586453136,1.446911445549636,0.2561615959574032,Iris-setosa
+52,5.5313428611140445,2.743616631568847,0.9984622062352593,1.0165237893835584,Iris-setosa
+53,6.306343651164588,2.1285101733236,5.233474634886341,1.7391404677503381,Iris-virginica
+54,4.8909239362720385,3.1396812540656085,1.3466077962050074,0.12222383970266748,Iris-setosa
+55,6.831986469480443,2.659112708713057,5.056707560383432,1.8908703159000495,Iris-virginica
+56,5.569207399505084,3.7427731157749764,1.5053209999245165,0.44644542751139976,Iris-setosa
+57,4.925656286499479,3.6582522002288944,1.4730326061803343,0.1833369034995192,Iris-setosa
+58,7.122775869903222,3.0585088985074793,6.236218159647135,2.0106746625306844,Iris-virginica
+59,6.4387663229507215,3.236122246144665,4.837066488073716,1.4768062409004417,Iris-versicolor
+60,6.425836768714161,2.783823285681239,4.782064266749445,1.553875954394369,Iris-versicolor
+61,6.885734006304111,3.6437145787919913,5.910824235763782,2.32355004036849,Iris-virginica
+62,4.967938426457394,3.3912751108367365,1.3181485162494635,0.22899352779250512,Iris-setosa
+63,6.700417043569413,3.1330847446838335,5.567492271289366,1.5925056831991722,Iris-virginica
+64,5.914181978385466,2.308658164501666,4.997762630551684,1.7165162651762322,Iris-virginica
+65,5.281047159208914,3.2546332432059777,1.3504076696338272,0.35680355912235723,Iris-setosa
+66,6.481931310224542,2.63724847381526,4.842614595089709,1.6576168696902487,Iris-versicolor
+67,5.115693483018589,3.287388661139853,1.3067122494612675,0.16073194113239841,Iris-setosa
+68,5.940516058897101,3.1913342439826096,5.289264681179923,1.922224313752953,Iris-virginica
+69,6.3123698749142125,3.3225025117658538,4.42467971241811,1.4775843994948126,Iris-versicolor
+70,6.289046483581158,2.6022640487433364,4.3906477585242385,1.596527791167004,Iris-virginica
+71,4.953091451640364,3.4500096478628297,1.766495346078766,0.30160502027075475,Iris-setosa
+72,4.885742502561852,2.916213074111871,5.044897020357762,1.6190656160457568,Iris-virginica
+73,6.32522376406933,2.654247593934597,5.464939018688184,1.5016983529995334,Iris-virginica
+74,4.574265519739612,3.0616656005638796,1.410727240451622,0.042984405406862186,Iris-setosa
+75,6.915479297409542,2.7347445863835107,5.002551438370606,1.9212586122157176,Iris-virginica
+76,5.5970122430976295,2.588553951642266,4.585163859815217,1.554073206205676,Iris-versicolor
+77,5.052223395635256,3.325540601098599,1.456392506722939,0.2399142853430304,Iris-setosa
+78,6.02854210031694,2.9102183147333127,4.440343270313466,1.2784065892725343,Iris-versicolor
+79,6.778774739650573,3.006121076548314,4.532159699873452,1.5233934875169286,Iris-versicolor
+80,5.134667363937252,3.295472028306827,4.715241272719416,0.19206877441682452,Iris-setosa
+81,4.744389443006939,3.3416274636160823,1.328590249635068,0.31066449102896615,Iris-setosa
+82,5.211566599051684,2.2975195658459007,3.7527675759547137,1.1381532047045062,Iris-versicolor
+83,5.736126134450046,2.487793474060612,5.041762171348017,1.8014399234415843,Iris-virginica
+84,5.400331785673487,4.1958124998152515,1.428271160927953,0.5351312198577423,Iris-setosa
+85,4.60979683781599,2.756316482596634,1.2686823508681329,0.15257113264324743,Iris-setosa
+86,4.558054233364379,2.895596826131258,1.4807284135774954,0.26810527908562615,Iris-setosa
+87,6.605082148210166,2.9140230878233635,5.417091422634009,1.7991568505498694,Iris-virginica
+88,6.4470625081885915,2.593551307380243,5.27809914680886,1.6827216070846838,Iris-virginica
+89,6.57554748597421,3.189528287262052,5.2926256989688625,1.6740970083161564,Iris-virginica
+90,5.881302104055258,3.0411010303252355,4.506135858718568,1.7382233204912225,Iris-versicolor
+91,6.641180871914899,2.8446852769503064,5.386309588702398,1.6637845088795478,Iris-virginica
+92,5.964905777631395,2.904906295885075,4.599125661022829,1.5874757869719758,Iris-versicolor
+93,5.227507527828096,2.584112551081235,4.055138305571193,1.1793032108794472,Iris-versicolor
+94,4.985557825644011,2.9400371234494074,1.4669786040119601,0.24560912089003423,Iris-setosa
+95,5.744084781186127,2.6345793961333515,4.105838617334716,1.4117158885199717,Iris-versicolor
+96,5.925471475549914,2.7769080216686874,5.20019346677581,2.374362579736033,Iris-virginica
+97,6.978225329616632,3.1324259624365123,5.977571492041788,2.0226194257733994,Iris-virginica
+98,4.900713499038063,2.6301631545814503,3.88444637229985,1.3133098853665943,Iris-versicolor
+99,6.050090866351786,2.6486685272834833,4.284959166416179,1.3206203622363684,Iris-virginica
+100,4.438121162183231,3.142411650896709,1.420733572060193,0.29764384375687486,Iris-setosa
+101,6.057054024312841,2.789847996876825,4.255338801098712,1.3824549317263068,Iris-versicolor
+102,4.715180383515754,3.056411806299869,1.254654966106536,0.1042360033520719,Iris-setosa
+103,4.729350930728257,3.297345366222051,1.3942670103995305,0.13078681417086985,Iris-setosa
+104,5.248480333670814,3.499412832024646,1.6035772269880635,0.34116243204707075,Iris-setosa
+105,4.763792286007113,3.2360066870468804,1.3750008960583295,0.3163810865924354,Iris-setosa
+106,5.566167367458395,1.9380395114346194,3.3975263422978976,1.1772616949797374,Iris-versicolor
+107,5.530229931904267,2.3647544440239336,1.275779568420699,1.4933579059431938,Iris-versicolor
+108,5.701626438396788,2.50353262875322,3.782829852070142,1.2906817946376385,Iris-versicolor
+109,5.048893415847572,3.1605347774631682,4.409361938136128,1.2774399565702288,Iris-versicolor
+110,6.068269140232968,2.894200461054242,4.2137748340399686,1.7865758648530246,Iris-versicolor
+111,6.3002168917240375,3.5735230050322135,5.881243843290607,2.7460744175408935,Iris-virginica
+112,6.233611300553968,3.366808405749261,5.533147813930811,1.583140026473553,Iris-virginica
+113,4.978263654968994,3.290128255637127,1.4409842620201063,0.21895766016164647,Iris-setosa
+114,5.217256018225032,2.4341530651363463,3.5032154561869153,1.2739416585834176,Iris-versicolor
+115,5.432302994431016,3.9068888540805036,1.307101131253746,0.3464122856730826,Iris-setosa
+116,4.613244371112627,2.9232964039307405,1.5179834992250634,0.2949712383153697,Iris-setosa
+117,5.844735515650025,3.0478024616321635,5.1754659001100665,1.5888648261735399,Iris-versicolor
+118,4.755202590157937,2.810630207491032,1.3997197167788227,0.2394206915907693,Iris-setosa
+119,5.22108311410776,3.3221931804371865,1.3230343962394127,0.41249395580783044,Iris-setosa
diff --git a/iris/tvae/1/28/test.csv b/iris/tvae/1/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/28/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/28/train.csv b/iris/tvae/1/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/28/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/28/val.csv b/iris/tvae/1/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/28/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/29/synth.csv b/iris/tvae/1/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..982f0d2da88fd429e77a14a3eb1e20009d025857
--- /dev/null
+++ b/iris/tvae/1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.002777264023061,3.3091258533984966,5.909506568282113,2.215776305787923,Iris-virginica
+1,6.0766525440730685,3.0723418884874616,4.655761399760009,1.392739637047823,Iris-virginica
+2,6.8686448512583755,2.685273357130302,5.532093690086423,1.8714894212671989,Iris-virginica
+3,4.891148439617796,3.3640314352587852,1.401869102369056,0.23370624059636108,Iris-setosa
+4,5.146487537649368,3.209746402748927,1.292839573729537,0.32329823584015727,Iris-setosa
+5,4.702883005036663,3.297778331416552,1.401112975260297,0.23575835396829364,Iris-setosa
+6,6.751729670646259,2.7512214337646093,5.435217684485083,1.5716194872165459,Iris-virginica
+7,6.026214318531477,2.9452795458887575,3.879801826206566,1.3999084841691796,Iris-versicolor
+8,5.76044670681356,2.794429628726646,4.691093175624854,1.4432804746502,Iris-versicolor
+9,5.8155860396386085,2.9996646072389526,4.855314506734787,1.6156479277362603,Iris-versicolor
+10,6.351798838233747,2.8067490984174515,4.759436462798991,1.5333568719705883,Iris-virginica
+11,5.808896139008038,3.1416880723305445,4.771270598258406,1.3629613791393063,Iris-versicolor
+12,4.939269586468766,2.8139262073619467,5.031117114389516,1.8729646000415583,Iris-virginica
+13,5.581450214765601,3.032366693331511,4.7551616731549515,1.6513949525533307,Iris-versicolor
+14,6.579259613902097,2.9186202983474883,4.90525290875897,1.7695601400064698,Iris-virginica
+15,5.252660928238594,2.5189467481376298,4.140598494495073,1.128408215112596,Iris-versicolor
+16,4.352010890319784,2.943705054760945,1.2890147302569308,0.1907345358875976,Iris-setosa
+17,5.980985149756033,2.9038656077222442,4.992322277260466,1.7625980743955663,Iris-virginica
+18,6.322901777852549,2.408555737093635,4.1064209263931835,1.3959692676656932,Iris-versicolor
+19,6.18613389051987,2.803121611153584,4.27083358144835,1.4318005340997226,Iris-versicolor
+20,5.6640596597200314,2.3653070827833065,4.009685783367965,1.1278733881892906,Iris-versicolor
+21,6.550111608332826,2.7967779708469034,5.094289764086274,1.3159988891542438,Iris-versicolor
+22,5.8599967736136085,2.7589114675360773,5.581241439341085,1.6002076871558697,Iris-versicolor
+23,6.329788247336846,2.78802472754045,4.677628803366373,1.3596420026978373,Iris-versicolor
+24,5.898272961038103,2.702696315678755,4.736486648670111,1.568218450212222,Iris-versicolor
+25,6.82248235814511,2.9083377326859385,5.826031723443549,2.133514991584221,Iris-virginica
+26,5.5333789836512155,2.82234028522077,1.0679404653929891,1.0851990031223695,Iris-setosa
+27,6.527737627798519,2.717535065026062,5.241390421187616,1.6593770724407801,Iris-virginica
+28,5.426092464199269,2.835839363340119,4.051677812469244,1.3242951701141403,Iris-versicolor
+29,6.531250899336749,2.9011556588706893,5.318581664720446,1.7944998883553913,Iris-virginica
+30,6.52690249139182,2.972819718827921,5.131139986266494,1.6896710687655603,Iris-virginica
+31,6.478165723664606,2.642499290658955,4.555513462305188,1.5131469355127467,Iris-versicolor
+32,5.314523864782522,3.913980919225798,1.384994786267321,0.36536840648323715,Iris-setosa
+33,6.429626370599525,2.998471099096987,4.3454777566206575,1.4993867539124783,Iris-versicolor
+34,6.000825425485251,2.6947161489476406,3.920666694298431,1.6628820759907328,Iris-versicolor
+35,5.4537907957214955,3.176232608109491,4.3406905579060036,1.267692818979909,Iris-versicolor
+36,4.954878306197778,3.4477403146613996,1.3353105137131405,0.31325646667746676,Iris-setosa
+37,5.9288124975994245,2.731506034442974,5.1482175243201524,2.184537106472879,Iris-virginica
+38,5.002664460581088,2.7961230051123342,1.5691330091065716,0.20133540169153874,Iris-setosa
+39,5.395648410874997,3.1279727162169815,1.2244110227277343,0.2877367801677246,Iris-setosa
+40,5.05089673688834,3.3040667774664945,1.5273738845147475,0.27110984679798783,Iris-setosa
+41,6.698549950535604,3.012274448238701,5.950258974773655,2.1582694710592967,Iris-virginica
+42,5.284867047456172,3.238319741132795,1.4161882634129799,0.28437857746900885,Iris-setosa
+43,5.647580000660037,2.8114666693663026,4.0959070405385445,1.6080134145186158,Iris-versicolor
+44,5.891235681729771,2.742210870747209,5.637790850745292,2.1689256336335414,Iris-virginica
+45,6.613500463760241,2.949543921393979,5.227636343586315,1.7644691762663915,Iris-virginica
+46,6.069230541600347,2.832442439564096,5.475962645740304,1.878143986064111,Iris-virginica
+47,7.191298747848394,3.2165219671709515,5.390601061101082,1.8020091728866678,Iris-versicolor
+48,6.035888501549579,3.2328004231798295,5.923876042347519,2.3468410280744965,Iris-virginica
+49,7.677828142752322,3.87992634140796,6.062508895871103,2.0327484924635777,Iris-virginica
+50,4.530787844876652,3.072884316055241,1.4202639035741857,0.09917505459288128,Iris-setosa
+51,5.810140223551383,2.9887581334567845,4.969249694064813,1.6099947538162223,Iris-versicolor
+52,5.158368275117042,4.017830325528149,1.2822028864602495,0.16940476456832965,Iris-setosa
+53,6.7655096671501935,2.8037730687315885,5.008247274044527,1.7346558765690143,Iris-virginica
+54,5.118752880127277,3.6864488713389827,1.52048323219875,0.34730075265496463,Iris-setosa
+55,5.67559794899333,2.6646908341171662,5.023011328942433,1.9174890554015147,Iris-virginica
+56,6.666840587382933,2.968213960467458,5.15691511992564,1.6137995522211956,Iris-virginica
+57,6.456895290192799,3.1649023378086754,6.02653767771363,1.9113911935769612,Iris-virginica
+58,5.224771837432046,3.0724320424119775,4.99082904848236,1.4699429867046556,Iris-setosa
+59,4.870011005137223,3.211514241160131,1.5516994681622327,0.1998938902713321,Iris-setosa
+60,6.128271940091968,2.990616314747315,4.660560843193766,1.5191249468231056,Iris-versicolor
+61,6.614249256791728,3.25225811828855,5.870306587727614,1.9995743436801348,Iris-virginica
+62,6.826392569208316,2.865220997179031,5.599083294631763,2.093120607971264,Iris-virginica
+63,7.3317669410550685,3.1800804245720347,6.411848438555717,2.1401739877236965,Iris-virginica
+64,7.117845265917024,3.1892577708308085,5.8751904670397135,2.161538248666571,Iris-virginica
+65,5.8478792691148485,2.507101132005795,3.9813222410854316,1.4538938745349974,Iris-versicolor
+66,6.79221767818608,3.206965153132333,5.97204086070441,2.405686037150489,Iris-virginica
+67,5.590077791156754,2.6298570262028456,3.536701717085494,1.0381452175855648,Iris-versicolor
+68,6.686188431480286,2.7512426142750375,5.863079148960698,1.815624235786941,Iris-virginica
+69,4.820454300379145,3.258209955166865,1.8931124770515424,0.28098164084517946,Iris-setosa
+70,5.928928424953354,2.635266853559732,3.6507088870713744,1.0519717731995704,Iris-versicolor
+71,6.706773840150378,3.063029839690718,5.685160705770807,1.7708881860727106,Iris-virginica
+72,7.086324750120382,3.2962039949454534,5.812854426847524,1.9645453107297484,Iris-virginica
+73,6.223134643818301,2.862731892560853,4.743421698811961,1.2501220027583249,Iris-versicolor
+74,4.621960997417415,3.3012112622859777,1.4024003280641832,0.32032100785912027,Iris-setosa
+75,6.178181478110481,2.9234698336480966,5.010328039863565,1.5003231689142873,Iris-virginica
+76,4.657660625055232,3.2962747122581155,1.7667704076167297,0.18036808045822594,Iris-setosa
+77,6.17604221121632,2.818809018048277,4.680280256541479,1.6159099584725019,Iris-virginica
+78,6.825590728754562,3.0503997920499892,5.508070342028139,1.9569228514755395,Iris-virginica
+79,6.427849771280596,2.991793729931011,4.969470352165095,1.4328436925684185,Iris-versicolor
+80,6.176801518670741,3.105002346730007,5.484210913995936,1.5809749593484117,Iris-virginica
+81,5.349258065559087,3.7111073839582582,1.3147620205502,0.28361982519898776,Iris-setosa
+82,4.901186782553921,3.598840826655386,1.4570426944012154,0.39972876385998035,Iris-setosa
+83,5.422156723388824,3.6346105066041376,1.425278630919942,0.2040483565285564,Iris-setosa
+84,6.336168803988752,2.587702905895335,4.079983099862252,1.3552554963561325,Iris-versicolor
