diff --git a/iris/tvae/2/0/synth.csv b/iris/tvae/2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dba520a8f112b1e98ed6997ba16e92bce1efc5e9
--- /dev/null
+++ b/iris/tvae/2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.51997641157092,3.0732832985025067,1.3157435215223436,0.2236450568492737,Iris-setosa
+1,4.83499600054179,2.927249545822399,1.4587318608046411,0.22298120118358924,Iris-setosa
+2,5.9641674708360926,2.8268912825634027,4.842837459191399,1.8118554103229447,Iris-virginica
+3,6.2629711771044025,3.0339519804345274,4.3844190558888645,1.35836675174534,Iris-versicolor
+4,5.636273791360022,2.776267627335618,1.4112790574052398,0.2424952103051017,Iris-setosa
+5,5.736876877365431,2.5112647310719023,3.7256504352353432,1.1884991199748178,Iris-versicolor
+6,6.780567192426105,2.807371860795562,5.717397055681353,1.8643119273100655,Iris-virginica
+7,6.081597930675025,3.0937698002520313,5.070660548558031,1.5839064352285592,Iris-virginica
+8,4.999267401682462,3.486468274990462,1.5038463329166045,0.40651015641861665,Iris-setosa
+9,6.093638038530013,2.900282950228909,4.105122434535973,1.206245579636931,Iris-versicolor
+10,6.420645923996051,2.9230465664322254,5.31269252126109,2.1446737588888385,Iris-virginica
+11,6.4736045415462975,2.8709458969294004,4.877775190193117,1.5183066569948525,Iris-virginica
+12,4.893508498150214,3.1009355284340443,1.5052356230372643,0.02413090486822178,Iris-setosa
+13,6.237994456631872,2.78970995487777,4.929679420730518,1.70070853719395,Iris-virginica
+14,5.117339668399446,3.6825412085702416,1.6470193471555026,0.30140730505875013,Iris-setosa
+15,4.369384600786937,3.144030259963499,1.4803870897744127,0.20487953371635026,Iris-setosa
+16,7.022090398962669,3.052193667877601,5.361716585357637,2.0284686265051226,Iris-virginica
+17,5.908670780178593,2.8027078807006576,4.597607668103917,1.573387175829046,Iris-virginica
+18,5.949749591243162,2.927183981626125,4.149130741360014,1.3423448648989065,Iris-versicolor
+19,5.061759337724966,2.8694218493416477,1.5768897027239357,0.4243325936697584,Iris-setosa
+20,5.669769192951205,2.433053832882049,4.6103947685115045,1.3268111376494973,Iris-versicolor
+21,5.672886795048289,2.918361648361062,4.946506836274924,1.699145821200049,Iris-versicolor
+22,6.136368891191679,2.8326013941085417,4.303426795588815,1.1154011632104637,Iris-versicolor
+23,6.337719420751491,3.0316536493965245,5.199984338243336,1.7938034085801453,Iris-virginica
+24,5.129495029005926,4.156507858755221,1.2686601436017708,0.20702287819841692,Iris-setosa
+25,6.22203072044526,3.4392792317477463,5.686435749223077,2.245653518969517,Iris-virginica
+26,6.043525967582912,2.5832128852729745,5.057540040974181,1.5819146668018664,Iris-virginica
+27,6.543695943215553,3.237722986954626,5.3732795357952625,1.8915259110812201,Iris-virginica
+28,5.143310375286919,2.717611223411179,4.784613979391042,2.073608321587457,Iris-virginica
+29,5.348572869812355,2.3555725719491925,3.4046624210042213,1.0941013991288373,Iris-versicolor
+30,5.520759612112747,2.88225507089933,4.9138140350944575,1.7541748978403402,Iris-setosa
+31,6.3364878961794435,3.140927869628802,4.080671058070923,1.39840343203183,Iris-versicolor
+32,5.691753645879673,2.8502933522687877,4.945611624509168,1.378427244395414,Iris-versicolor
+33,5.142072706540831,2.4327267979799982,3.948899492184286,1.0586747804232979,Iris-versicolor
+34,4.659878695035286,2.974451465593406,1.4473666699281256,0.25078158604520895,Iris-setosa
+35,6.187515787851811,2.799011325317265,5.033493806103531,1.880029293798947,Iris-virginica
+36,7.3420223980592265,3.149902477967241,5.771592400510655,1.8069148984666172,Iris-virginica
+37,6.031025236726476,2.188517576774678,3.6985399520314237,1.204766621747197,Iris-versicolor
+38,5.744773555448556,2.6200124071683906,3.8930758345207055,1.4972401939306375,Iris-versicolor
+39,7.219154331167713,2.703452327495311,6.253700797587694,1.869941688881515,Iris-virginica
+40,6.005472968165397,2.7224408134555076,4.612449069244723,1.4277092875209307,Iris-versicolor
+41,6.156343220748622,3.319209173217135,5.582511656481731,1.98506831161663,Iris-virginica
+42,4.39707498154805,3.5043537612568048,1.1864567364885334,0.2055042961160184,Iris-setosa