+85,6.084134715300332,2.651494610535676,5.247609324778599,1.9518355857651621,Iris-virginica
+86,6.443003767046667,2.678827941716354,5.076437669736598,1.4254359033780695,Iris-virginica
+87,5.7917657496303585,2.4495288628202934,4.539893549788633,1.5821857058935216,Iris-virginica
+88,5.878177155911768,2.722805264396998,4.35513013282768,1.4566915755491512,Iris-versicolor
+89,4.680355462156761,3.143895352121256,1.1652973038755878,0.17121654733360692,Iris-setosa
+90,6.608772854371846,2.4614080996826004,4.511959198780265,1.6065857629352165,Iris-versicolor
+91,5.443601128030312,3.071488103767165,4.152025375744799,1.4022395066531432,Iris-versicolor
+92,5.642323856430714,2.6549390316385617,5.12702443457354,1.7696137615372876,Iris-versicolor
+93,4.934166822618672,3.0808890405315386,1.8030067934271918,0.2314091860259795,Iris-setosa
+94,6.809181549020448,2.7795649338692505,5.0577411337617475,1.5683761475292466,Iris-virginica
+95,4.648951234389892,3.4217701584306015,1.3720442631143717,0.3469608262425469,Iris-setosa
+96,5.021648634703217,3.426284271597087,1.2829090895778918,0.22655435271854235,Iris-setosa
+97,6.754775394428076,3.538420428804383,5.837325668361892,2.3668979460043102,Iris-virginica
+98,5.003582831306295,3.172844059984952,4.883869867455772,1.2943030254090433,Iris-setosa
+99,6.561675995157422,2.8161797281316883,5.5903974021371,2.14878009364406,Iris-virginica
+100,6.246808654860589,2.796820600083649,4.740721805908977,1.6205124946627363,Iris-versicolor
+101,6.022751825449442,2.889955371223617,4.541049175366627,1.3508395184253525,Iris-versicolor
+102,5.660147138398608,2.3617930226457884,3.6765350559785794,1.0594272456579872,Iris-versicolor
+103,4.88895725365117,3.136893137051807,1.3069085471209672,0.22575494454643608,Iris-setosa
+104,4.892336483916032,3.3482618775082718,1.3124127714347622,0.38649074359344826,Iris-setosa
+105,6.741152152131046,3.5218677037652557,5.278582016461529,2.101115964548696,Iris-virginica
+106,6.787958071435566,3.108611161085048,5.563805162728117,2.20796765431848,Iris-virginica
+107,6.596306251046326,2.7938685830661356,5.7596921090130735,1.8868017780474333,Iris-virginica
+108,6.799696524767061,3.0746921859011374,5.388417244228339,1.6087303947121832,Iris-versicolor
+109,6.113828226373225,2.861137375935712,4.722961407533611,1.837393605895882,Iris-versicolor
+110,6.633751280285504,3.2791490322443884,4.850220642910079,1.7066775640363567,Iris-versicolor
+111,5.885564916315229,3.015189356534611,4.441886391837522,1.4960565751598702,Iris-versicolor
+112,4.93837847192787,3.67288601696513,1.4874058511265231,0.369899887738081,Iris-setosa
+113,5.832345724946646,3.07794177234131,4.378930392769123,1.492855339956273,Iris-versicolor
+114,5.123622461813851,3.891711077573146,1.4193834677912927,0.4450784613657256,Iris-setosa
+115,6.721382817642218,2.835437989749144,5.374218004718414,1.9114849973287897,Iris-virginica
+116,6.335535877585476,2.776104628652411,5.080797665355187,2.1881486625157054,Iris-virginica
+117,5.06493937795922,3.045656303186542,4.415745461337527,1.7021794134336754,Iris-versicolor
+118,6.140602483015456,3.094014844795239,5.268906107990183,1.5393767031326075,Iris-versicolor
+119,6.0938576726484905,4.023558272843717,1.7266402067998077,0.3598790106333121,Iris-setosa
diff --git a/iris/tvae/1/29/test.csv b/iris/tvae/1/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/29/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/29/train.csv b/iris/tvae/1/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/29/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/29/val.csv b/iris/tvae/1/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/29/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/3/synth.csv b/iris/tvae/1/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6b56a6f4590e36a0d8e8bcab59c8f7f813554605
--- /dev/null
+++ b/iris/tvae/1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.329796225527409,2.5921305173288296,4.9798696649219245,1.6896570726695164,Iris-virginica
+1,5.193436167345981,3.4826961027166727,1.8274755292193074,0.39855281315328595,Iris-setosa
+2,4.547651897339508,3.089826152883104,1.6309210617048193,0.1977774874516806,Iris-setosa
+3,6.850455210342814,2.6083726744501017,6.0173159812189345,1.7318821892966103,Iris-virginica
+4,5.158297937387512,3.484026121169315,1.5783307033434966,0.33830162104472555,Iris-setosa
+5,5.247983962643571,3.4029920068179433,1.7444399851628005,0.28199817945298905,Iris-setosa
+6,6.076032163312997,2.7543177183443417,4.424251078884485,1.4106293163849455,Iris-versicolor
+7,6.493394614839561,3.306042378697342,6.109958843320481,2.213546819794197,Iris-virginica
+8,6.292190472954152,2.6877996368387316,5.135724686241662,1.8598210029776852,Iris-virginica
+9,6.918347560861821,2.7798030678244174,5.216144517345207,1.615984800576094,Iris-virginica
+10,5.437852766280909,2.82713023125611,5.13567508501178,1.6990399658736428,Iris-versicolor
+11,6.901704391088471,3.3011419567373794,4.77469868805311,1.738919919968173,Iris-virginica
+12,5.2849811041741885,3.6401112586909385,1.4258573502219403,0.4701020034337877,Iris-setosa
+13,4.887790273976897,2.9960289453921893,1.5065893364278469,0.13947309233203548,Iris-setosa
+14,5.662046851454485,2.5140610318917807,3.5230392480631956,1.2528419722592332,Iris-versicolor
+15,7.0892011772064905,3.022789291289069,5.964555505441162,1.966800488410406,Iris-virginica
+16,6.984161148305555,2.9325529798371988,5.403374093586228,1.7851363362799204,Iris-virginica
+17,4.87605413227945,3.2015061347245743,4.552976993034648,0.304608812865411,Iris-setosa
+18,5.377376685793111,3.3580582215638417,1.9326734089280695,0.2065461152414723,Iris-setosa
+19,5.02421159639136,3.147986226590615,1.5437828970231924,0.1307445771028753,Iris-setosa
+20,6.466752012581641,2.7312347717493326,5.262514112457185,1.532004728602759,Iris-virginica
+21,6.56008892921498,3.0659474611313025,5.780955405766049,2.0310153289021917,Iris-virginica
+22,6.286938023931137,2.9671569447911175,5.168350026572315,1.831995802721893,Iris-virginica
+23,6.212614540528904,3.1475190218582396,4.834993465234729,1.5193157440350928,Iris-versicolor
+24,5.549278043345295,2.7623021624111845,4.519167556336166,1.2414725320634445,Iris-versicolor
+25,4.5848992076207695,3.082747776806756,1.5606569767972052,0.053286686830723295,Iris-setosa
+26,6.757859634970186,3.0987779763213394,5.2592725552864925,2.001116179541153,Iris-virginica
+27,6.008146908264656,2.927491431043627,4.83259679671143,1.597796216127535,Iris-versicolor
+28,6.50032857407667,3.11885201063437,4.847107156287828,1.4273626972237676,Iris-versicolor
+29,5.387916830805479,3.1781842304845944,1.2312321339324002,1.2754307442885158,Iris-setosa
+30,5.75532093613449,2.592594358919192,5.713957435568205,1.8364247147286474,Iris-virginica
+31,6.331170906340105,3.1684119330226435,4.23008826022147,1.3772975560155702,Iris-versicolor
+32,5.147584130514663,3.4221778256918283,1.7065424768947337,0.18283207791573144,Iris-setosa
+33,5.154881880113645,2.170281004771588,3.9051171534020575,1.0959533796763237,Iris-versicolor
+34,4.857573019922412,3.605130687221214,1.6317550197279382,0.27756075504735583,Iris-setosa
+35,5.627823721742301,2.8694377646597378,5.107636280093632,2.0804789023600723,Iris-virginica
+36,7.256126312002104,3.6314534668965397,6.540554207163492,2.845965788400945,Iris-virginica
+37,4.9040197092189235,3.0883529790866118,4.246547161211499,1.6239192223706527,Iris-setosa
+38,4.888515461988794,3.394732091805717,1.505880470092577,0.29718095536105515,Iris-setosa
+39,4.990403387550677,3.228399535087436,4.651861144880103,1.4992218679326266,Iris-virginica
+40,6.1813456109396725,2.7589046524788863,4.840062896643627,1.5612396508564301,Iris-versicolor
+41,6.548436630544491,3.2085878575832565,5.472433967617548,2.3834505413466904,Iris-virginica
+42,5.081510352999172,3.2956289496815097,1.5476485536694975,0.29033427978118165,Iris-setosa
+43,6.108098922837299,2.6870836805377127,4.644831132126739,1.4192250889417006,Iris-versicolor
+44,5.614367057913169,3.3566482529722688,4.901151056628031,1.43013306160938,Iris-versicolor
+45,5.757413462081248,2.9556989588924893,5.139659594246931,1.551335823053334,Iris-versicolor
+46,5.881891389748325,2.540179138101967,4.410897084403566,1.7299548738661419,Iris-versicolor
+47,6.525413752073288,3.1298795608859646,5.140443550870334,1.693836424657031,Iris-virginica
+48,4.841072564413708,3.3117426965326886,1.4885067804928076,0.3053424137825209,Iris-setosa
+49,5.23843503555255,3.2737177681010765,1.5886030235564408,0.20677521380040834,Iris-setosa
+50,4.664663325617685,3.2720288907624124,1.705277614572693,0.18707170106178503,Iris-setosa
+51,5.551963910620674,3.3483647097368525,1.2977081997583755,0.26992453378878867,Iris-setosa
+52,6.728850782355452,2.9694589858953857,5.226464108473009,2.1114383304791975,Iris-virginica
+53,5.112040623259047,2.847449462526227,4.54167702245975,1.8127011021569652,Iris-virginica
+54,7.108459040966812,2.8491298802453446,4.650144834628463,1.7316063080234652,Iris-versicolor
+55,4.759668389335001,2.847065359478387,1.2030391580726145,0.3012566920919852,Iris-setosa
+56,6.978588835575483,2.956484995847233,5.845525342853208,2.0687184121303774,Iris-virginica
+57,6.177774320789509,2.8431537876650594,4.144680917472605,1.4061533349827875,Iris-versicolor
+58,6.248691107965177,3.1006152797370334,4.8830630765902185,1.294187192977271,Iris-versicolor
+59,5.769446102616681,3.0068303684922437,4.77205285449373,1.472749747311652,Iris-versicolor
+60,5.380134170371208,3.9502804460881773,1.2912241662366097,0.2611935282248605,Iris-setosa
+61,5.950928895993844,2.7444566975998774,3.700162520839274,1.1611631929510815,Iris-versicolor
+62,6.05301903199181,2.6663135211306175,4.6950207438509315,1.3851893200672083,Iris-virginica
+63,5.736021080218653,3.5014253522875167,1.6938700719219524,0.28466118575684,Iris-setosa
+64,5.954358474959068,2.7177343388110455,5.038882501412734,2.24394404187578,Iris-virginica
+65,5.873067881129119,2.5718856201871487,3.882792796470905,1.0949306380477881,Iris-versicolor
+66,5.940306553717365,2.772024555911723,4.582433280968559,1.3819160463493032,Iris-versicolor
+67,6.086828548771876,2.9426328035761546,4.848584925536596,1.7073576819676193,Iris-versicolor
+68,5.722155159165908,2.943989756890757,5.23464498289991,1.983409281724172,Iris-virginica
+69,5.478354307119367,2.74672040048162,1.4915958227212551,1.2198749916560812,Iris-setosa
+70,6.198311556298142,2.7439808412885616,5.275644150147882,2.0161718451112787,Iris-virginica
+71,7.129633892077671,2.670823027043644,5.688091976271482,1.8768210857405527,Iris-virginica
+72,4.968110501733801,3.061651060047539,4.53912153252621,1.4083972528102722,Iris-versicolor
+73,7.39719150693764,3.2831249220396725,6.026533007596692,2.1792485338080616,Iris-virginica
+74,6.718231699288175,3.152638054149223,5.368676160039253,1.9346855572597703,Iris-virginica
+75,6.912925074700553,2.7433168171848954,4.236236626151599,1.6318840790620954,Iris-versicolor
+76,5.385878428226785,3.3026626969664283,4.6791535306026875,1.3212791020442052,Iris-versicolor
+77,4.805469450754035,3.7444046347158633,1.2940899823722332,0.2795993910330043,Iris-setosa
+78,6.221025200892164,2.8929998150042153,4.996547211365348,1.7468818332384755,Iris-virginica
+79,6.310114586382805,2.750401742390058,4.756902643841083,2.0930717876971894,Iris-virginica
+80,4.438855611907568,3.029177729287146,1.725359857230859,0.21239822878948078,Iris-setosa
+81,5.4851368066227035,2.69338773844093,4.273373488343032,1.111164739614197,Iris-versicolor
+82,4.764900698365632,2.977744775532339,1.5062023634791692,0.3419638414309575,Iris-setosa
+83,4.797175062556806,3.372267427284874,1.632207746326116,0.27577641910232703,Iris-setosa
+84,5.862712205740236,2.8210986612063143,3.698409698560003,1.0431421884815462,Iris-versicolor
+85,7.11150087981765,3.172094214028501,4.871562339409512,1.8916223524340188,Iris-virginica
+86,5.063820407183029,4.0465940186014695,1.4881056073347803,0.2619253695668722,Iris-setosa
+87,6.567649258083967,3.2933148203663625,5.815228111190861,2.2982256893491666,Iris-virginica
+88,4.3937167593820785,3.0050874751842125,1.3168143726397055,1.3425584151285097,Iris-setosa
+89,5.012990854122614,1.92068264752901,3.2915939618694825,1.22533658205595,Iris-versicolor
+90,4.53065123852504,3.247217464868442,1.406796982334372,0.23131577190000377,Iris-setosa
+91,5.927811330895933,3.113552257175178,4.6098872937829585,1.7399635623818233,Iris-virginica
+92,4.970422927876631,3.195063725971709,1.4873126320256567,0.2602406398200837,Iris-setosa
+93,5.987557316420053,3.247353763716835,5.430441082281347,1.8215432595634606,Iris-virginica
+94,6.4519607044118965,2.7326425623766744,4.192134792342024,1.2883383390211374,Iris-versicolor
+95,6.238629483790561,3.0191890800009467,4.7168197450373075,2.1899089348695258,Iris-virginica
+96,6.449658056841586,3.0173771291623943,5.18294383446515,1.7765534370704255,Iris-virginica
+97,6.135703949640104,2.73948218179298,5.057046916919632,1.6836148418316847,Iris-virginica
+98,6.673244863956517,3.103897606150036,5.088640752323316,1.4311925821279017,Iris-versicolor
+99,4.907149355512768,3.0427466010655406,1.3549725904402006,0.12608271936780205,Iris-setosa
+100,6.162670408464046,2.9255436949345794,5.266031349230718,2.1620362614344146,Iris-virginica
+101,5.865619160417486,2.8606688241900837,3.771918569273776,1.5841759887433562,Iris-versicolor
+102,5.317186250115237,2.384661847911862,4.1145730925537,1.1308934803548278,Iris-versicolor
+103,5.039270896001051,3.2561052724531936,5.25052591658631,1.6803604256941074,Iris-virginica
+104,6.802039563718815,2.9759839838705426,5.830057969738912,1.7943345996644025,Iris-virginica
+105,6.119111467543591,3.0344161204137974,4.625821004115676,1.6316911588920355,Iris-virginica
+106,5.867148837786429,2.2007138571981053,5.036556835449534,1.9171606771452012,Iris-virginica
+107,4.9903607109444605,3.4213082857663992,1.0401283139927595,0.2766392553408596,Iris-setosa
+108,4.671201084582251,3.233627977987019,1.4916612382869818,0.1930364418090572,Iris-setosa
+109,7.061956899574393,3.1782314664129543,5.888574839204276,2.126404999958896,Iris-virginica
+110,4.692748874087518,3.324509447594374,1.2291480625109241,0.16025111312434975,Iris-setosa
+111,5.048528468633783,3.49159022108689,1.5074522848821492,0.1626197931386661,Iris-setosa
+112,5.426047987686172,2.9656403266084763,1.3591241870836201,1.2301118535537396,Iris-setosa
+113,5.808420984562471,3.092205572820492,5.409620999965201,1.4426089381381184,Iris-versicolor
+114,6.851579396781554,3.9291813481004936,5.891366112787447,2.390585160723304,Iris-virginica
+115,7.09903193738956,2.8797150530022777,5.674424184288874,1.950603271372204,Iris-virginica
+116,6.070348541661386,2.756871414006417,3.7000273658883045,1.4134970328066085,Iris-versicolor
+117,6.121378735519637,2.905358929127023,4.802696781723097,2.070491373933577,Iris-virginica
+118,6.725342852586547,3.1567150985988826,5.591393376805105,1.8637431645389189,Iris-virginica
+119,4.565962483585101,3.391356609857379,1.3261766736099787,0.4028204542266395,Iris-setosa
diff --git a/iris/tvae/1/3/test.csv b/iris/tvae/1/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/3/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/3/train.csv b/iris/tvae/1/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/3/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/3/val.csv b/iris/tvae/1/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/3/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/4/synth.csv b/iris/tvae/1/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c3c1430bc2f27f459cb78418684af9486df01149
--- /dev/null
+++ b/iris/tvae/1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.40662466747174,2.895019096377394,5.018595192042379,1.5147602418832942,Iris-virginica
+1,7.149255804912991,3.1678530553413013,5.645890692946397,1.9639939746371344,Iris-virginica
+2,6.591291043977089,2.9768402375129104,5.440660515670311,1.9510486470514958,Iris-virginica
+3,4.561757529567679,2.5951934940884174,1.3910465213773382,0.06928646497790197,Iris-setosa
+4,6.849280730466932,3.1146696503487235,5.990498863649966,1.762168164846426,Iris-virginica
+5,6.0139583239416705,2.987327391210647,3.969373934056454,1.628015993152893,Iris-versicolor
+6,4.591863241546827,3.597785292354537,1.5533156615087491,0.28520212637047054,Iris-setosa
+7,4.937741259470645,3.5555008370533674,1.4887341462327233,0.20753150620918898,Iris-setosa
+8,5.521932862009239,2.7583631256065217,1.173243712846784,1.2828189836310717,Iris-versicolor
+9,5.978518794467717,2.3213258124964202,4.9081926451887155,1.9191590754073133,Iris-virginica
+10,4.6833126084641705,3.4089577931703343,1.517147746716027,0.18420468799563577,Iris-setosa
+11,5.127476980559154,3.29883929851157,1.694877519461503,0.2497567259787787,Iris-setosa
+12,4.646356139599127,2.7286736696681233,1.435466116925557,0.2545402022760376,Iris-setosa
+13,5.007531115085709,2.88518518227741,1.3878063828058416,0.27042167235065684,Iris-setosa
+14,5.55789201083469,3.110905414698191,4.044679634927675,1.2681297253642092,Iris-versicolor
+15,5.141657652178099,2.7160031395436905,1.4044720504580175,1.264443398379706,Iris-versicolor
+16,4.685893119182446,3.0015489382212603,1.2018664117499163,1.4092131575733575,Iris-setosa
+17,4.697445033638809,3.0646103543336363,1.340432477471853,0.2098943290790295,Iris-setosa
+18,5.696594402807987,2.9091401852336944,4.933068066553268,1.5195338268725844,Iris-versicolor
+19,6.249601023341797,2.563177708570009,5.191796520030893,1.812339348205456,Iris-virginica
+20,4.705750659369313,2.923817485270892,1.359154671268691,0.04755753218726552,Iris-setosa
+21,6.328739442180073,2.6016571155256365,4.950840184657014,1.7296834160779704,Iris-virginica
+22,4.870504728340468,3.090586538211238,1.5554710049786662,0.2270099969305912,Iris-setosa
+23,5.401182322180519,2.658381595844061,4.404530252549912,1.097450978663233,Iris-versicolor
+24,6.79261565003157,3.301262182142455,5.629006761294599,2.334386783261925,Iris-virginica
+25,5.246600817663661,2.259190031920824,3.3289623329039495,1.0914387523967957,Iris-versicolor
+26,6.048317296016633,2.972560196414559,4.445174907112683,1.391794654935394,Iris-versicolor
+27,5.059657447935587,4.167653899237856,1.5653845773373505,0.14381267712680823,Iris-setosa
+28,5.589137387351408,3.086762238896972,4.1871326774404976,1.103292371314145,Iris-versicolor
+29,6.585957040963683,3.759529814598952,6.200732447244844,2.3518798267918224,Iris-virginica
+30,4.896670377225954,3.219656330632857,1.5070911723070435,0.18263635569204828,Iris-setosa
+31,6.781452552983498,3.0564085589433194,5.101466022346681,1.6321002426091422,Iris-virginica
+32,4.578407672576597,3.007497085832833,1.4304108881838322,0.16976507767191412,Iris-setosa
+33,5.210123763899433,3.123977608870261,1.4931202907927668,1.5315062299009723,Iris-setosa
+34,6.628362633959759,3.1744032406495863,5.542665130754669,1.947026338599795,Iris-virginica
+35,6.53623159291793,2.75556912068227,5.139555453984815,1.812598754545069,Iris-virginica
+36,5.689577565727171,2.624265154015657,4.257938424486561,1.0853627474104117,Iris-versicolor
+37,5.0039841376641645,3.2283645513283763,1.3363682278357931,0.2929290122841419,Iris-setosa
+38,4.507954101673551,3.3374431778504503,1.5237460409477661,0.1703354530886795,Iris-setosa
+39,6.989404773078567,2.9344877940326657,5.724800723347247,1.7513763381247365,Iris-virginica
+40,6.217554640357868,2.8787773593355843,4.95687924724351,1.5476914030478555,Iris-versicolor
+41,4.811958990887847,3.360410069237314,1.3476369723995067,0.2679672848176212,Iris-setosa
+42,6.538011077558151,2.740341379592551,4.4607202603171405,1.656840752775821,Iris-versicolor
+43,5.585034265375633,2.9471827308242817,5.067966250411498,1.3200840473710567,Iris-versicolor
+44,4.687267880381256,3.1449521303558226,1.2155910611206604,0.1949145572468372,Iris-setosa
+45,6.469124762923134,2.6809328657409672,4.3806801195968905,1.2760687283977945,Iris-versicolor
+46,6.784534903105011,3.044284713121019,5.877755573274544,1.6171887264516793,Iris-virginica
+47,5.485594943029851,2.404599497765384,4.042448340524726,1.330324335631418,Iris-versicolor
+48,6.256505640111355,2.9131681362862425,3.9637006820489313,1.56471537085776,Iris-versicolor
+49,6.085618403493027,2.6327709446629854,5.717167028831531,1.7813390932143836,Iris-virginica
+50,5.662063334290035,2.7048564036572245,5.238244107976327,1.589864923438509,Iris-virginica
+51,5.281786305511386,2.8566671827531263,4.340449192756481,1.1642416354685103,Iris-versicolor
+52,5.871051456764241,3.4413800819009865,5.304711492534105,1.597079101552109,Iris-versicolor
+53,5.479243000048967,3.067168424553387,4.22024402725089,1.4582488928334363,Iris-versicolor
+54,5.0390331891955515,3.8107538415189532,1.6726092422173673,0.23595995160538047,Iris-setosa
+55,4.714349754001642,2.4974280398187467,1.5282139749030512,0.12730240396092093,Iris-setosa
+56,4.613584693550246,3.427511748378585,1.3684180945204383,0.175946279270565,Iris-setosa
+57,5.018477932724512,3.1776253849887808,1.5344249581435163,0.24539892415808448,Iris-setosa
+58,4.665974241922395,2.9458821541994022,1.5398744458943152,0.18425363237970457,Iris-setosa
+59,5.04793372643773,3.4848978492912326,1.7294561308333531,0.301890442619154,Iris-setosa
+60,6.9941116601221145,2.99371543536468,5.3728380410481265,1.551714888400995,Iris-versicolor
+61,4.988154151998932,3.5343769527026545,1.3869670139059445,0.30253584884081497,Iris-setosa
+62,4.54280438659371,2.831521788300544,1.4358285894923732,0.2962245186221606,Iris-setosa
+63,5.486059274269521,3.548295875657519,1.7658819923674018,0.2408470338733568,Iris-setosa
+64,5.012576225466828,3.5323171986730144,1.5729454466560457,0.24609701780204457,Iris-setosa
+65,4.314169599648432,2.7012207789397076,1.4866571972872527,0.19522217890176552,Iris-setosa
+66,6.888848821671246,2.8518733662314895,5.381071683973266,1.6337108572595394,Iris-versicolor
+67,5.052483273539676,3.575658480215146,1.7146392459195376,0.16165144955046706,Iris-setosa
+68,6.315594750366129,3.1496127992549843,5.000464120800078,1.3901848089349487,Iris-versicolor
+69,5.280118675070401,3.0480382102196892,1.3759139595746226,0.1864525080598362,Iris-setosa
+70,6.281171420758515,2.716673444765087,4.461685231619702,1.7097672754384468,Iris-versicolor
+71,5.3169637374897185,4.034525392101631,1.6180831196425096,0.1829887287522935,Iris-setosa
+72,7.811121696892847,2.9762430176415826,6.517720644523379,1.8546509530980222,Iris-virginica
+73,6.009126930742794,2.6688306768127323,3.869273443958944,1.3277851398976663,Iris-versicolor
+74,6.201447157857815,2.91322270794002,5.1322292392833155,2.1290532703277414,Iris-virginica
+75,4.594698785588241,3.334394675159442,1.5102626282472336,0.2572524381569844,Iris-setosa
+76,6.384020732831445,2.8444442076486025,5.32665821695458,1.6218280564412324,Iris-virginica
+77,4.650913426458305,3.454142476321903,1.3170251381180214,0.24396267154280443,Iris-setosa
+78,5.8702673796442975,2.2746588843288107,4.3329415465505425,1.0629793619938472,Iris-versicolor
+79,4.657775540392096,2.941917386887589,1.4584976460559007,0.1788493883049711,Iris-setosa
+80,6.547030562679982,3.2592258840229507,5.90786514099835,2.384451281032774,Iris-virginica
+81,4.650381106354316,3.1362052261129048,1.7182109355680417,0.17517037251394796,Iris-setosa
+82,4.821101180283932,3.147401248872417,4.92752722570729,1.4973387183299016,Iris-virginica
+83,5.3215167872678535,3.9318834035179835,1.6208569983027443,0.365417753855025,Iris-setosa
+84,6.551421538252379,3.2829075797380467,5.6887948035864575,2.3508739502779727,Iris-virginica
+85,4.778394335078666,2.81366014965602,1.4680399143733829,0.14472519665344363,Iris-setosa
+86,6.060068335334562,2.5735215358259884,4.255480146118834,1.6533151838630975,Iris-versicolor
+87,4.963218333043795,3.625684701096716,1.426865500962309,0.3184159117151979,Iris-setosa
+88,4.576173556946739,3.088132095952393,1.431985401463092,0.1099353810994097,Iris-setosa
+89,5.950395176722999,2.902397068337921,4.169381439669317,1.458677474557,Iris-versicolor
+90,4.37817905477556,3.2625520018937224,1.5579984363749007,0.22058129538189736,Iris-setosa
+91,6.43869324485884,2.6921775348503925,5.504765896623666,1.782670588169355,Iris-virginica
+92,6.043307913788456,2.941523004046681,4.356976090843946,2.1201877780715925,Iris-virginica
+93,5.779675336225055,2.7809499327104357,5.499314813889459,1.5948337865515758,Iris-virginica
+94,6.066743847195279,2.462831429782503,3.9953269704060776,1.3353023871442966,Iris-versicolor
+95,6.637502046527815,3.0932645976728264,5.064581251407658,1.9261666735233376,Iris-versicolor
+96,5.141644112338849,3.6973824902738115,1.3084099797707962,0.1826104031297009,Iris-setosa
+97,7.007637481204419,3.0059054944141286,5.783742546735194,2.48049872360877,Iris-virginica
+98,5.68654903706635,2.9523362957977395,4.684440887154739,1.3825634367513833,Iris-versicolor
+99,6.290591508107164,2.9189337815497285,5.867214818277288,2.1018952242387483,Iris-virginica
+100,6.497366986114041,3.0283535219841458,5.023590629190777,1.9009013136858703,Iris-virginica
+101,5.586466880627827,2.895151210001367,4.280904220282716,1.4245509886942243,Iris-versicolor
+102,5.4066465359021985,2.3243623811513956,3.8648349208741175,1.50110924416064,Iris-versicolor
+103,5.533004320094027,2.827209788074305,4.633436769017319,1.5420984415407049,Iris-versicolor
+104,4.959990859618068,2.7843567243530916,1.3202164359780466,0.2347042163138279,Iris-setosa
+105,6.698395141590339,3.449970093954615,4.7545107381668235,1.438993696491476,Iris-versicolor
+106,6.928732853736646,3.3845057530645524,5.505053179046634,1.601653508590181,Iris-versicolor
+107,5.028830541384653,3.09108829793813,4.973147324738172,1.6892159211432072,Iris-setosa
+108,5.015183652429085,2.917928807714495,4.6620631677493165,1.733457945334275,Iris-setosa
+109,5.39089067328722,2.9690585491159003,4.187787109365882,1.1161078539214915,Iris-versicolor
+110,4.989049586577991,2.905992375502101,1.2872185736290747,0.14157804730220325,Iris-setosa
+111,6.848873789113931,3.639421171168957,5.812077758174878,2.249064133780364,Iris-virginica
+112,4.437469845692505,3.4235800029762284,1.3004540949934418,0.2115782054293022,Iris-setosa
+113,4.627897409037449,3.41146529571488,1.448626069082845,0.08587151185532069,Iris-setosa
+114,6.058962995151148,2.835500073431353,5.388543093027719,1.9642775609575365,Iris-virginica
+115,5.110431854884595,2.7714583908924677,4.875978137446559,1.5908050847251658,Iris-virginica
+116,5.810791800187818,2.8764859892737933,1.2966307651903113,1.2356069737982165,Iris-setosa
+117,5.894693159782999,2.674380290582672,5.01746409946112,1.9974542903413568,Iris-virginica
+118,6.614278280230022,2.766486263427448,4.738065962807892,1.5555441941540755,Iris-versicolor
+119,7.075688070517733,3.0461215446063585,5.032345059333276,1.5895676401940646,Iris-virginica
diff --git a/iris/tvae/1/4/test.csv b/iris/tvae/1/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/4/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/4/train.csv b/iris/tvae/1/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/4/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/4/val.csv b/iris/tvae/1/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/4/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/5/synth.csv b/iris/tvae/1/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..975875cdf1b083a65cc7b52c013076800c40f7f4
--- /dev/null
+++ b/iris/tvae/1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.256791826159307,4.042268128229772,1.4960114968252725,0.25441095317629614,Iris-setosa
+1,6.7022814558659025,3.411761775821954,5.786964133641797,2.2741222843796924,Iris-virginica
+2,6.373616745640895,2.81371967275358,4.870450165325822,1.5623566025871045,Iris-virginica
+3,5.091008181638471,3.117081689392533,1.35015023787985,0.2678230223388944,Iris-setosa
+4,5.5374139896931105,3.9000549094188823,1.4500332423342086,0.20524748477278892,Iris-setosa
+5,5.747314243663119,3.325930891530141,1.3712649291827186,0.4672322233957885,Iris-setosa
+6,5.827393557512772,2.706213123076938,4.502003277388205,1.855396291529797,Iris-virginica
+7,6.005301681781306,2.641337401902862,4.877054482500813,2.048864339468783,Iris-virginica
+8,6.166973573114591,2.4103072472043277,3.8157798298420036,1.1525193816584278,Iris-versicolor
+9,6.101309545769423,2.9093196822558958,4.42460070371474,1.354182121742201,Iris-versicolor
+10,5.888898520289486,2.870108192607605,4.550735638708034,1.3885539877101383,Iris-versicolor
+11,5.904810713403888,2.710499760304507,4.754510853304694,1.3291583990844544,Iris-versicolor
+12,6.342348839451015,2.969353952816091,5.595374747230199,2.3071425914817114,Iris-virginica
+13,6.829562658767454,2.7071692509778194,5.432666905836565,1.5319997510074903,Iris-virginica
+14,5.362465457009365,2.6753084117586843,4.182430903808272,1.3343814925942226,Iris-versicolor
+15,4.883349905710635,3.15386592370805,1.5995842756761005,0.13044795099550574,Iris-setosa
+16,5.141187889579123,3.8356082225529566,1.4935625950674698,0.17393202129793756,Iris-setosa
+17,5.04900120333075,2.505444013616238,3.9907443920542014,1.3544942601105436,Iris-versicolor
+18,6.013918359459935,2.8571907387965583,3.989876854855779,1.2817467899033677,Iris-versicolor
+19,7.181282748597935,3.213496772338962,5.725239105199489,1.6922772752280024,Iris-virginica
+20,4.424437284242506,3.6024821436138685,1.478755775036335,0.22773589139902325,Iris-setosa
+21,4.655116251322777,3.5646044342552146,1.4332441229353758,0.3708898338654621,Iris-setosa
+22,5.336011004747752,3.1391198285653004,1.3930755630814078,1.458351821233004,Iris-setosa
+23,7.002026482645081,3.0389687881490075,5.7252140903309625,2.1823793713832025,Iris-virginica
+24,5.948276831320643,2.447296024091298,4.127318288016511,1.5285839249922388,Iris-versicolor