+43,5.535676097466058,3.046685861611886,1.6461617111108167,0.20944844244210814,Iris-setosa
+44,5.039926137266544,3.345717366186938,1.4367256578902068,0.11319720157887381,Iris-setosa
+45,5.705975709639713,3.023300702139491,4.684704330981471,1.581728651668246,Iris-versicolor
+46,6.182466216507536,2.691524995290369,4.835630160784277,1.9233783591657874,Iris-virginica
+47,6.473032228935746,2.480514486544641,5.230682587718338,1.645852046994317,Iris-virginica
+48,5.717988478026383,2.889926379153757,3.9670114609094633,1.2014572879438297,Iris-versicolor
+49,6.312587674844119,3.312348204017079,5.638884182770534,2.2068004184090304,Iris-virginica
+50,5.1771039493279885,2.863079197658325,3.7301356215050463,1.082082294352479,Iris-versicolor
+51,5.155706038032699,3.1559786539994037,1.4445783973551565,0.4516490736575083,Iris-setosa
+52,5.886678919259726,3.0355497154058155,4.576830794398256,1.3332537525083261,Iris-versicolor
+53,5.052826538966797,3.0266750209160187,1.2806255428958704,0.8782028434032598,Iris-setosa
+54,5.649986158856181,2.318799518319687,3.8135808916379696,1.2792092739683945,Iris-versicolor
+55,5.006533179507672,3.46788442314228,1.5627117134428985,0.21801245305295247,Iris-setosa
+56,5.939605673640472,2.794251851347339,4.918174688088697,1.9190748317401054,Iris-virginica
+57,6.729927088284167,2.754416782490019,5.572582326435839,1.9122090073493379,Iris-virginica
+58,4.326926082172997,2.8950513461381595,1.4068397962644048,0.2811440960378968,Iris-setosa
+59,4.524826204312438,3.1626628535380465,1.5808059139883641,0.31310223445906255,Iris-setosa
+60,4.564270839210244,2.951108004486316,1.2883937470194604,0.250277959300414,Iris-setosa
+61,6.101567153225097,2.483719531873788,5.26100519005908,1.7149759365929886,Iris-virginica
+62,4.957209449922413,3.068041752065565,1.397727219245307,0.09999332331735075,Iris-setosa
+63,4.7353841598745205,2.911869009078399,1.3459251084039554,0.21548937734722065,Iris-setosa
+64,5.629133916587308,2.8564239263671674,4.204558535618781,1.1487281554772082,Iris-versicolor
+65,5.387441828497192,2.6800105591865315,1.5067643569214302,0.3718465165165031,Iris-setosa
+66,4.580481483203956,2.9045092167614635,1.148957705557504,0.21453661462638163,Iris-setosa
+67,5.9557414973931655,2.6058106858638572,3.512521611095846,0.8459429956491834,Iris-versicolor
+68,4.97870310590744,3.1280717986806885,1.6841559165495363,0.41796913326897495,Iris-setosa
+69,4.806265358317592,3.466641402655846,1.5620869027371742,0.37979819360288725,Iris-setosa
+70,6.471481214885852,2.907044287600955,5.352557354817585,2.221107797563166,Iris-virginica
+71,7.22952526501959,3.410126561637639,6.211747318162947,2.119259693739381,Iris-virginica
+72,6.063908087799304,3.2146784436217235,1.5177240523037399,0.486250978324162,Iris-setosa
+73,6.898543561348056,2.647297969967385,5.668131178226057,1.7630548762456084,Iris-virginica
+74,5.325818723994484,2.666028917468508,4.008805718771846,1.167041071166321,Iris-versicolor
+75,5.200375617999546,3.560505499334813,1.6005447583670207,0.4531534824615193,Iris-setosa
+76,6.090931360487116,2.8408919811585074,4.9212086201893275,1.6311817206807204,Iris-versicolor
+77,4.39004514244709,3.1611035431248102,1.4642863884237294,0.2146806279414807,Iris-setosa
+78,5.266544870885166,3.4572277404992944,1.35973681896946,1.1343406987902347,Iris-setosa
+79,6.114549550535559,3.0076179891813806,4.279031598956584,1.344215636638174,Iris-versicolor
+80,4.699370911125921,3.112569183605297,1.3359211226499914,0.18804264250207586,Iris-setosa
+81,6.789953751159839,3.1128349617878093,5.420385802185691,2.226504216898179,Iris-virginica
+82,6.241826545103392,3.3385877110436453,5.43365528136447,2.2492684818276847,Iris-virginica
+83,4.667059938739447,3.3464608280677774,1.4638825938771403,0.23067189899132542,Iris-setosa
+84,6.85600140837806,3.0130258508102323,4.799234396147582,1.944027167086929,Iris-virginica
+85,6.721964778403009,2.7199036933070952,5.067772740592297,2.039576129468398,Iris-virginica
+86,5.023331693963677,2.9101318997051298,4.715774109631397,1.87499482009067,Iris-virginica
+87,6.920693004431603,2.813064615957554,5.533833474454804,1.447118877382519,Iris-versicolor
+88,4.215454915666383,3.282543032301492,1.341891642312912,0.08736435765964368,Iris-setosa