+25,6.233628081732984,2.837428415896124,4.142888832157351,1.1912426637938078,Iris-versicolor
+26,4.998974404552411,3.1663311321176595,1.5502226153036294,0.23478179852786396,Iris-setosa
+27,4.99950450209084,3.7483233536544844,1.715040907036105,0.26525585336149415,Iris-setosa
+28,5.125781264782989,3.3752314343717282,1.5070326463021033,0.1270188608097286,Iris-setosa
+29,4.863344158039162,3.016711555780332,1.5273072947231474,0.22150047399975653,Iris-setosa
+30,7.243692121589634,3.4055180958308804,6.122692559415609,2.29951149252752,Iris-virginica
+31,4.98422424618295,3.2295572876046217,4.93589817859028,0.12298707085927713,Iris-setosa
+32,5.903524547139484,2.637567716316394,4.783091764643668,2.2447891566172755,Iris-virginica
+33,5.723828866336507,3.108980205086972,4.4466231174666335,1.473028661387793,Iris-versicolor
+34,6.884863553877156,3.4200682102502165,6.301323549471155,2.169424094865647,Iris-virginica
+35,6.366069057400099,2.8864983880250095,4.8701627563808705,1.881631412085852,Iris-virginica
+36,6.4039579225280425,3.311747506906699,5.057821138047163,1.8368909061752874,Iris-versicolor
+37,4.460622859520571,2.882503316074972,1.3046070094528115,0.0732365322791802,Iris-setosa
+38,4.755712630811788,3.062425417525106,1.5078458148244815,0.3627620977741516,Iris-setosa
+39,6.755992572096732,2.932587292257334,4.194000267146937,1.4695067209863404,Iris-versicolor
+40,5.109623787218509,2.4625625110616975,3.966287935785777,1.1593341139272781,Iris-versicolor
+41,4.7861281392717485,3.3795918511373046,1.1186344143309812,0.3004390077657252,Iris-setosa
+42,6.145100507057404,2.893407556698386,4.5722704161475365,1.6541031525902437,Iris-versicolor
+43,6.017491546887121,2.9613413447406356,5.147761264914145,1.5982183368208303,Iris-virginica
+44,6.130906080675231,2.966267407751392,4.95953132606304,2.384285054633981,Iris-virginica
+45,6.404860935545378,3.014291968818732,5.691473485481014,2.0573995386751616,Iris-virginica
+46,6.074545535087921,2.7570581740062448,4.232956855095265,1.3794648772294293,Iris-versicolor
+47,7.27884455524246,3.188492182931412,6.019507256270769,1.886870685891136,Iris-virginica
+48,5.39176929823902,3.041235279937223,3.914181925661991,1.219995809437366,Iris-versicolor
+49,5.255529638230065,3.0576851855698224,1.5898120933802184,0.23940219863534246,Iris-setosa
+50,7.034195252757636,3.246305897236895,5.457856917000264,1.9811637489036356,Iris-virginica
+51,5.761100197461601,2.321824178121547,3.7029944458356776,1.0182347020896647,Iris-versicolor
+52,5.12516787295775,3.9591965333342536,1.2999434405586683,0.10740246231155118,Iris-setosa
+53,4.7292855591708385,3.169849189317415,1.2333549422387604,0.2290142105836037,Iris-setosa
+54,5.903569021147765,2.891790520311683,4.630852165229951,1.515735300024141,Iris-versicolor
+55,7.0897449936324195,2.9805702464096338,5.5219534468350115,1.6754411346553932,Iris-virginica
+56,5.121571722441582,3.4511147616188396,1.568087914008289,0.29170831031813016,Iris-setosa
+57,4.813140341839215,2.518239642040659,1.3462659214099881,0.18503059696273927,Iris-setosa
+58,6.775775554045602,3.1458582188957167,5.154746507633185,1.6351822760425636,Iris-virginica
+59,5.801574962846719,2.421428939946797,3.840176665753715,1.0427846504983918,Iris-versicolor
+60,5.9012390250314795,2.836167552374796,4.253981059636836,1.565624247266946,Iris-versicolor
+61,5.407041927915491,2.458413892912505,4.706893535718603,1.0289097087929018,Iris-versicolor
+62,5.937188543788667,2.8293833779499917,4.541046741654193,1.419529211027375,Iris-versicolor
+63,4.733654475157886,2.888060001291692,1.3583083926636248,0.26955361165946706,Iris-setosa
+64,6.300342102735986,2.5552290976248755,4.894523978236177,1.629263149996616,Iris-virginica
+65,5.8608618578351885,2.7855255550398,5.39952732615637,1.5458931706490286,Iris-versicolor
+66,6.339652115040173,2.953495062822711,4.749676005579254,1.3969983182889771,Iris-versicolor
+67,4.941464068091445,3.207692065257702,1.1703324364644208,0.3659317252129787,Iris-setosa
+68,4.941941918833015,2.9603965645204005,1.2282359226056128,0.3176805713631953,Iris-setosa
+69,5.147574902660077,3.2134330763112353,1.706932402133993,0.24821732317762596,Iris-setosa
+70,5.856670066044551,2.8766172298554435,4.517472154830997,1.2810287749525113,Iris-versicolor
+71,6.712645346831422,3.0321001724338794,5.319367285944955,1.6549522216046075,Iris-virginica
+72,4.888706872574228,2.929709283639453,1.327895579361398,0.1889483992647401,Iris-setosa
+73,5.312210569179854,3.5276661566278635,1.603091702316081,0.2501879422161449,Iris-setosa
+74,6.633982988709632,2.7764381888065985,5.345874826551721,1.5327029489201345,Iris-versicolor
+75,4.419290038602648,3.4435973628266816,1.2736595795443035,0.4120112329200749,Iris-setosa
+76,4.878019016654845,3.0172666302415454,1.6726434805163326,0.02351397714824391,Iris-setosa
+77,5.929615454569042,2.6840084095438983,4.80685099331857,1.8260458775560346,Iris-virginica
+78,5.01173461858734,3.478320846945024,1.3078398888236396,0.14880945570785115,Iris-setosa
+79,4.356909074320849,2.983651177323606,1.3121165760023341,0.12183622150383797,Iris-setosa
+80,6.506685806317662,3.3133772843883746,5.352247462056283,2.380717884718781,Iris-virginica
+81,6.530154873254723,2.7391971192285913,4.4696107905366365,1.226113922237307,Iris-versicolor
+82,6.047611858527663,2.7849544000588695,5.119431478954854,2.1800697088795165,Iris-virginica
+83,6.084778134111711,2.419329490252508,4.893034248065498,1.8677671562545377,Iris-virginica
+84,5.020809626684043,3.772673057479155,1.084561925919868,0.3564138916526561,Iris-setosa
+85,6.662297389776192,2.9321544833062276,5.170607375468781,1.9823238992472425,Iris-virginica
+86,6.749567311098859,3.1474324884565417,5.797579819709311,1.6704758551691177,Iris-virginica
+87,4.931022512074124,3.2038956394304363,1.5051051621866178,0.19945193628396593,Iris-setosa
+88,5.609802217164422,2.7592648374877005,4.024591735484698,1.1625684489100507,Iris-versicolor
+89,5.572559584469701,3.209029239611529,4.0335769057693245,1.3472164093042402,Iris-versicolor
+90,6.175688950763473,2.6856595810885895,4.83891122468263,1.641683265482817,Iris-versicolor
+91,4.680082875526824,2.974972991115018,1.4548292713874744,0.10998205503554173,Iris-setosa
+92,5.52295755016463,2.7033374186192423,4.1697334969246205,1.5408827343097935,Iris-versicolor
+93,6.32857524071584,2.9638968243861656,4.8910268153163665,1.2508789419095725,Iris-versicolor
+94,6.104315087596024,2.809770205108319,4.403430174161358,1.3603591167101794,Iris-versicolor
+95,6.122036596275754,2.852171214700876,4.859003150622706,1.390523744313202,Iris-versicolor
+96,5.762465687696573,2.5706821238166087,5.00340640691048,2.121406711639782,Iris-virginica
+97,5.045359441240372,3.7092404707302338,1.4455767480409758,0.19945734772160534,Iris-setosa
+98,5.798779934687193,2.5475450818434378,3.846822752336002,1.0817941585904824,Iris-versicolor
+99,5.061455373481831,1.9912453371532681,1.3857778400237746,1.2668668835884282,Iris-setosa
+100,5.0753622394374185,3.0698225964307118,5.0992433564746635,1.5819221833581845,Iris-versicolor
+101,5.451980073204422,3.245919243859209,1.2553346125387925,0.2324718368817062,Iris-setosa
+102,7.085919145095929,2.8981375857912774,6.299276519792843,2.056495644965945,Iris-virginica
+103,5.222603907447629,2.446111895500617,2.4334167523774166,1.0260401762658575,Iris-versicolor
+104,4.9365224917322115,2.804298631568133,1.2268068469972648,0.25523997896043393,Iris-setosa
+105,4.888306318236437,3.353843017595482,1.5548680998510183,0.11306013110855989,Iris-setosa
+106,5.765894768648188,2.7173309216240003,5.178298448809981,1.8659192704830887,Iris-virginica
+107,5.306679857780801,3.4362302148466615,1.617996062489611,0.10235688163776677,Iris-setosa
+108,6.703011191391677,3.1793261950799065,5.619487799271612,1.8584025833582625,Iris-virginica
+109,4.777707541606507,3.219780127898039,1.45652097955747,0.1909312128852637,Iris-setosa
+110,4.830709566048047,2.884573047570499,1.1650707185297138,0.2425906482875553,Iris-setosa
+111,6.108312173582494,2.664289735723406,4.751687840018804,1.3862421976653727,Iris-versicolor
+112,5.0926930614156545,2.384893203308873,4.139061656755233,1.2892910074168122,Iris-versicolor
+113,5.354298055941871,3.92575866773451,1.5113273327323828,0.2901574670288261,Iris-setosa
+114,4.599068378165677,3.006063930503028,1.2490430218089512,1.6189817583275399,Iris-setosa
+115,6.515756851058488,2.8553789159160528,5.319465712936963,1.743631730701831,Iris-virginica
+116,5.039389137040545,3.439778166370299,1.4316837030077596,0.38009108445250805,Iris-setosa
+117,6.49830957951241,2.945459869464627,4.186850826175993,1.6533876030258954,Iris-versicolor
+118,4.387698231897564,3.5444783266221966,1.3559819472738859,0.3828791341105936,Iris-setosa
+119,4.313531578720811,2.487114555182894,1.3432235303827467,0.1263887747865225,Iris-setosa
diff --git a/iris/tvae/1/5/test.csv b/iris/tvae/1/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/5/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/5/train.csv b/iris/tvae/1/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/5/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/5/val.csv b/iris/tvae/1/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/5/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/6/synth.csv b/iris/tvae/1/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..be79c6b1686b09b6987fab1af11bdbd80cb14aa9
--- /dev/null
+++ b/iris/tvae/1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.868161663681673,2.7016514815656727,4.056789426615476,1.30216589308194,Iris-versicolor
+1,6.396049099033501,2.9223881679725814,4.271567248719683,1.4231713670775126,Iris-versicolor
+2,6.442393812531747,3.2786262307651737,5.702999112134238,2.7400122111388736,Iris-virginica
+3,5.080436860931539,2.5610314749903784,1.134607976609925,1.394073569521835,Iris-versicolor
+4,5.804591777607562,2.804743542620273,4.4847218042101495,1.0760974430569945,Iris-versicolor
+5,6.210866673751673,2.760541029805242,4.407212348923279,1.4210650300779306,Iris-versicolor
+6,6.72337226654573,2.7780486929071246,4.4901490373859465,1.4469423057554853,Iris-versicolor
+7,4.7842238745085135,2.99401801733919,1.2706664708236155,0.26598878232795997,Iris-setosa
+8,6.579892533919637,2.698417829078165,4.547699195062584,1.4346372875091662,Iris-versicolor
+9,5.595708410616011,2.5675043425448516,3.9571408444677205,1.0940194406837698,Iris-versicolor
+10,6.961783168062747,2.812105045815599,5.242436498659343,1.600309659024825,Iris-virginica
+11,5.276972592321044,3.5259709381485957,1.5213061761722744,0.29765070636265206,Iris-setosa
+12,4.515565825979992,3.17999364092986,1.7543885963266315,0.1835457807292833,Iris-setosa
+13,7.120583873356654,2.98707697344858,4.776631330496793,1.5026441780495983,Iris-versicolor
+14,5.163215332387997,3.252715854300586,1.3286818911365241,0.38105647500502904,Iris-virginica
+15,5.378819563645483,3.6954325934360766,1.4542386813960617,0.2991260701058583,Iris-setosa
+16,5.178765316988564,3.307646190138105,1.6515763034987891,0.31393733572412297,Iris-setosa
+17,5.709369445544478,2.2412568930524546,4.459015626545654,1.0759412081227109,Iris-versicolor
+18,5.754378835165145,3.1568832515112057,5.071972348963096,1.2568194090245386,Iris-versicolor
+19,7.214470864810727,2.6837209724170097,5.628229424093009,1.6307397621622841,Iris-virginica
+20,6.1114881863241495,2.807518655383361,5.424135915768766,1.652883752501685,Iris-virginica
+21,6.801612505452939,3.0357291706569063,5.222849500532443,2.0777559725222248,Iris-virginica
+22,4.931416007269276,2.3471695008603213,4.64918089973447,1.662125467331417,Iris-setosa
+23,6.294947264999261,2.9028560512095534,4.948469864531623,1.4740045842555949,Iris-virginica
+24,6.017111121589519,2.5655291274160628,4.439445458018974,1.121983043010582,Iris-versicolor
+25,4.722141032434389,4.067795871457102,1.6800244788182193,0.3133846630122025,Iris-setosa
+26,5.434156653618545,3.64734468027311,1.5160870571255787,0.2743397310082523,Iris-setosa
+27,6.076720064420911,2.6606526005560918,4.219981254768579,1.1053507177399542,Iris-versicolor
+28,4.56802225855757,3.085065846753183,1.3712486672280726,0.23867200773266983,Iris-setosa
+29,5.909960544951988,2.5178835852352845,4.916711711311444,2.009012707227987,Iris-virginica
+30,4.756850754777675,2.298827631246768,1.5920258476917866,1.0082336906839084,Iris-setosa
+31,5.851952855660416,2.677538266460231,5.377300629179845,1.3862687484538136,Iris-virginica
+32,6.1189933904193055,3.1784553398635254,4.694247065048664,1.1849860436061812,Iris-versicolor
+33,5.980164874499675,4.172351876579661,1.6228366454867047,0.3770722769451464,Iris-setosa
+34,4.713835134490319,3.3834555188426108,1.6550954769700512,0.22451582883724486,Iris-setosa
+35,7.103547787609777,3.2714181075866424,6.212922912128918,2.0800910746381134,Iris-virginica
+36,4.893983875782774,2.678068008711738,3.8377539264827574,1.1190873204072513,Iris-versicolor
+37,5.387656070503824,3.2190503831429473,1.5833277821500187,1.4167423747604242,Iris-setosa
+38,5.731422672503483,2.785324388700957,4.056111829488636,1.050717332803543,Iris-versicolor
+39,5.125841139832151,3.2368906746978876,1.447508845113857,0.24788030867858152,Iris-setosa
+40,5.61898864140213,3.3779221113313453,1.4701114543964504,0.12325874423174177,Iris-setosa
+41,4.842709026874235,2.9778457879657054,1.474408285706914,0.18461289692217853,Iris-setosa
+42,6.341608091535382,2.771782269030191,5.2831621396010435,2.0400386890530164,Iris-virginica
+43,5.765637735770295,2.8179732085071194,5.415705365837747,1.6303151829673217,Iris-virginica
+44,6.201333388064649,2.8853624203686854,4.966867659965993,1.2388312974386047,Iris-versicolor
+45,5.903632587610757,3.0490707013663374,4.492106939874749,1.5766389524878701,Iris-versicolor
+46,6.212151025403915,2.756461219948404,3.663364313346092,1.3879802113895638,Iris-versicolor
+47,5.719849113911929,2.68274298761717,4.5748329778383905,1.1879259516861267,Iris-versicolor
+48,4.987828067306829,3.661751982383158,1.545478429247481,0.22098962622310675,Iris-setosa
+49,4.704892616524727,3.154240801937182,1.6087920719143123,0.18944515969392328,Iris-setosa
+50,6.922590514025196,3.2082254688627208,5.982689291852113,2.2578938279612286,Iris-virginica
+51,7.308681001060793,3.304906579952361,6.065937599038245,1.9447623183059681,Iris-virginica
+52,6.118466839731894,2.836305485890255,5.097491991121205,1.8296219057639054,Iris-virginica
+53,5.000446044122681,3.1284399387369834,1.20078528725083,0.3416867911345028,Iris-setosa
+54,5.8584099344057075,2.683705402419605,5.005836650272653,1.8599912679973507,Iris-virginica
+55,6.541911855823852,2.704799539980286,5.285747919835662,1.7811507622257083,Iris-virginica
+56,6.793862262370716,2.8147791919807323,4.777871732769279,2.008539715105525,Iris-virginica
+57,5.24547239767669,2.930532377377768,1.3753831153578318,0.19482960959104456,Iris-setosa
+58,7.32385665729275,3.3848420598977014,6.064908703124414,2.2693846702251763,Iris-virginica
+59,5.374785656876691,3.5200947461989034,1.5768018251932951,0.29768533576998835,Iris-setosa
+60,4.9176691650279505,3.402904410298767,1.3184236837560852,0.10117582649219481,Iris-setosa
+61,4.659714562513271,3.432619485756206,1.6570014604573062,0.23512325640397844,Iris-setosa
+62,5.097100897650218,3.2605484409788406,5.120306748950381,2.396118032603518,Iris-virginica
+63,5.688194148873351,2.722810212084468,4.9633550684203644,1.4767223789875084,Iris-versicolor
+64,4.85445433916182,3.4920403915334393,1.271948053720492,0.17854199540037607,Iris-setosa
+65,5.063322753492619,3.5850479959923742,1.3551840574984724,0.23616097473204517,Iris-setosa
+66,7.032331863551864,3.552346998217522,5.920546178184442,2.4397149382746295,Iris-virginica
+67,4.846280694533996,3.1234477720288094,1.49371332302394,0.20356082184776877,Iris-setosa
+68,6.221291659615088,2.725464025571158,5.090552434546078,1.7654320841269238,Iris-virginica
+69,6.562427948133196,3.409811977833214,5.464425535800311,2.040726198878895,Iris-virginica
+70,6.809467734646213,2.948408514046932,5.018833744559854,1.6063357624721404,Iris-virginica
+71,5.725801794246237,2.8480608479983656,3.9152488673527106,1.1963585368785528,Iris-versicolor
+72,5.572334172589764,2.848439787369627,4.339392346059929,1.3481788622850563,Iris-versicolor
+73,7.380731903008322,3.0955993226433223,5.737154817716362,1.9329238759084881,Iris-virginica
+74,5.954693690718592,2.5255790366365165,3.976360064986708,1.2416494392942568,Iris-versicolor
+75,6.378345148893635,3.0621043211753305,5.635747035532152,2.0138031191190437,Iris-virginica
+76,6.005512358700886,2.499853392193671,4.399270158346403,1.3515840919035484,Iris-versicolor
+77,6.273124333917814,2.2949235463829667,5.5191817774339595,1.6727092608467928,Iris-virginica
+78,5.084740123428475,3.717805178594512,1.6357029378984689,0.14983659090934465,Iris-setosa
+79,4.914139341699849,3.957796576869468,1.5539785364461558,0.29053843870694296,Iris-setosa
+80,6.435000482694734,2.7599005743180594,4.883378350512719,1.5287423877837163,Iris-virginica
+81,6.897443962763836,3.15005612490975,5.1822267093202425,1.5646056973696936,Iris-versicolor
+82,5.437260677081554,2.5647976553934453,4.347509277213644,1.564373717525216,Iris-versicolor
+83,4.587199163469963,3.5089435678804484,1.575187840467308,0.1897478294513952,Iris-setosa
+84,4.8497461361929695,2.7166433484489496,1.3136157423787749,1.261319890005896,Iris-setosa
+85,6.50254912654458,3.294611389664785,4.223019848095353,1.2822194304145536,Iris-versicolor
+86,5.816195667910176,2.375222856427499,3.7537686167927173,1.076442521193118,Iris-versicolor
+87,5.419165180150844,4.068766484684392,1.4646512624196488,0.4522514657851968,Iris-setosa
+88,5.1422834590148945,3.5274774424317883,1.2823936855100415,0.18025700591641006,Iris-setosa
+89,4.645416207722157,3.140043974738953,1.5952008992670659,0.24943132963394407,Iris-setosa
+90,4.421993477955141,2.7180961769424488,1.2793394112937997,0.1371911665329663,Iris-setosa
+91,6.922480934933576,3.156383353974173,5.730487270686774,1.8994083010180471,Iris-virginica
+92,4.52556075707081,2.9731434804601995,1.5347647269636864,0.24778381754896328,Iris-setosa
+93,5.235811548439375,3.5041478148941985,1.4089574012508599,0.2511182827545019,Iris-setosa
+94,4.9270746330660256,3.1044173256190173,1.468464568467994,0.3162472131827501,Iris-setosa
+95,4.837176467585928,3.302994028441982,1.7151862232545332,0.3032253913031785,Iris-setosa
+96,6.177521981944888,2.7706887629818064,4.991277728456645,1.5944478203012031,Iris-virginica
+97,6.413876775009506,2.9596647376671537,4.359657224147351,1.1944660792919661,Iris-versicolor
+98,4.8771419440962145,3.414918676927004,1.4035557384082857,0.21418927104855692,Iris-setosa
+99,6.4407793113871685,3.2880343160858576,5.214472535054649,1.5208749575728189,Iris-versicolor
+100,5.420844004231905,2.951486280321924,4.7168429183478855,1.3087046951113648,Iris-versicolor
+101,5.864594119433129,2.492978748464297,3.6734606202157556,1.3537855410385653,Iris-versicolor
+102,4.956696668636639,3.0981073022909267,1.4533298353724797,0.10064839703624298,Iris-setosa
+103,6.666283341007538,3.063257348283465,5.712674512332507,2.1065840090879515,Iris-virginica
+104,6.758248590193137,3.315002713454386,6.160562027951297,2.183568490447219,Iris-virginica
+105,4.462879055420113,3.37678883982802,1.331430155875415,0.13736913432091408,Iris-setosa
+106,5.9905369646699596,2.9638322915201565,4.748452867838489,1.420351257162344,Iris-versicolor
+107,6.349465428417641,2.8881103244755795,5.04655384211587,1.5770170916714936,Iris-versicolor
+108,4.867872716631864,3.2216379297162843,5.01786791461098,1.404239906908586,Iris-setosa
+109,5.836960119086132,2.993060636365847,4.775337262681123,1.6769440606773882,Iris-versicolor
+110,4.690747914029073,3.2298792952179642,1.4323158067789605,0.17555752446271697,Iris-setosa
+111,6.295524892530098,2.5162494405378926,4.834176932232808,1.7063862030210557,Iris-virginica
+112,5.6664027109353805,2.5299870117501495,4.4008568603263765,1.3365788533698983,Iris-versicolor
+113,4.793155317961974,3.042538312137357,0.99932151506789,1.7174650781859606,Iris-setosa
+114,4.539337657354604,3.001279652138798,1.5385147360481106,0.2729628512618764,Iris-setosa
+115,5.272765795179614,2.7673252973823734,4.221339768190688,1.019319504355594,Iris-versicolor
+116,6.954810552789885,2.9747774338596686,5.85885275256332,2.184555679653474,Iris-virginica
+117,6.559637514856645,3.369867106506829,4.570238217627093,1.3524774749011232,Iris-versicolor
+118,6.423092429485155,2.8132781934375877,4.942138009887895,1.596890210891006,Iris-versicolor
+119,4.960630171983219,2.868401354331674,1.26517567133506,0.07291713515924045,Iris-setosa
diff --git a/iris/tvae/1/6/test.csv b/iris/tvae/1/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/6/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/6/train.csv b/iris/tvae/1/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/6/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/6/val.csv b/iris/tvae/1/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/6/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/7/synth.csv b/iris/tvae/1/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..501fb2838f9c12a955bcc6fbeb121df18845600e
--- /dev/null
+++ b/iris/tvae/1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.822627127570293,2.9073015967756684,4.680763423786466,1.6113707489269278,Iris-versicolor
+1,4.808725398254945,3.2085727434788343,1.1546830300818,0.36128203942370724,Iris-setosa
+2,5.91755508228002,2.886997834891713,5.2201668552991025,1.6454953273961226,Iris-virginica
+3,6.017968412240534,3.2465198296241162,4.784237755328207,1.5402442504494354,Iris-versicolor
+4,5.685215175930018,2.9185794105324177,4.641228661456582,1.3134672666313238,Iris-versicolor
+5,5.994443136746835,2.9960676212724686,4.031093706607805,1.2748245046573112,Iris-versicolor
+6,5.223624343036114,3.441784261687453,1.6325930361351306,0.32202072452816505,Iris-setosa
+7,5.345361468917605,2.983672045328724,4.329756857498683,1.4676823111694932,Iris-versicolor
+8,6.125285944415435,3.012634614620789,4.968213116975175,1.905964703522997,Iris-virginica
+9,6.741177549260758,2.941179142693359,5.064206945929536,1.5986315868715837,Iris-virginica
+10,5.644846555091424,2.4892434463513347,3.890516457570395,1.187488973478129,Iris-versicolor
+11,5.864348794528337,2.7530882873665092,4.393049875930946,1.190045140978407,Iris-versicolor
+12,5.2727286413881505,3.4114201001341504,1.423710973494777,0.2201171746601719,Iris-setosa
+13,5.470638283056075,2.863273425098412,4.470739418694687,1.3784373028733332,Iris-versicolor
+14,4.786761762435962,2.7271038452084406,4.474438311355882,1.389965200183423,Iris-versicolor
+15,6.38150061677718,2.623087458387066,4.99842276235235,1.3092428867027561,Iris-versicolor
+16,6.043773008838126,2.8426508015201004,4.16959411132654,1.1401432204729658,Iris-versicolor
+17,5.092879992670926,3.23787872798538,1.3456722164334884,0.2763730392088265,Iris-setosa
+18,6.209497764667114,2.417625781647471,4.95686535136877,1.6061892508692566,Iris-virginica
+19,5.719143839944528,3.1636446866555916,4.920636997142919,1.628401987653263,Iris-versicolor
+20,5.032796670250302,2.9162877773323643,1.5498846476286259,0.2731483180643256,Iris-setosa
+21,5.090108863164815,3.927702978591715,1.6483378469081251,0.2875563703574479,Iris-setosa
+22,4.868399798944718,3.099649792690535,1.2192863173859143,0.1814824853151215,Iris-setosa
+23,5.56863886560896,2.44618141785716,3.9716051176021887,0.996346481935245,Iris-versicolor
+24,4.474315243175827,2.906582106132264,1.6212151815393034,-0.05981709799155244,Iris-setosa
+25,4.428363857956729,3.4124254453165253,1.36382030581278,0.24531098971267556,Iris-setosa
+26,5.424080158556369,2.7247095843891014,4.079697082373805,1.2420108179687819,Iris-versicolor
+27,5.52465091586172,2.494306368444561,4.174546703588163,1.2399196658864748,Iris-versicolor
+28,5.176796704261408,3.2497391728037126,1.355663238857222,0.22677405344030294,Iris-setosa
+29,5.429806521199151,2.46481569956899,4.416158838319161,1.2721033913153876,Iris-versicolor
+30,5.127666650643247,3.8522095455073635,1.5943494580579758,0.2386642021257171,Iris-setosa
+31,6.643804305627151,2.690781303982372,5.744773532841521,2.087868240377089,Iris-virginica
+32,5.261728421335726,3.5996631848130876,1.557138847835354,0.3022354111446361,Iris-setosa
+33,6.809524490929045,3.0484006908453787,5.086602015678011,1.6535707608822399,Iris-virginica
+34,4.920582847138098,3.583368577247395,1.5261435137879271,0.1113602360262386,Iris-setosa
+35,6.715929845219051,3.255232551238976,5.006092569151549,1.6836670279220916,Iris-versicolor
+36,4.786715182891724,2.9262433575606126,1.350503160735469,0.1947934639439669,Iris-setosa
+37,6.842385494232057,3.0076255278577078,5.356297462680252,1.8642179341798604,Iris-virginica
+38,7.092773003124762,3.19555788690098,4.437417156225431,1.7871523820428268,Iris-versicolor
+39,4.692632654007357,3.1827391680366985,1.467727491430042,1.5553682098977042,Iris-setosa
+40,5.393566439173214,2.3295913522500244,4.049312501630122,1.1112435962478817,Iris-versicolor
+41,5.738929121472651,2.8828151252676983,4.857271839621702,1.9743987058637589,Iris-virginica
+42,5.130012520225492,3.5858056510554874,1.2294777225724283,0.1382621784140294,Iris-setosa
+43,5.212049152032676,3.7002282017765395,1.480973931612724,0.26279082969830514,Iris-setosa
+44,5.550742515766921,2.831214737988363,5.3874076060424425,1.8146588161534125,Iris-virginica
+45,7.118711309346542,3.4019835837942782,6.307444620219083,1.9402148834529587,Iris-virginica
+46,7.157144871031294,2.6693325478289625,5.577083107215542,1.9850861077402575,Iris-virginica
+47,6.699773733173164,2.92272580215945,4.684550379303711,1.5221764221294503,Iris-virginica
+48,6.993433965353205,2.644889502659713,5.172601728973228,1.8865145470855404,Iris-virginica
+49,5.511203894670332,3.523378909658036,1.6201083695017362,0.3107810313489672,Iris-setosa
+50,6.793572012424856,2.7812242720093794,5.000844994766071,1.7072247616720657,Iris-versicolor
+51,5.100300748427953,3.2481264319238106,1.4221487254125569,0.29533523226151664,Iris-setosa
+52,5.561832893419018,2.647131718304605,4.432169407928999,1.0499282895429913,Iris-versicolor
+53,7.604271008198199,3.0705498327226928,6.123945783162954,1.7137339817105968,Iris-virginica
+54,6.251789838177392,2.7984572313940754,5.12670291036572,1.91950783362504,Iris-virginica
+55,6.499261788300084,2.8521389351326554,5.436780593586537,1.8236071624783723,Iris-virginica
+56,5.80759808877444,3.0428763319929533,4.972588452973714,1.4751588570448788,Iris-versicolor
+57,7.642380838724595,2.895723519600934,6.2745103196966205,1.8131182594262396,Iris-virginica
+58,5.029618379210538,3.112604341785328,1.72828039505562,0.2585766624018672,Iris-setosa
+59,6.300005269390044,2.940715672418086,4.643158401272496,1.2304186485534847,Iris-virginica
+60,6.770860601010625,2.8787482304755696,5.614079072685847,1.7784727836649175,Iris-virginica
+61,5.66709643396908,2.9563319105096033,4.405873138190467,1.2222782247197173,Iris-versicolor
+62,5.840604849284962,3.0457087310185966,4.229179647749248,1.5168654272935416,Iris-versicolor
+63,7.741058623744399,4.0939126320880685,6.30712802749555,2.323098592750365,Iris-virginica
+64,6.11658992568469,2.7968915946565054,5.418281659462059,1.597870692176996,Iris-virginica
+65,6.581003408094164,2.6269142030834285,4.370344164999216,1.2692902240418242,Iris-versicolor
+66,5.148270084784084,3.3884854296436124,1.4654304823902247,0.11467569402578354,Iris-setosa
+67,6.654632911946671,3.0498644354197246,5.734334393856024,1.7640042453946623,Iris-virginica
+68,4.699480134458229,3.014334767900251,1.3100726748492373,0.18998674560388426,Iris-setosa
+69,4.93703667609409,3.760995398064764,1.3489864523775712,0.23317435330621705,Iris-setosa
+70,5.1042260405347095,3.1021162469285986,1.2828167214253028,0.1344157283505292,Iris-setosa
+71,6.763225484501704,2.7246785833022296,4.68286321364033,1.765363983915323,Iris-virginica
+72,4.979147444275393,3.343481265286559,1.6040698450784416,0.2098775199629336,Iris-setosa
+73,7.320049876735469,2.792702206936312,5.912647697749858,1.9473542775692503,Iris-virginica
+74,6.58599597472654,2.371100957231524,4.956786778116001,1.7596143449193156,Iris-virginica
+75,6.418025212125825,3.3844277844781834,5.224661698881544,1.7917630712852102,Iris-virginica
+76,4.940896712215584,2.8356906201183465,1.8384778477265413,0.23174652552689964,Iris-setosa
+77,5.744480249479445,3.9856850954624337,1.4333408393319234,0.3504570816508986,Iris-setosa
+78,7.3151687919821295,4.114254193150879,6.189383837690007,2.613466110366222,Iris-virginica
+79,4.6611927009735385,3.1601189108799552,1.4450775902828659,0.16656723432690926,Iris-setosa
+80,6.831359281131108,2.6613102285471184,5.178603146925538,1.4808794093470181,Iris-versicolor
+81,6.194915475128147,2.8923850726904434,5.13036691576387,1.796467617166609,Iris-virginica
+82,6.086227267021973,2.6516509661769185,4.415972521753966,1.832973089326438,Iris-versicolor
+83,4.930819319614098,2.562845730980041,1.0964473239911565,1.0579732914147697,Iris-versicolor
+84,5.553424357321817,2.809616621532808,5.069410891549912,1.6759522194966854,Iris-versicolor
+85,4.643962610679998,3.5900470848346,1.4769742248175577,0.24831476124118995,Iris-setosa
+86,5.637210648578387,2.959361441335359,4.097471153341044,1.5290147958344138,Iris-versicolor
+87,6.941952482291024,3.064745196144814,5.791081044996301,1.89967059959911,Iris-virginica
+88,4.789429205078777,2.9229985373761838,1.4541841810597562,0.19703791557799505,Iris-setosa
+89,4.891812810835146,3.1424594081672934,1.4512624883869734,0.04489677952227783,Iris-setosa
+90,5.932853387844473,2.5530705266179754,4.149324208552789,1.2528351312634949,Iris-versicolor
+91,6.315632339032386,2.834814012938237,5.244049380390936,1.7861942007256948,Iris-virginica