+89,5.024926459925059,3.0810998688695794,1.5923550511819677,0.17097398156271212,Iris-setosa
+90,6.214468248482951,2.8717940165851243,4.390707317572618,1.1806626000476628,Iris-versicolor
+91,6.002213116254596,2.9147574098474696,4.2433916864622505,1.5766550473927554,Iris-versicolor
+92,5.191305917888555,3.3773246581380345,1.6598939458480915,0.2719358909360469,Iris-setosa
+93,6.722934819311516,2.6984162019222038,5.041268011606558,1.6418127067681905,Iris-virginica
+94,4.733778634513042,2.862038408043159,1.2611271537851134,0.31790251009198445,Iris-setosa
+95,6.87579858206813,2.85422030143394,5.80365652677639,2.3074816267658553,Iris-virginica
+96,6.216220722466428,3.3582862639022673,4.962897700318424,2.183686953768972,Iris-virginica
+97,5.013296885464714,3.548758126407157,1.6661447252609296,0.1536085013518965,Iris-setosa
+98,6.386380834150729,4.067383429510619,1.5892498392847965,0.4992843289140753,Iris-setosa
+99,7.023015906779108,2.944343882745672,5.252322977043784,1.5215180318733945,Iris-versicolor
+100,6.774186939443691,2.9164962957152647,5.604215264030943,2.175191742980892,Iris-virginica
+101,7.088702883398072,2.768299566184133,5.820615569505579,1.9163121042033224,Iris-virginica
+102,5.404270685658001,2.8073401307810704,4.232518057365777,1.2413531822865769,Iris-versicolor
+103,6.491348378145243,2.953302266285275,4.733692468660379,1.7500278808788887,Iris-virginica
+104,6.228168000096702,2.5498887636921435,4.312113131793753,1.3126799460429588,Iris-versicolor
+105,5.026144904631263,3.086588671560677,1.4713317547762963,0.4468093275191967,Iris-setosa
+106,6.312495244940123,3.0467650384422207,5.002556437664693,1.9161372127733038,Iris-virginica
+107,7.574566722967389,3.7281131216853343,6.271652907949338,2.1518978990256343,Iris-virginica
+108,4.990791763787714,2.9718930019921315,1.4629026605375022,0.05117263010803311,Iris-setosa
+109,6.652451747856947,2.9420915204049223,5.229693819689127,2.014841825554673,Iris-virginica
+110,6.44591419168481,2.3592777769253654,3.8004922682671642,0.9931792804388608,Iris-versicolor
+111,6.935487133551735,2.822107453016135,4.560085770263701,1.402852683270006,Iris-versicolor
+112,6.564711020153738,2.842229957032549,5.7585687283994496,1.94156960447271,Iris-virginica
+113,6.307467638886883,2.872907091227303,4.816773378653132,1.6780917032555205,Iris-virginica
+114,6.482231055319054,2.619569088522778,4.160444475844708,1.6008484656433433,Iris-versicolor
+115,6.893931923990863,3.060757736787581,5.645477189649823,2.195466594065885,Iris-virginica
+116,6.231399820378126,2.9192562836793585,4.3096846558854045,1.4916324365302855,Iris-versicolor
+117,6.491910299509718,2.440499155814433,4.572309142186505,1.3349359395838254,Iris-versicolor
+118,5.7825404215644705,2.893396897298072,4.124767387798754,1.4108145217484998,Iris-versicolor
+119,7.347263134426984,2.8663150018806314,6.087930148895684,1.9749316039182732,Iris-virginica
diff --git a/iris/tvae/2/0/test.csv b/iris/tvae/2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/0/train.csv b/iris/tvae/2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/0/val.csv b/iris/tvae/2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/1/synth.csv b/iris/tvae/2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b54b2bda7443136a696a03b8f1ef9823f066a310
--- /dev/null
+++ b/iris/tvae/2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.794196945901181,3.3601072926612803,1.360239223744699,0.16567003827646454,Iris-setosa
+1,5.79016526150098,2.3911822458733263,3.8089421515658133,1.3053422050311143,Iris-versicolor
+2,4.379541813598304,3.2343869270214665,1.4472996973019805,0.08425726993692764,Iris-setosa
+3,5.811767517130181,3.5191554701609475,4.804333232646629,2.09540766846076,Iris-virginica
+4,6.614101034128537,2.54813058452141,4.906093799610875,1.752518556454369,Iris-virginica
+5,6.310603499101456,3.146379849467711,5.3825840957589115,1.6812983510758155,Iris-virginica
+6,4.857637104081657,3.4073556001990792,1.5746110691460362,0.2344916180927307,Iris-setosa
+7,5.600361949329867,2.6405368269419807,3.821476631498146,0.8363853782758267,Iris-versicolor
+8,6.460618187316834,2.608911404170387,4.765424591414294,1.3695895513892842,Iris-versicolor
+9,6.167864788898487,2.8903814504412226,4.6164178168345735,1.5582326891091995,Iris-versicolor
+10,4.939020691490896,3.1456722835917073,1.484655692123378,0.23208128998885008,Iris-setosa
+11,5.951362635350169,2.885193684270122,4.921781092490146,1.9829839657956676,Iris-virginica
+12,6.629684986608613,2.6779803212820443,4.522993052502144,1.7920787486832213,Iris-virginica
+13,6.817113741718934,3.021304468210819,5.926281486478741,1.614674940743527,Iris-virginica
+14,6.346610196086867,2.7631814830662806,4.94067898505407,1.6487868153060232,Iris-versicolor
+15,5.729655085503513,2.493874682876542,3.930885183514616,1.2875271691929884,Iris-versicolor
+16,6.053472148979882,3.1101940538972843,5.6799792885554465,2.406505142873312,Iris-virginica
+17,4.735950216700465,3.0802791800566847,1.632441009529472,0.19846690661428415,Iris-setosa
+18,6.361141254317503,2.9821731072861555,4.31367796797298,1.0751833038013463,Iris-versicolor
+19,5.682947642390167,2.687733580945279,3.877923109857881,1.4329720996073194,Iris-versicolor
+20,6.053988426339949,3.3006173021396754,5.3129700746255315,2.3493315411602835,Iris-virginica
+21,5.460223761603236,2.484706395286076,3.077975141158806,1.2124750682516148,Iris-versicolor
+22,5.6164803054313746,2.8859550253356248,4.402101886701314,1.2115671627520024,Iris-versicolor
+23,6.642146354676436,3.028453208184528,5.257797868431521,1.8016416611459534,Iris-virginica
+24,5.490468316461146,3.7195037263077517,1.6457015373598471,0.4856559347626034,Iris-setosa
+25,6.523126923550774,2.935961094453286,5.3316713514378415,1.604936803338815,Iris-virginica
+26,6.727735669111056,2.946861813470782,5.54327500260119,1.9790875387635072,Iris-virginica
+27,6.062761636619652,2.676427215465141,4.352627612455457,1.2863349704345075,Iris-versicolor
+28,6.256131641673481,2.867110221279821,5.518836567393172,1.9575722369034583,Iris-virginica
+29,4.899477823728265,3.147438987914617,1.387838714302297,0.14180144398497638,Iris-setosa
+30,6.02208242388468,2.7896044792250976,5.087421591555248,1.557263212079837,Iris-virginica
+31,6.902634278652805,2.3736931636684124,5.885823888156545,2.1509569342241317,Iris-virginica
+32,5.055367973013489,3.8719609215579283,1.5845957528887764,0.2291136603169377,Iris-setosa
+33,5.79227638981221,3.297883299955811,4.9399554981155225,1.751761113668144,Iris-versicolor
+34,5.08824603521007,3.4425396911834363,1.4526422844650229,0.3295060249966053,Iris-setosa
+35,5.541558397714342,2.8315274258294387,4.679252990548162,1.9242595405081757,Iris-virginica
+36,6.272791072200754,2.6791855667229183,3.816723106467965,1.0969593968984372,Iris-versicolor
+37,6.014372363148793,2.778463789854849,4.707763888081497,1.4819591440506406,Iris-versicolor
+38,6.673884645258334,2.6692451397026757,4.201238614500702,1.2817800664580623,Iris-versicolor
+39,6.505389229811226,3.0533350730255915,5.497321846850844,2.41028972922299,Iris-virginica
+40,5.306275069416893,2.8669347402184986,4.24770589192657,0.9976314741573897,Iris-versicolor
+41,6.650803591600716,2.5107230455402245,5.878766431230334,1.8324327115600172,Iris-virginica
+42,5.143076045683964,3.0216306456640987,4.466135165967306,1.2283530895112251,Iris-versicolor
+43,6.2464691271466535,2.5951724599580395,4.3643915738926085,1.3593509808507367,Iris-versicolor
+44,7.514111772950082,2.8170373473310146,6.193400880841593,1.9116383051137553,Iris-virginica
+45,5.241234334281811,3.214889026759431,5.161946531499762,2.1048769317964418,Iris-virginica
+46,5.113805967124362,3.6021376448370335,1.5327519534295833,0.2456227347949064,Iris-setosa
+47,4.91853167300971,3.3722818341696392,1.6099420501639892,0.22006213391954763,Iris-setosa
+48,6.439428772343292,3.1830139585564035,4.1623892924984665,1.3495952023724767,Iris-versicolor
+49,4.961345811086419,3.1406059910013626,1.5368765381551668,0.30842540631740895,Iris-setosa
+50,5.9251799328852055,2.7241389595254004,4.933407755856942,1.855566421091049,Iris-virginica
+51,5.756221215973849,3.0435107523421467,4.445194245210622,1.6980473364785709,Iris-versicolor
+52,4.727144606000585,3.7917116469022094,1.5120509810996483,0.315620080578707,Iris-setosa
+53,5.435383139391344,2.857148125364985,1.30916924081267,1.6157978082687987,Iris-setosa
+54,4.853262367365256,3.779538968241184,1.3647500750693562,0.09554842248158452,Iris-setosa