+92,5.588307606675898,2.9415862716566368,4.073577613476047,1.1992250222204948,Iris-versicolor
+93,7.08383762964634,2.8580649490865713,5.023701394434633,1.5281156155802322,Iris-virginica
+94,4.9865394063051705,3.220975789332144,1.4548186408067632,0.1781414877516893,Iris-setosa
+95,6.562240751334988,2.847551022013797,4.4147781180784875,1.6120105627377246,Iris-versicolor
+96,6.168912255874482,3.0032753073969385,4.793558795131996,1.7050510139201878,Iris-versicolor
+97,6.704254617388047,2.88114187353694,5.0710124013212745,1.3983765511405348,Iris-virginica
+98,5.817491498346574,3.0133497247886147,4.644691221940654,1.4336767138892297,Iris-versicolor
+99,6.476074804416159,3.0842331591132295,4.912262116500221,1.5715850886881817,Iris-versicolor
+100,6.429640724016805,2.8596595046229747,5.823918605947835,1.761162717608281,Iris-virginica
+101,6.6447660602051695,3.335836312233261,4.6071882778645215,1.4321768735634361,Iris-versicolor
+102,6.0151068759784705,2.7714003078314837,4.033665941608005,1.1862899698315144,Iris-versicolor
+103,5.279744416277555,2.5432217398245314,3.9736122828888756,1.1763089953864259,Iris-versicolor
+104,6.55394727455726,2.675208017033051,4.571612752996874,1.7036959923382595,Iris-versicolor
+105,6.7307783077081025,3.2079698103991667,5.5118999351447915,2.243609802484613,Iris-virginica
+106,4.873590970124629,3.530219717991865,1.5878557139927103,0.2675863801625589,Iris-setosa
+107,4.546929258955886,2.9552443239028356,1.5742732802199904,0.17978598545581895,Iris-setosa
+108,6.2351997737137586,2.789332557361133,5.267585573439044,1.6975349675208848,Iris-virginica
+109,5.514501295941355,3.025637323489958,4.433286921451125,1.4696106024491942,Iris-versicolor
+110,6.056370616009577,2.8736526492479255,5.184306866414502,1.510355437275726,Iris-versicolor
+111,6.8401518434107285,2.878515999085272,5.232471066008448,1.5510057180236851,Iris-versicolor
+112,6.79766108753604,3.153481838188501,5.017294218563896,1.4859265610542236,Iris-versicolor
+113,5.976039912046221,2.478500394556054,3.1854491572211936,1.1418404628826528,Iris-versicolor
+114,4.652258321059207,3.2604604629441982,1.440092963498635,0.10712208617667335,Iris-setosa
+115,4.423992621556642,2.9257149020857183,1.2563787894369889,0.178852183946811,Iris-setosa
+116,5.894819893801348,2.9846572248835455,4.251681866148265,1.980484672911948,Iris-virginica
+117,4.998363623511228,2.9608612587377157,1.4419755354442778,0.17390300094904887,Iris-setosa
+118,5.262922301781515,2.6860566215818595,4.2744900906277845,1.2686990364363566,Iris-versicolor
+119,6.533840980117886,2.8330966704177767,4.9942157155314115,1.5831184008852137,Iris-virginica
diff --git a/iris/tvae/1/7/test.csv b/iris/tvae/1/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/7/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/7/train.csv b/iris/tvae/1/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/7/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/7/val.csv b/iris/tvae/1/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/7/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/8/synth.csv b/iris/tvae/1/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f0aa86ac4cee2262b43c27c4c6f733ab9839912c
--- /dev/null
+++ b/iris/tvae/1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.524565915722073,2.553333284116358,5.152373545888612,2.0493603833214205,Iris-virginica
+1,5.960533692039349,3.1767904777153837,4.7080893812265545,1.2627633309533681,Iris-versicolor
+2,4.942801324891873,3.9882060452879826,1.7045776826829107,0.252799224706116,Iris-setosa
+3,5.740667750383096,3.170954820756328,4.723009426134985,1.28921168548227,Iris-versicolor
+4,6.656319863667495,2.9152460992478457,5.595621656702951,1.7913906335737169,Iris-virginica
+5,6.186223588061211,2.8901171762520823,4.711426472867796,1.3342356981989572,Iris-versicolor
+6,6.26717217388621,2.9687692811776007,4.246293263313219,1.4025952454286914,Iris-versicolor
+7,5.356482636145896,3.0197341902432564,1.2864669809170641,0.3811772326988555,Iris-setosa
+8,4.835911772652276,3.097185164700797,1.357995483018514,0.3224876766971059,Iris-setosa
+9,5.398456234439724,2.8510817472715715,4.109399451405729,0.9887505326416551,Iris-versicolor
+10,6.116105401105518,2.7322812975306316,4.42606428710169,1.2260208030602247,Iris-versicolor
+11,6.111891622418553,2.571865485010489,4.453528989199261,1.528832430456511,Iris-versicolor
+12,4.606804227814357,2.8318555603821065,1.1513847408176705,0.27736252897613756,Iris-setosa
+13,6.451599192365755,3.193864638359939,4.916138063982319,1.3365788260807712,Iris-versicolor
+14,5.52930566237443,2.752544777729334,4.807935768073494,1.4044765715085155,Iris-versicolor
+15,6.211061468549103,3.0623181925869987,4.853325534958689,2.008958499921682,Iris-virginica
+16,6.021785684886311,2.930417449568854,5.042219913726378,1.5613584811806656,Iris-virginica
+17,6.58339027680474,2.830211299256807,4.6313269585725,1.4648862958957087,Iris-versicolor
+18,6.107015310580528,2.8500083714528754,4.509362239147654,1.569842390392333,Iris-versicolor
+19,5.1057651851996,2.5634836696873506,3.7508826137397313,1.4635639039764976,Iris-versicolor
+20,5.173668074997511,3.4354435725888566,1.6628754131650612,0.2262483359756898,Iris-setosa
+21,6.11274437545182,2.963601672271532,4.954847903049174,2.0388623810019038,Iris-virginica
+22,4.818937279284704,3.6101703186953342,1.5105699632554184,0.2006349429455918,Iris-setosa
+23,4.8422241095093295,2.124200320779907,3.6405036926873713,1.1289359244605375,Iris-versicolor
+24,4.5238927772194035,2.773960405097127,1.1741521313624093,0.09866700048338656,Iris-setosa
+25,4.759791713585373,2.945652295478603,1.2814545117802583,0.05368958635136606,Iris-setosa
+26,5.164309999675657,2.668742382426861,1.221490262665211,1.2125103834482784,Iris-setosa
+27,6.490722765560857,2.789384752771418,5.653713551817991,1.9558218996303498,Iris-virginica
+28,6.423276672988172,2.952109555702407,4.958040898626994,1.7143164624539131,Iris-virginica
+29,6.265618321480856,2.3245257413006692,5.140938646983142,1.6499074556994333,Iris-virginica
+30,5.0190850602039765,3.522021139559648,1.554513639228658,0.2837279567484454,Iris-setosa
+31,4.685278271521341,3.026174085296523,1.3150530326601717,0.12492731087089637,Iris-setosa
+32,6.191803979869692,2.7233126044330693,4.587034720240368,1.206649088525739,Iris-versicolor
+33,6.109697548735607,2.6591593156710545,4.566452800533476,1.648800869369862,Iris-versicolor
+34,6.049162946356135,2.7540990473325366,4.8938243128967445,1.9739893454256996,Iris-virginica
+35,6.892242551776181,3.037244381089254,5.973022018029477,1.99999604302621,Iris-virginica
+36,4.804503169671368,3.0975765869831156,1.6333551119863814,0.23768652775331364,Iris-setosa
+37,5.714188118618597,2.160196901632016,3.8118204864005865,1.1370155896045349,Iris-versicolor
+38,5.28486591719568,2.474131778235611,4.474821611576592,1.1528761046319171,Iris-versicolor
+39,6.182119969095769,2.8714205509996127,4.253753260923255,1.284966203553976,Iris-versicolor
+40,5.228168079460631,1.9177279070390632,2.2815142132265236,1.1995365235533813,Iris-versicolor
+41,6.086939666400602,2.6734692314620228,4.322787198310988,1.5280533275197126,Iris-versicolor
+42,5.6134983204639965,3.189964370456428,4.892936335778389,1.4760495668170919,Iris-versicolor
+43,5.571678633493984,3.4089936173726554,4.403635501594372,1.0294164705486166,Iris-versicolor
+44,4.609871659968312,2.782549917439237,1.0322567584525484,1.4325856589016857,Iris-versicolor
+45,6.020530565369783,3.0114717877752297,4.259114635866981,1.41341019317383,Iris-versicolor
+46,5.506368679337276,3.5258777802989814,1.7844004457920573,0.2373798108758419,Iris-setosa
+47,6.851716848311283,3.6941966228169845,5.656870959827788,2.5977850209823528,Iris-virginica
+48,5.028288140096667,3.333364727485865,1.1860366697454106,-0.0018374575434243479,Iris-setosa
+49,4.871156232825092,3.017924704308776,1.4800263082324445,0.17783306258530795,Iris-setosa
+50,5.918648568209839,2.9839821426496407,4.605724288645059,1.5037146215158133,Iris-versicolor
+51,4.927587679326352,3.44606484820385,1.5329597527696448,0.2971768368988726,Iris-setosa
+52,5.907603062035966,2.6940037818653177,4.810873170651173,1.6884544887620585,Iris-virginica
+53,5.759199427414921,3.0023538892201294,5.310181883553288,1.6455414917700535,Iris-virginica
+54,6.83619892697134,3.2821170094155874,5.284982826273552,2.1445382559576247,Iris-virginica
+55,6.27007283621017,3.041876047454835,4.662445742564639,1.5241141931290825,Iris-versicolor
+56,4.827605987026022,3.1357553983022806,1.557455161026089,0.2258825427059444,Iris-setosa
+57,4.7039293658968315,3.4756807634479197,1.386440184580669,0.1794600442307268,Iris-setosa
+58,5.975607270567704,3.1864032215472475,4.0126504784914685,1.7451437902038185,Iris-versicolor
+59,6.338862580713992,2.8513749729538342,4.934044981674529,1.5842928695623746,Iris-versicolor
+60,6.45561788813642,2.4499695802683568,5.178852071184169,1.7857656009538876,Iris-virginica
+61,5.968828672631109,2.41687263615598,3.5751536628471263,0.9677370050774925,Iris-versicolor
+62,5.409322910232407,2.022902492499478,4.051545825911607,1.0643494926332737,Iris-versicolor
+63,6.533498315041547,2.721442591649512,4.460045898718326,1.161589958855532,Iris-versicolor
+64,5.160259203219408,2.4592124500184074,3.594732340208952,1.3401098469828892,Iris-versicolor
+65,5.210653788190236,3.7843612293929203,1.223434021485526,0.12333671508750688,Iris-setosa
+66,5.013730932214838,3.125784275698556,4.222999943088968,1.9264240196124165,Iris-versicolor
+67,4.412589871410248,3.0823528175023807,1.2689402851909681,0.14854432493217215,Iris-setosa
+68,7.039885684148482,2.6343343686926435,5.044263298427485,1.730152588157361,Iris-virginica
+69,5.58368412084641,2.8396640448993353,4.109990489848202,1.134196342564225,Iris-versicolor
+70,5.824217541799442,4.344944153869529,1.1479373690821146,0.44218919070841967,Iris-setosa
+71,5.052382639724386,3.269222763046279,1.5631391150634588,0.24309512145445764,Iris-setosa
+72,6.564242526950973,3.2886027541490694,4.112196353160845,1.360257279650954,Iris-versicolor
+73,6.46597978702935,2.528497829618349,4.964038932341523,1.7250483630353446,Iris-virginica
+74,6.419306633081058,2.8532969010813796,5.080795385705299,1.162364114304558,Iris-versicolor
+75,5.598720204632071,3.2651727985902843,4.48830867380604,0.9872715993215765,Iris-versicolor
+76,6.353564070214738,2.440518876794411,4.716292961126584,1.4945145350795968,Iris-versicolor
+77,4.209306201071335,2.8286597588569395,1.379606103088919,0.06363509293570621,Iris-setosa
+78,5.512404962524901,3.535814388959279,1.5803546679848897,0.4044922080815573,Iris-setosa
+79,5.386260041811184,3.2575044882151682,1.546561619178626,0.1588679556618643,Iris-setosa
+80,5.838066860178751,2.694502514863906,4.117987563416319,1.2231502401211718,Iris-versicolor
+81,4.782908241108066,3.462581726092966,1.5620592753188258,0.5225347029445455,Iris-setosa
+82,7.220992120418726,3.0635783862863666,5.587414568142816,2.057568294529055,Iris-virginica
+83,5.235720018836542,3.5652643079477215,1.3509130035721728,0.20784216157950125,Iris-setosa
+84,6.889366358541443,2.9648472205144336,5.00230512399082,1.4389839389558794,Iris-versicolor
+85,5.11420711354509,3.125709858005353,1.4612400033069535,0.27194844577690175,Iris-setosa
+86,6.232440702461624,2.908939209600871,5.077428240873769,1.2960004988676928,Iris-versicolor
+87,4.949809377856507,3.0949375628828597,1.5530568556390738,0.3681872223866601,Iris-setosa
+88,6.282056244126888,2.9085329328394174,5.140770882369372,1.647043455176884,Iris-virginica
+89,6.070499458998874,2.8493789117876736,4.363666611489253,1.2647183896340894,Iris-versicolor
+90,7.594732440244709,3.561209799098313,6.141894141395946,2.275350115742889,Iris-virginica
+91,4.97367277966477,3.443363205153908,1.6760709302634111,0.19071740696160916,Iris-setosa
+92,5.65011287918637,2.516147567289523,4.376499478496804,1.3351749355397047,Iris-versicolor
+93,5.8408439564516454,2.943588629325446,4.535210402941025,1.4797366017797873,Iris-versicolor
+94,5.21073273761281,3.431369307896901,1.406838551213777,0.24756179111318535,Iris-setosa
+95,6.517299098442017,2.760547361194523,4.961358594359024,1.7160226195151143,Iris-virginica
+96,4.865792891995556,3.5699255445837785,1.3352937349159295,0.3297583336489735,Iris-setosa
+97,6.468520965482218,2.697995266288962,4.080078201624524,1.4308766839768063,Iris-versicolor
+98,6.787109462152296,3.0683439662991825,5.711364025115255,2.035874555417614,Iris-virginica
+99,5.2019854641111,3.479082575094202,1.4705370621899942,0.21796432546275776,Iris-setosa
+100,5.109624245434595,3.540901634567623,1.8726767321211606,0.21041661333913428,Iris-setosa
+101,5.3454766337356965,2.402783443625867,4.052361442389067,1.4011063907845245,Iris-versicolor
+102,5.760462224813802,2.6385500538168443,3.891713922632573,1.2235080880428115,Iris-versicolor
+103,5.056847109334076,3.4662527345556846,1.4621748082357706,0.2692715484991024,Iris-setosa
+104,5.032589395322027,2.6897200300153608,4.982093661136283,1.4032381505015405,Iris-versicolor
+105,5.370079635337872,3.1167638882860595,1.4548072987759029,0.12250942740978099,Iris-setosa
+106,5.478714716620782,2.8045013665171648,3.733432962954476,1.2181673315829755,Iris-versicolor
+107,6.162626846090134,2.813611417388677,5.041552366666628,1.9237163390783514,Iris-virginica
+108,5.160182291628153,3.0696290330685394,1.5621162948665894,0.252617473711108,Iris-setosa
+109,5.672028372557291,2.5517844291751155,4.702662973692452,1.3978653778587666,Iris-versicolor
+110,5.652652842263339,2.976017544067596,3.852980351249081,1.4130180519798183,Iris-versicolor
+111,6.884654930241443,3.221831199349576,6.135034002279081,2.3446334192419975,Iris-virginica
+112,5.153711439742532,2.5412866725345125,4.600038393122075,1.6942798371998296,Iris-virginica
+113,6.723025192971834,3.0700955643795025,6.097545881170175,2.131989787021768,Iris-virginica
+114,5.688109691851104,2.8230030436077587,4.790417739615598,1.5883578752173617,Iris-versicolor
+115,7.282559699020848,2.84442377279539,5.238975454916475,1.7953932018192746,Iris-virginica
+116,5.93507751051278,2.926853326935017,4.618489850299254,1.8191214797376747,Iris-versicolor
+117,5.14273677872546,3.5137008042820845,1.5320384629397001,0.28548944486627703,Iris-setosa
+118,5.249186331298976,3.040447986481593,1.4858661271330489,1.026385202561668,Iris-setosa
+119,5.934135731398317,2.6112855920304394,4.029506728819507,1.0647881352158637,Iris-versicolor
diff --git a/iris/tvae/1/8/test.csv b/iris/tvae/1/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/8/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/8/train.csv b/iris/tvae/1/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/8/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/8/val.csv b/iris/tvae/1/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/8/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/9/synth.csv b/iris/tvae/1/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c1f58fa812cbb116450319b6e792a3b44daa737
--- /dev/null
+++ b/iris/tvae/1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.698464701521162,2.996769354838578,1.3794126612834778,0.28496494441340775,Iris-setosa
+1,6.358310794615477,3.2572992716240994,4.782956475623197,1.5214322908106577,Iris-versicolor
+2,6.0163094746380885,2.529403285259174,5.399092435803124,1.676425720441595,Iris-virginica
+3,4.8646996257169866,3.951679433707273,1.4259598163510523,0.4143209016756533,Iris-setosa
+4,4.642796885325659,3.527613355841574,1.1790434485767298,0.3553004346348773,Iris-setosa
+5,5.235933622470115,2.2659494557192996,3.959596841008645,1.119280969579142,Iris-versicolor
+6,5.574512831997515,2.438295424768149,4.097911899245353,1.1004976506018407,Iris-versicolor
+7,6.175275013716761,3.1776722069091106,4.333414692529006,1.1750636159169536,Iris-versicolor
+8,6.661942109005927,2.9831094958176263,4.450768550751559,1.614639941357723,Iris-versicolor
+9,5.9202310750898475,3.1074400384194085,5.039779207369824,1.6782415049576387,Iris-virginica
+10,6.721776017949562,3.0358175567717387,5.652807911312796,1.9245412550266354,Iris-virginica
+11,7.404262062359763,2.668441029234656,5.525649228204135,1.6290468253771295,Iris-virginica
+12,4.9887744263120455,2.211006934357929,3.964772995047322,1.1044582303784414,Iris-versicolor
+13,5.580186539645691,3.1349407728047285,4.513974208581032,1.2853442384603948,Iris-versicolor
+14,4.965791956753145,2.663412730014752,4.443981753823968,1.3940399403057473,Iris-versicolor
+15,5.524991582421132,2.8684257289124533,4.409906345542436,1.64505265964017,Iris-versicolor
+16,6.267076242640249,3.2523728349408874,4.87615166322607,1.3765475934256302,Iris-versicolor
+17,5.526395137882096,2.6060466353368454,3.8931112008193094,1.182104894815654,Iris-versicolor
+18,4.649180981727109,2.807641040573707,1.2401075016812448,0.21812109483203254,Iris-setosa
+19,5.111514551705541,3.0886573116872085,1.1463364186689664,0.22695403432210465,Iris-setosa
+20,5.341760480709084,3.100240758205953,4.185422794356527,1.2571192833085891,Iris-versicolor
+21,5.581926442116567,2.785998828571277,4.8297661549291835,1.538974796019737,Iris-versicolor
+22,5.306233729228052,4.39329749219811,1.8381605292824639,0.35063220617100355,Iris-setosa
+23,5.990546036283944,2.8841619503219134,5.031120422277474,1.7184271699725477,Iris-versicolor
+24,6.768647270055321,2.6498023035881784,5.040181211451207,1.7850207343688986,Iris-virginica
+25,4.34153132521006,2.678211289070122,1.5556219511285936,0.1682326896754875,Iris-setosa
+26,5.577074759069604,2.540400917644269,4.127101725983947,1.0220830193492583,Iris-versicolor
+27,5.007203725992786,3.235123165445813,1.4336942635375163,0.10726366840145155,Iris-setosa
+28,6.14960210528975,2.7384030134727846,4.297924670358641,1.5955353971945763,Iris-versicolor
+29,4.098644810158855,2.63391423580383,1.4714256633574918,0.05393997473099285,Iris-setosa
+30,5.642115750882098,2.841681556377322,4.3084864697702745,1.3890683071313883,Iris-versicolor
+31,6.570151838873782,3.0244175855271713,4.683895712256013,1.5725887762309507,Iris-virginica
+32,5.682644414005936,2.613195446451525,4.761891464033336,1.419064756728461,Iris-versicolor
+33,5.826021756598778,2.8891407009497834,5.0622977359023125,1.6869098426220923,Iris-versicolor
+34,4.630640751079921,3.386927213811263,1.7110524857087621,0.24557349412542473,Iris-setosa
+35,5.6691470277343115,3.2132868569729482,4.712183983099821,1.0465036041227234,Iris-versicolor
+36,4.828653359399767,3.3761389508890165,1.5277014689001613,0.28677928403238906,Iris-setosa
+37,7.372489323013877,3.157792469978897,5.4004569064194525,1.5601112531968127,Iris-versicolor
+38,6.875150402926439,2.8774268525441347,4.6581884339502215,1.5297258439328982,Iris-versicolor
+39,4.8143023409816115,3.4907901288865717,1.659977099636758,0.2534234398675244,Iris-setosa
+40,7.095965391383816,3.2028683570585517,5.937307555217724,1.9053877099168193,Iris-virginica
+41,5.339767621219651,3.7339803686310855,1.586799714051103,0.3521673509131805,Iris-setosa
+42,4.965324432159886,3.3006581216006396,1.4235732897203237,0.3323566137964652,Iris-setosa
+43,5.1236572861306104,2.451750392001258,3.8666182706700063,1.2720365296581837,Iris-versicolor
+44,6.123807321167067,3.162676752805801,5.807813399002517,1.9419659092079984,Iris-virginica
+45,5.669089583264465,2.661496842822135,4.3332073780486615,1.3286132118533667,Iris-versicolor
+46,5.163682031297589,3.423545301010634,1.6477385114091312,0.25500493120408707,Iris-setosa
+47,6.719466481025343,3.0780503527533223,5.695867272847408,2.3650087334819716,Iris-virginica
+48,6.368095129674254,3.1519064000342873,4.750330387495298,1.6471338206559143,Iris-versicolor
+49,5.963325576887068,2.6160454113159326,4.44854847000639,1.1184170944658949,Iris-versicolor
+50,5.814952876794796,2.551049543132397,4.101608695916271,1.3848039769978377,Iris-versicolor
+51,4.892746943066988,2.669051493901069,4.310584395814075,1.473349104680489,Iris-versicolor
+52,5.882096885162462,2.974197899142667,3.972181564491012,1.2765200597931257,Iris-versicolor
+53,6.255252505193921,3.2235907089873534,5.504056302285869,1.7409656494694716,Iris-virginica
+54,6.662205071980659,2.800401507309551,5.356008926137872,2.1118796279574914,Iris-virginica
+55,6.1248000317039875,2.5238142690103964,4.785267995059648,1.3922659716637147,Iris-versicolor
+56,5.826553840897989,2.3223238634918073,3.5375889399383516,1.2500949567012294,Iris-versicolor
+57,4.926803197369962,3.1401976578962554,1.4948131546822894,0.13471695972349018,Iris-setosa
+58,4.91577028782009,3.6681469436914194,1.537495530094016,0.3287925367805171,Iris-setosa
+59,5.100204485441352,3.4181014051258405,1.3851924199620047,0.39561151526147964,Iris-virginica
+60,6.325785206501697,2.6770756464975074,4.710924512431753,2.050415912490414,Iris-virginica
+61,5.879037589805454,2.783559754792386,4.447901065822088,1.3578438926381649,Iris-versicolor
+62,6.708315157178838,3.8572928531789406,6.1098084976013025,2.563121565281617,Iris-virginica
+63,7.258358906848834,2.937605985630287,5.665055488616743,1.7789221123373944,Iris-virginica
+64,4.347189281384394,2.709869207028054,1.3975477198287636,0.11158824870606171,Iris-setosa
+65,6.1730179657308115,2.9587553206546713,4.85391989201212,1.5973782034659532,Iris-versicolor
+66,6.416483623140543,2.9804820997048833,6.021428889998106,2.0233182226541206,Iris-virginica
+67,5.828399001905464,3.1998743856469107,4.775595081984461,1.2741567940258887,Iris-versicolor
+68,4.7966941443249045,3.1086627958379114,1.5722012821252385,0.17333681780112545,Iris-setosa
+69,5.40792899675865,3.483451345216066,1.4352406665778854,0.18807142932784426,Iris-setosa
+70,4.77233111871616,3.017308458225952,1.570791405968604,0.1966251614793586,Iris-setosa
+71,6.936914281575096,3.2373665772376503,5.272281155810541,1.4053653427271449,Iris-versicolor
+72,4.441439492500937,2.720362523490472,1.3045916617975195,0.3013654577707819,Iris-setosa
+73,5.322919537733477,2.501026828637461,3.8808614426950343,1.0630878974941398,Iris-versicolor
+74,6.610928676152048,2.7751885339990747,4.733014776032244,1.7421486017975578,Iris-virginica
+75,5.066133527344453,2.7774880152607624,4.218097891442517,1.3094917934052064,Iris-versicolor
+76,4.619251118207862,2.773537366261927,1.3769709425093326,1.172467950381767,Iris-setosa
+77,6.499831025652188,2.7105182418716565,4.6556407681496035,1.4933674677237105,Iris-versicolor
+78,6.848422683692441,3.286346691828933,5.059872781291877,1.902326682380035,Iris-virginica
+79,5.498867159828286,2.6659334713933522,4.031488386383389,1.4593351432435708,Iris-versicolor
+80,5.152658476215684,3.3477229380234808,1.5129016308738292,0.30614934833828084,Iris-setosa
+81,6.370023458836527,2.666200321240347,4.810854314489957,1.3835068101238426,Iris-versicolor
+82,5.356649576979695,2.564167866591275,4.161730094313234,1.2689613805034639,Iris-versicolor
+83,4.956683286575972,3.1850943306412276,1.4892159525032245,0.3910011113176284,Iris-setosa
+84,6.206577788721691,2.8582307118707395,5.139012107370955,1.927851701002423,Iris-virginica
+85,6.3267599120121325,2.925812738845583,5.154146914248774,1.8313841397111208,Iris-virginica
+86,5.252750678364577,3.488507609171323,1.385891017218909,0.14315710436407308,Iris-setosa
+87,4.993059038140761,3.4381682765125663,1.1994146081299581,0.22766007644888397,Iris-setosa
+88,4.976373724785872,3.7703791620401446,1.3005472119535733,0.29166382195618007,Iris-setosa
+89,6.739017568682558,3.6647037951417896,6.08413964958069,2.304790439596042,Iris-virginica
+90,4.94547914572369,3.2131208088402285,1.4403358414842449,0.1523450297904005,Iris-setosa
+91,4.844166950828745,2.962291214690075,1.567873511880707,0.2537011171601355,Iris-setosa
+92,6.7380711620506055,2.8168392415176022,5.905012819031596,1.7771064239169394,Iris-virginica
+93,7.1676882680917,2.9085598260864023,5.50482845237266,2.048580768934127,Iris-virginica
+94,6.584885325726364,3.294702354813248,5.440847826879444,1.2853275445818544,Iris-versicolor
+95,4.429931238664099,2.8943914637646118,1.3293903001670402,0.10252636003346599,Iris-setosa
+96,5.258846798876431,4.006588352429729,1.5228205228418599,0.3465992732341938,Iris-setosa
+97,6.759711176466372,3.2882461444253495,5.705857250137331,2.13150836432992,Iris-virginica
+98,6.4902664942614985,2.7904871208355435,4.743219882998002,1.7120869143368862,Iris-virginica
+99,5.225352375601615,3.034145098156824,1.5651937277861254,0.30618799714285677,Iris-virginica
+100,4.629534433830818,2.497660717400584,4.070480696919618,1.281298844713608,Iris-versicolor
+101,4.968688036899952,3.1163555022583216,1.381946112516093,0.254959818412211,Iris-setosa
+102,4.902553249810581,3.138192105226878,1.5775840734779434,0.40745064589419167,Iris-setosa
+103,5.950973658287172,2.65728938537638,4.711198006515612,1.8795077375104192,Iris-virginica
+104,4.654999617639887,3.218894557250778,1.3933410483651314,0.11362733287755494,Iris-setosa
+105,5.450814098163358,1.5236712189849815,3.373333190509246,1.2080058799564248,Iris-versicolor
+106,6.442116920047368,3.009019308577148,4.589958072479259,1.4302771608581821,Iris-versicolor
+107,6.69908280209129,3.2663809644713417,5.048533169642465,1.544575381112947,Iris-versicolor
+108,5.75593682848457,4.263578461506425,1.7729715619530353,0.4030031369350737,Iris-setosa
+109,6.560320221762211,3.24582615050758,4.318287028617216,1.2688599225576598,Iris-versicolor
+110,6.402167295648531,2.496367529026917,5.454921579884692,2.018680016817436,Iris-virginica
+111,5.4606053485995965,2.358641086587911,3.794067537021882,1.5042534436559452,Iris-versicolor
+112,5.2513243139383174,3.416689024514812,1.5505991137918087,0.04639319553230467,Iris-setosa
+113,6.009225623291885,2.759506385658022,4.5912144823930765,1.5470962539827813,Iris-virginica
+114,4.99907071167344,3.3173565014863895,1.257600537005089,0.2061558088929784,Iris-setosa
+115,5.193984043650324,2.847980173512323,1.2116058352936643,1.2064633306144525,Iris-versicolor
+116,6.186922277367877,2.864369203427804,4.744960052998618,1.5618793478555792,Iris-versicolor
+117,6.283408327365294,2.7572330015148085,4.288742255153009,1.3545702042595478,Iris-versicolor
+118,6.869703500215968,2.772409109274757,5.912614474485039,2.1249784032028436,Iris-virginica
+119,5.7315349329281045,2.961455400346752,5.455492375179016,1.6743991699026795,Iris-virginica
diff --git a/iris/tvae/1/9/test.csv b/iris/tvae/1/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/9/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/9/train.csv b/iris/tvae/1/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/9/train.csv
@@ -0,0 +1,121 @@
+,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
+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/1/9/val.csv b/iris/tvae/1/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/9/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/mlu_log.csv b/iris/tvae/1/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5930273786e4a014cf742671b44f08debb6f98cc
--- /dev/null
+++ b/iris/tvae/1/mlu_log.csv
@@ -0,0 +1,965 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
+tvae,0,19.774571657180786,,,,,,
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diff --git a/iris/tvae/1/model.pt b/iris/tvae/1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dfb0a2aaa04fc5afceac958458e1254fc40eeb16
--- /dev/null
+++ b/iris/tvae/1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6109d635f303b62646f1beb48ce9a20764c5518d5f09864241eb5a34c88f6860
+size 847554
diff --git a/iris/tvae/1/params.json b/iris/tvae/1/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..de2cc40674d0f0e529a33ded7de63b2e4e5251db
--- /dev/null
+++ b/iris/tvae/1/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/1/state.json b/iris/tvae/1/state.json
new file mode 100644
index 0000000000000000000000000000000000000000..4cb4782524f49a0d7578d4b2e026d8543d2e3871
Binary files /dev/null and b/iris/tvae/1/state.json differ
diff --git a/iris/tvae/1/tvae_eval.ipynb b/iris/tvae/1/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..ea567a8256d81fc616d7e2e317e9271b9abc7aed
--- /dev/null
+++ b/iris/tvae/1/tvae_eval.ipynb
@@ -0,0 +1,2105 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "4adab348",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:15.774148Z",
+     "iopub.status.busy": "2024-07-25T10:02:15.773596Z",
+     "iopub.status.idle": "2024-07-25T10:02:26.820147Z",
+     "shell.execute_reply": "2024-07-25T10:02:26.818935Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 11.059195,
+     "end_time": "2024-07-25T10:02:26.822747",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:15.763552",
+     "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... 46%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\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",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "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... 73%\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": "56c68fad",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:26.845725Z",
+     "iopub.status.busy": "2024-07-25T10:02:26.845375Z",
+     "iopub.status.idle": "2024-07-25T10:02:26.853194Z",
+     "shell.execute_reply": "2024-07-25T10:02:26.852360Z"
+    },
+    "papermill": {
+     "duration": 0.021649,
+     "end_time": "2024-07-25T10:02:26.855275",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:26.833626",
+     "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": "c6629a73",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009695,
+     "end_time": "2024-07-25T10:02:26.874805",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:26.865110",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "0ad13705",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:26.896431Z",
+     "iopub.status.busy": "2024-07-25T10:02:26.896129Z",