+55,7.05941770687152,3.1712242179460843,5.750539151663637,2.187515857752701,Iris-virginica
+56,6.624927045893019,3.1101412160143194,5.224703147564518,1.7928691853400274,Iris-virginica
+57,7.486372944188974,3.140403901279432,6.354922450209792,2.420894021030863,Iris-virginica
+58,6.75166124874739,3.195683370021638,5.509328574109423,2.2877042815226547,Iris-virginica
+59,5.072457353414,3.4796572454321195,1.5912505401518378,0.12890639656530611,Iris-setosa
+60,6.130039354511093,2.5629112176774913,4.752223211939834,1.2729517008248539,Iris-versicolor
+61,5.907335801616135,3.0710786271411834,4.687603229697963,0.46151864693185085,Iris-virginica
+62,6.494155227985019,3.0591597956699657,4.853670221937207,1.9093441253993781,Iris-virginica
+63,6.6809843852189115,3.657742048541078,5.458625153131302,2.414225589713818,Iris-virginica
+64,6.173504090578951,2.6127122205125026,5.040387964818125,1.8743617526122374,Iris-virginica
+65,5.783220116870728,2.757275461948647,5.409135183713969,1.6763973864585147,Iris-versicolor
+66,6.279325051297325,2.8004576815970155,4.966868593827004,1.5694175861761588,Iris-virginica
+67,6.867348444262195,2.9730366584398835,4.6172267036187895,1.7599519798249286,Iris-virginica
+68,6.087697435328514,2.68910320506296,4.1557358071021975,1.247655520371372,Iris-versicolor
+69,6.276680349658845,2.825821906328168,4.270203926014972,1.372285156058581,Iris-versicolor
+70,5.25622206850722,3.1443175292273264,4.4944815369469255,1.374551200425923,Iris-versicolor
+71,5.451660574552775,2.794401108597153,4.030455971649079,1.5302741730032967,Iris-versicolor
+72,5.209983391119197,3.735903358836993,1.6666760776590197,0.3990925428956793,Iris-setosa
+73,7.060486626779759,3.3901738712376046,5.670394002493077,2.32034543934323,Iris-virginica
+74,6.248585259082874,2.940946019550806,5.133814513393299,1.8379406945715993,Iris-versicolor
+75,4.447092873535708,2.7858919669946145,1.6337234288033609,0.22687525044901993,Iris-setosa
+76,5.044782733047231,3.8562816688435317,1.5227116661912325,0.21901671567257391,Iris-setosa
+77,6.05101797161614,2.867029400664759,4.733129059481012,1.7377913941780168,Iris-versicolor
+78,5.0420814657992,3.2216735149790026,1.466096611918339,0.2400395217204355,Iris-setosa
+79,4.72159051125484,3.2674188082413473,1.4202492233505568,0.3088975643157403,Iris-setosa
+80,6.155940804078269,2.737946276697332,4.522610644316376,1.4340648517963548,Iris-versicolor
+81,7.421291224510969,3.7537162899845846,5.868895410734914,2.02595298200968,Iris-virginica
+82,5.450961033461223,2.8212934548469675,1.4759495708499073,1.4753447797107544,Iris-setosa
+83,6.966104054211732,3.664984119864961,5.604494744920392,2.665869502829908,Iris-virginica
+84,5.577013398786241,2.6442245028179405,4.677286202024455,1.427424378900296,Iris-versicolor
+85,5.30331779086858,2.5923242894789267,1.584798629701676,0.28779045430459865,Iris-setosa
+86,6.741103152574188,2.6169119133408687,5.441430258881901,1.5966545738751337,Iris-virginica
+87,6.538486739342915,2.6296034079526747,4.769206680616184,1.4587586968060917,Iris-versicolor
+88,7.935624121413518,3.6146591684029867,6.467763293120771,2.1428569895484197,Iris-virginica
+89,6.437998985097874,3.5062778875956377,5.393141174108507,2.3366173055917385,Iris-virginica
+90,6.437979257139746,2.7419359975507023,5.2290336961581865,1.6989076076721303,Iris-virginica
+91,5.922422885112334,2.534768682942271,4.882403641022717,1.6747786298516192,Iris-versicolor
+92,6.236489392781431,3.4496764313751687,5.281242773913246,2.4785339327589786,Iris-virginica
+93,6.154558030034253,2.5892684174655205,5.227207116480882,1.6093981751478446,Iris-virginica
+94,6.67953804329329,2.638560421813292,5.752225787186799,1.8906208602397903,Iris-virginica
+95,5.116812384412241,3.1059868033685882,4.758246191304655,1.7889317565444185,Iris-virginica
+96,6.175087106343433,3.1166064271696845,4.628403772636977,1.89780988046279,Iris-virginica
+97,6.676179376919465,3.0162664409067634,5.133902585246111,2.3303455482050586,Iris-virginica
+98,6.013752981028285,3.3876573750316856,4.780290237075843,2.1305294692449848,Iris-virginica
+99,6.422576800855063,2.8048234370725873,3.720218043408778,1.282963274759774,Iris-versicolor
+100,6.489416201191236,3.110651760595665,4.956228306957297,1.4875557633599148,Iris-versicolor