+     "iopub.status.idle": "2024-07-25T10:02:26.903718Z",
+     "shell.execute_reply": "2024-07-25T10:02:26.902748Z"
+    },
+    "papermill": {
+     "duration": 0.020798,
+     "end_time": "2024-07-25T10:02:26.905598",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:26.884800",
+     "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": "74336c5a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:26.926685Z",
+     "iopub.status.busy": "2024-07-25T10:02:26.926428Z",
+     "iopub.status.idle": "2024-07-25T10:02:26.931486Z",
+     "shell.execute_reply": "2024-07-25T10:02:26.930616Z"
+    },
+    "papermill": {
+     "duration": 0.01795,
+     "end_time": "2024-07-25T10:02:26.933423",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:26.915473",
+     "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 = 1\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tvae/1\"\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": "b3a74a5a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:26.955784Z",
+     "iopub.status.busy": "2024-07-25T10:02:26.955507Z",
+     "iopub.status.idle": "2024-07-25T10:02:26.961523Z",
+     "shell.execute_reply": "2024-07-25T10:02:26.960707Z"
+    },
+    "papermill": {
+     "duration": 0.019274,
+     "end_time": "2024-07-25T10:02:26.963567",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:26.944293",
+     "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": "c8e1a018",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:26.985233Z",
+     "iopub.status.busy": "2024-07-25T10:02:26.984952Z",
+     "iopub.status.idle": "2024-07-25T10:02:27.988087Z",
+     "shell.execute_reply": "2024-07-25T10:02:27.986982Z"
+    },
+    "papermill": {
+     "duration": 1.016723,
+     "end_time": "2024-07-25T10:02:27.990691",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:26.973968",
+     "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": "7b1f4abe",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:28.013717Z",
+     "iopub.status.busy": "2024-07-25T10:02:28.013389Z",
+     "iopub.status.idle": "2024-07-25T10:02:29.029116Z",
+     "shell.execute_reply": "2024-07-25T10:02:29.027822Z"
+    },
+    "papermill": {
+     "duration": 1.029845,
+     "end_time": "2024-07-25T10:02:29.031314",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:28.001469",
+     "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": "1df581ed",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:29.055190Z",
+     "iopub.status.busy": "2024-07-25T10:02:29.054408Z",
+     "iopub.status.idle": "2024-07-25T10:02:29.064422Z",
+     "shell.execute_reply": "2024-07-25T10:02:29.063524Z"
+    },
+    "papermill": {
+     "duration": 0.024359,
+     "end_time": "2024-07-25T10:02:29.066488",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:29.042129",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tvae/1\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": "7893e955",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:29.090909Z",
+     "iopub.status.busy": "2024-07-25T10:02:29.090611Z",
+     "iopub.status.idle": "2024-07-25T10:02:29.460948Z",
+     "shell.execute_reply": "2024-07-25T10:02:29.459829Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.385315,
+     "end_time": "2024-07-25T10:02:29.463524",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:29.078209",
+     "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": "f038419d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:29.487027Z",
+     "iopub.status.busy": "2024-07-25T10:02:29.486672Z",
+     "iopub.status.idle": "2024-07-25T10:02:31.140841Z",
+     "shell.execute_reply": "2024-07-25T10:02:31.140047Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.668648,
+     "end_time": "2024-07-25T10:02:31.143213",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:29.474565",
+     "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": "452b822e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:31.169302Z",
+     "iopub.status.busy": "2024-07-25T10:02:31.168320Z",
+     "iopub.status.idle": "2024-07-25T10:02:31.176458Z",
+     "shell.execute_reply": "2024-07-25T10:02:31.175677Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023424,
+     "end_time": "2024-07-25T10:02:31.178478",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:31.155054",
+     "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": "660b1b9c",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:31.201571Z",
+     "iopub.status.busy": "2024-07-25T10:02:31.201284Z",
+     "iopub.status.idle": "2024-07-25T10:02:31.205819Z",
+     "shell.execute_reply": "2024-07-25T10:02:31.204961Z"
+    },
+    "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": 0.018257,
+     "end_time": "2024-07-25T10:02:31.207729",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:31.189472",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "8b43d834",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:31.230860Z",
+     "iopub.status.busy": "2024-07-25T10:02:31.230570Z",
+     "iopub.status.idle": "2024-07-25T10:02:31.348607Z",
+     "shell.execute_reply": "2024-07-25T10:02:31.347319Z"
+    },
+    "papermill": {
+     "duration": 0.132637,
+     "end_time": "2024-07-25T10:02:31.351348",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:31.218711",
+     "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": "27ebb9df",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:31.377612Z",
+     "iopub.status.busy": "2024-07-25T10:02:31.377296Z",
+     "iopub.status.idle": "2024-07-25T10:02:35.788721Z",
+     "shell.execute_reply": "2024-07-25T10:02:35.787657Z"
+    },
+    "papermill": {
+     "duration": 4.426749,
+     "end_time": "2024-07-25T10:02:35.791028",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:31.364279",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-25 10:02:33.149497: 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 10:02:33.149554: 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 10:02:33.151052: 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": "4c3a950b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:35.815719Z",
+     "iopub.status.busy": "2024-07-25T10:02:35.815118Z",
+     "iopub.status.idle": "2024-07-25T10:02:35.822552Z",
+     "shell.execute_reply": "2024-07-25T10:02:35.821805Z"
+    },
+    "papermill": {
+     "duration": 0.021794,
+     "end_time": "2024-07-25T10:02:35.824493",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:35.802699",
+     "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": "e69f9844",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:35.850460Z",
+     "iopub.status.busy": "2024-07-25T10:02:35.850166Z",
+     "iopub.status.idle": "2024-07-25T10:02:38.616751Z",
+     "shell.execute_reply": "2024-07-25T10:02:38.615928Z"
+    },
+    "papermill": {
+     "duration": 2.782591,
+     "end_time": "2024-07-25T10:02:38.619327",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:35.836736",
+     "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": "0f77640d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:38.646712Z",
+     "iopub.status.busy": "2024-07-25T10:02:38.646004Z",
+     "iopub.status.idle": "2024-07-25T10:02:38.653417Z",
+     "shell.execute_reply": "2024-07-25T10:02:38.652338Z"
+    },
+    "papermill": {
+     "duration": 0.023888,
+     "end_time": "2024-07-25T10:02:38.655944",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:38.632056",
+     "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": "be5be29a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:38.681579Z",
+     "iopub.status.busy": "2024-07-25T10:02:38.681315Z",
+     "iopub.status.idle": "2024-07-25T10:02:39.199181Z",
+     "shell.execute_reply": "2024-07-25T10:02:39.198095Z"
+    },
+    "papermill": {
+     "duration": 0.533117,
+     "end_time": "2024-07-25T10:02:39.201704",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:38.668587",
+     "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": "7bc7b4bd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:39.229060Z",
+     "iopub.status.busy": "2024-07-25T10:02:39.228633Z",
+     "iopub.status.idle": "2024-07-25T10:02:39.248717Z",
+     "shell.execute_reply": "2024-07-25T10:02:39.247788Z"
+    },
+    "papermill": {
+     "duration": 0.036244,
+     "end_time": "2024-07-25T10:02:39.250847",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:39.214603",
+     "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": "c8a7d7c4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:39.277039Z",
+     "iopub.status.busy": "2024-07-25T10:02:39.276688Z",
+     "iopub.status.idle": "2024-07-25T10:02:39.325843Z",
+     "shell.execute_reply": "2024-07-25T10:02:39.324824Z"
+    },
+    "papermill": {
+     "duration": 0.06449,
+     "end_time": "2024-07-25T10:02:39.327867",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:39.263377",
+     "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 0x7a91296b8b80>, '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": "4e7b8902",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:39.356684Z",
+     "iopub.status.busy": "2024-07-25T10:02:39.355803Z",
+     "iopub.status.idle": "2024-07-25T10:02:39.375410Z",
+     "shell.execute_reply": "2024-07-25T10:02:39.374657Z"
+    },
+    "papermill": {
+     "duration": 0.036076,
+     "end_time": "2024-07-25T10:02:39.377441",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:39.341365",
+     "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": "bdc96d0e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:39.403618Z",
+     "iopub.status.busy": "2024-07-25T10:02:39.403285Z",
+     "iopub.status.idle": "2024-07-25T10:02:39.407319Z",
+     "shell.execute_reply": "2024-07-25T10:02:39.406563Z"
+    },
+    "papermill": {
+     "duration": 0.019665,
+     "end_time": "2024-07-25T10:02:39.409565",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:39.389900",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "05302fea",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:39.435599Z",
+     "iopub.status.busy": "2024-07-25T10:02:39.435282Z",
+     "iopub.status.idle": "2024-07-25T10:02:39.828608Z",
+     "shell.execute_reply": "2024-07-25T10:02:39.827727Z"
+    },
+    "papermill": {
+     "duration": 0.409336,
+     "end_time": "2024-07-25T10:02:39.831086",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:39.421750",
+     "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": "98d1e706",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:39.860960Z",
+     "iopub.status.busy": "2024-07-25T10:02:39.859861Z",
+     "iopub.status.idle": "2024-07-25T10:02:39.869886Z",
+     "shell.execute_reply": "2024-07-25T10:02:39.868977Z"
+    },
+    "papermill": {
+     "duration": 0.027367,
+     "end_time": "2024-07-25T10:02:39.871900",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:39.844533",
+     "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": "13ec9d9e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:39.898068Z",
+     "iopub.status.busy": "2024-07-25T10:02:39.897765Z",
+     "iopub.status.idle": "2024-07-25T10:02:39.905644Z",
+     "shell.execute_reply": "2024-07-25T10:02:39.904966Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023213,
+     "end_time": "2024-07-25T10:02:39.907561",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:39.884348",
+     "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": "3ab8966e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:39.934278Z",
+     "iopub.status.busy": "2024-07-25T10:02:39.934006Z",
+     "iopub.status.idle": "2024-07-25T10:03:52.779270Z",
+     "shell.execute_reply": "2024-07-25T10:03:52.778268Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 72.861152,
+     "end_time": "2024-07-25T10:03:52.781504",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:39.920352",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.012798070907592773\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 0.006090521812438965\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 0.004310190677642822\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 0.004614889621734619\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 0.0051451921463012695\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 0.0048449039459228516\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 0.0075307488441467285\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 0.006430864334106445\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 0.007298827171325684\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 0.006350696086883545\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 0.0059430599212646484\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"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-16.4831600189209, 5.026618957519531)"
+      ]
+     },
+     "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": "e609d51f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:03:52.819871Z",
+     "iopub.status.busy": "2024-07-25T10:03:52.819509Z",
+     "iopub.status.idle": "2024-07-25T10:03:52.848683Z",
+     "shell.execute_reply": "2024-07-25T10:03:52.847933Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.050969,
+     "end_time": "2024-07-25T10:03:52.850738",
+     "exception": false,
+     "start_time": "2024-07-25T10:03:52.799769",
+     "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": "40785600",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:03:52.887743Z",
+     "iopub.status.busy": "2024-07-25T10:03:52.887422Z",
+     "iopub.status.idle": "2024-07-25T10:03:53.738766Z",
+     "shell.execute_reply": "2024-07-25T10:03:53.737977Z"
+    },
+    "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": 0.873221,
+     "end_time": "2024-07-25T10:03:53.741234",
+     "exception": false,
+     "start_time": "2024-07-25T10:03:52.868013",
+     "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": "0e1264cb",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.018263,
+     "end_time": "2024-07-25T10:03:53.778643",
+     "exception": false,
+     "start_time": "2024-07-25T10:03:53.760380",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyMhtJHOKAMnUJyVHa+D8Sml",
+   "mount_file_id": "1Cug9laqjkt9fyDxiylSn9Jzam9kQyDu3",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 102.090619,
+   "end_time": "2024-07-25T10:03:56.404298",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tvae/1/tvae_eval.ipynb",
+   "output_path": "eval/iris/tvae/1/tvae_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 1,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tvae/1",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-25T10:02:14.313679",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file