+101,5.205073750143452,4.007130757423514,1.702568458491034,0.3010380526019609,Iris-setosa
+102,6.191188029445798,3.3383758854840107,4.934857727174152,2.1217857003256677,Iris-virginica
+103,4.852267703645616,3.044042614972347,1.536906649891603,0.3542709675331842,Iris-setosa
+104,4.922792186623776,2.340815419711336,3.708635816168809,1.1466910245713087,Iris-versicolor
+105,5.0493666256053675,3.5628265106687547,4.942984433602414,1.9649407077841834,Iris-virginica
+106,4.565092432002299,2.90091921504073,1.4962769482697331,0.23154173142639908,Iris-setosa
+107,5.911180808342274,2.741273886487986,4.251377747896295,1.548888055661767,Iris-versicolor
+108,6.907043989652145,3.2742177010996607,5.993173511878922,2.3574091781028947,Iris-virginica
+109,4.858836062013653,2.9892830358198847,1.353322456631005,0.22441172228624046,Iris-setosa
+110,4.517435905350773,3.150701633011267,1.4606266536571457,0.23835216462258343,Iris-setosa
+111,5.689547857565682,2.8404938164027134,4.369096428016185,1.218016476999377,Iris-versicolor
+112,5.012361187038022,3.482819821128466,1.5586262869517193,0.3372145037870752,Iris-setosa
+113,5.0880879671700665,3.9918423508258156,1.5219413264822181,0.30768414276734285,Iris-setosa
+114,6.920390377553943,2.8489948583446174,5.5800322037319114,1.9337444649829452,Iris-virginica
+115,5.6881365435986,2.6561304864717217,4.775973591171842,1.8368808651405986,Iris-virginica
+116,6.417709695425672,2.4580940560185898,4.816710084395053,1.1958938761435605,Iris-versicolor
+117,5.399455422059308,2.788306197587466,4.764919088601249,1.5479866239169624,Iris-setosa
+118,6.9883670210277975,2.49292908101128,5.721867205402074,1.820007279900051,Iris-virginica
+119,6.181914951507751,3.259325426742648,4.955761794891103,1.9944259240128606,Iris-virginica
diff --git a/iris/tvae/2/1/test.csv b/iris/tvae/2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/1/train.csv b/iris/tvae/2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/1/val.csv b/iris/tvae/2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/10/synth.csv b/iris/tvae/2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d58631f31a85dc501bf19ede3df57109b2b7b067
--- /dev/null
+++ b/iris/tvae/2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.485666844779778,3.1308842528938423,4.737352605132312,2.177076111138216,Iris-virginica
+1,5.974052890292714,2.5856913890832147,4.913455215508924,1.7389147321465408,Iris-virginica
+2,6.068601000470855,2.9136300220126197,4.56287141124136,1.5415086247962468,Iris-versicolor
+3,6.640058854159501,3.2138456243805567,4.341903172705354,1.2894107234325127,Iris-versicolor
+4,5.038623943598644,3.4646584673188174,1.4390066539142858,0.3303670802395611,Iris-setosa
+5,6.588598093022069,3.014235170532441,5.390770777393869,2.077565418669845,Iris-virginica
+6,6.564153290501385,2.824130569954403,4.47439890908153,1.337886468347227,Iris-versicolor
+7,5.958727169303241,2.6593562763060916,3.7545370216429235,1.1856671657284759,Iris-versicolor
+8,4.549195958772114,3.1194268155420724,1.587549395677282,0.25244543087214444,Iris-setosa
+9,4.3237218459899305,3.0462397946526543,1.5340952501878278,0.31208047374763337,Iris-setosa
+10,6.971807441973784,2.9169970583983997,4.619530414360135,1.572741852077963,Iris-versicolor
+11,5.92651622086319,2.3675370427076103,3.9405790185435965,1.0542258663468216,Iris-versicolor
+12,6.569332314821309,2.6624987884429117,5.4202428275821255,1.7575338797658033,Iris-virginica
+13,6.766551507138109,2.7900362446930203,5.787865113165881,1.482877365890899,Iris-virginica
+14,6.4079229423402655,2.618340332469595,4.7266605270253965,1.663740732464891,Iris-versicolor
+15,6.464189268198853,2.653965276319246,4.660292310758521,1.4275704485781053,Iris-versicolor
+16,4.753783512398657,3.3911277878537764,1.3552353733112663,0.2568189684446586,Iris-setosa
+17,7.389112271581391,2.9999113486088844,5.065685649494177,1.3894867844118841,Iris-versicolor
+18,6.135521745659574,3.0147711881645325,4.129552387712448,1.1071259364826143,Iris-versicolor
+19,6.493324153090819,3.815484484111922,1.6228278705156451,2.303575659466334,Iris-setosa
+20,6.120468168455562,2.657986925039162,5.675081573556676,1.6191452143682745,Iris-virginica
+21,5.3324964446635414,2.6262480805936645,4.659080417868274,1.6732192333068296,Iris-versicolor
+22,5.60167261450323,2.812966157435868,4.591357882467302,1.3434080232513261,Iris-versicolor
+23,6.86582897406584,2.7499724337860183,4.517763546760102,1.3672974117684709,Iris-versicolor
+24,6.1717781179663485,2.8253474988630924,4.226653702392748,1.4485051066140515,Iris-versicolor
+25,5.169801335721786,3.473631497246737,1.5083054566205292,0.39742775664496,Iris-setosa
+26,4.6699668706711215,3.009540789467261,1.3500498529468308,0.21098686757702823,Iris-setosa
+27,6.7442314380895,3.0784771775495376,5.882456264336618,2.4504070969368845,Iris-virginica
+28,5.200867466582907,3.0483389158299223,1.394555243754346,1.3309091149976329,Iris-setosa
+29,6.917635822496836,3.1326605642458523,5.62332287028706,2.093242539755769,Iris-virginica
+30,6.965558325177736,3.0381007552870822,5.946492836218569,2.159742966316776,Iris-virginica
+31,6.168910896167859,2.9869653693834763,5.108537872127888,1.947459749565817,Iris-virginica
+32,6.55351083754969,3.0176041868486605,4.254695620193845,1.4069158359281886,Iris-versicolor
+33,5.615908858809547,2.8134014003958225,3.7780057923005756,1.405142910360758,Iris-versicolor
+34,5.863077797892891,2.3386163899434282,3.253953496537905,1.0726826840579968,Iris-versicolor
+35,5.3864347034238875,3.1022088112124147,1.4041500131650135,1.030562418911376,Iris-versicolor
+36,7.330471156712129,2.951430456482488,6.032065350098402,2.2749744697852234,Iris-virginica
+37,7.063159641027096,3.0435825711206856,4.797290512956469,1.3289514901739508,Iris-versicolor
+38,6.0696901669965175,3.008211114495661,4.266853552038299,1.2875571477994074,Iris-versicolor
+39,6.2548131006886605,2.3123334172458985,4.515281227140308,1.3764562970643588,Iris-versicolor
+40,6.928640752651315,3.057560927918675,5.560955992782171,1.8927565807741316,Iris-virginica
+41,4.813820173393385,3.2204767882241536,1.4723639917315559,0.16572045870937735,Iris-setosa
+42,5.997037635889195,3.2911366218306686,5.364932136047172,2.201580662561901,Iris-virginica
+43,4.864462976060754,3.1767271736675426,1.54956352992603,0.4222861858555217,Iris-setosa
+44,5.444858195258424,2.383747951706435,4.758115957656882,1.2160136142756535,Iris-versicolor
+45,6.825614874672739,2.894786320555303,5.761039802455947,2.3318140373233125,Iris-virginica
+46,4.935876568586211,3.1578252650094893,1.6331383045130345,0.37193772657275714,Iris-setosa
+47,5.670850272109354,2.7075139213473145,4.0757302451945305,1.2966661854251487,Iris-versicolor
+48,6.166723169933016,3.0247719624932308,5.193790695916676,1.8598516287072149,Iris-virginica
+49,5.614484502348782,2.406779471353092,2.8833645740237475,1.1147614253997646,Iris-versicolor
+50,4.900665610149868,2.5992602002571763,4.652583816005863,1.8136232038057736,Iris-virginica
+51,5.469192392801387,2.4998555149145574,3.1334647240028195,1.0727352389772373,Iris-versicolor
+52,6.368509410562623,3.256126428112737,5.23322850530316,1.7211860485786035,Iris-virginica
+53,6.613472147959315,3.080508816796362,5.028590924385128,2.034613034011009,Iris-virginica
+54,5.231750815041789,3.480941162305973,1.566820096330138,0.17597445802676615,Iris-setosa
+55,5.551342419891139,2.846507528532105,4.518168757278227,1.2219740482404964,Iris-versicolor
+56,7.595846968502306,2.9595869738732907,6.248296782774364,2.252680801073895,Iris-virginica
+57,6.582862913691196,2.9980383415960876,4.818517104310173,1.707466274671108,Iris-virginica
+58,6.499577106253328,3.0712657479126984,5.346876567275681,1.783300720959368,Iris-virginica
+59,5.600179917273434,2.3312059648606205,3.4939864127345333,0.9584081028656154,Iris-versicolor
+60,6.958823260478691,2.5560586743515623,5.285825613233271,1.7617452386331698,Iris-virginica
+61,6.480385595763302,2.4003146383661256,4.994400268456296,1.3992447544950894,Iris-versicolor
+62,5.603578371784947,2.9688952694978576,4.193206724988725,1.1099205443110896,Iris-versicolor
+63,5.3071027715815955,3.0936767104792264,4.182765899608179,1.2620925066578863,Iris-versicolor
+64,4.633605971952371,3.460715477892495,1.4961070605746196,0.3175868813185543,Iris-setosa
+65,6.578685805045826,2.8629003215953,5.652446182080188,1.6987599266133842,Iris-virginica
+66,6.040255908315711,2.6773207819928135,5.929040535417236,1.6564600803909073,Iris-virginica
+67,4.07492629211804,3.010446638813547,1.4195721940785975,0.1354180169531232,Iris-setosa
+68,6.0448149030427505,2.732923680030492,4.7785503183107005,1.628770409246137,Iris-versicolor
+69,5.728720757810482,2.733922025829456,3.6536918205506765,1.1442837070335288,Iris-versicolor
+70,5.322894863857042,3.383169626945432,1.8903916705189547,0.2566478701664212,Iris-setosa
+71,5.250752158436826,3.114247428109702,1.3557527125064515,0.2746669233649108,Iris-setosa
+72,6.587134368568883,2.82408394457102,5.796314561589605,2.1407025602860053,Iris-virginica
+73,7.059606465163623,3.087780897742612,5.56234171338884,2.3998124750631322,Iris-virginica
+74,6.784131012810418,3.043819541072284,5.8603519294017055,2.389972011896476,Iris-virginica
+75,6.771327868384805,3.0285007319489887,4.666425768597217,1.9129255958217253,Iris-versicolor
+76,4.277151269437121,3.194485558373029,1.456362834469981,0.2451711995877114,Iris-setosa
+77,5.321890297203687,3.0222543799760064,1.5319476045344467,0.3641876069138389,Iris-setosa
+78,5.784077480208278,3.111855854930203,4.461405860254073,1.6273982883895914,Iris-versicolor
+79,6.290513438632017,2.8061230131947723,5.324694124613928,1.9994343924244742,Iris-virginica
+80,5.358047945764754,2.6183357765187294,3.975088894700594,1.0210487820789718,Iris-versicolor
+81,6.256439081710237,2.878999026922785,4.271399422055193,1.3239433337211768,Iris-versicolor
+82,5.417921615272973,2.6978211406879318,4.65865121999693,1.7647679536679668,Iris-virginica
+83,6.085868223392683,3.1631622080380457,5.355312944913136,2.1021404904737904,Iris-virginica
+84,6.553182935003063,2.6198235444289453,4.882914815888292,1.4940933777261713,Iris-virginica
+85,6.210697008215203,2.522159584641991,4.950246135104901,1.4375286374438314,Iris-versicolor
+86,4.376137812703952,3.1973810023436937,1.323932169874971,0.11369987735372666,Iris-setosa
+87,4.544328108350958,2.894477551844285,1.3480933231830587,0.17371156382872616,Iris-setosa
+88,7.348513402351687,2.8091846368356133,6.160798294056057,2.2719101967392823,Iris-virginica
+89,5.209053301110102,2.4873418864251935,4.134919273741423,1.2884836980046268,Iris-versicolor
+90,6.106499382427896,2.709145380708418,4.142349338792294,1.2379199756159258,Iris-versicolor
+91,4.693621265586868,3.1964961111723253,1.4159866843012947,0.2594058390021828,Iris-setosa
+92,6.948071494611749,2.9682534554908444,6.026925598796611,1.9431479423976796,Iris-virginica
+93,6.5113798189968,2.717691706192305,4.3401704581819835,1.3936995116976516,Iris-versicolor
+94,4.896095725201885,3.25031087412028,1.4987851283909766,0.20676361075292107,Iris-setosa
+95,6.330131050418559,3.234486186783926,5.4430161412175835,2.317007337221727,Iris-virginica
+96,6.036330426628459,2.583262198234528,5.144566378418162,1.8831603352816348,Iris-virginica
+97,5.807186892914163,3.1209723144204276,4.9531400594818775,1.783846099025999,Iris-versicolor
+98,6.828786395259849,2.968639562478233,5.926421884788162,1.8462266132067995,Iris-virginica
+99,6.694555547443629,3.325379024162608,5.270234275294248,2.159706276846868,Iris-virginica
+100,4.744504517661579,2.774551329974658,1.5255390464546112,0.1963023682566826,Iris-setosa
+101,5.500093816304614,2.6576454503328173,3.8708741417084447,1.0649904225292082,Iris-versicolor
+102,6.778462969791882,3.0969647599113372,5.334991737856155,1.8235772445882084,Iris-virginica
+103,5.7584771768405,2.1982267062427288,3.7715499930310723,1.0335789267341196,Iris-versicolor
+104,7.341932069805063,2.8754019437319345,6.311569437075888,2.0161678941408163,Iris-virginica
+105,4.90404009239576,3.324804512975882,1.4568466204580492,0.25333159273377387,Iris-setosa
+106,6.61086684281017,3.139250757232343,6.046698120448446,2.510044145041109,Iris-virginica
+107,6.91202411982029,2.8501888407111564,5.268276236188368,1.6397496469460315,Iris-virginica
+108,5.464337864701627,2.5845163747957454,3.840195194724534,1.2962985439867918,Iris-versicolor
+109,5.710615908529962,2.765410511098198,4.240864803565604,1.4555973755975615,Iris-versicolor
+110,4.96618000298227,2.6872060806934197,4.432530918832186,0.3225755598086115,Iris-virginica
+111,5.940683030313161,2.7652522172758154,4.007389269732058,1.3749665612485458,Iris-versicolor
+112,6.764249430343502,3.2003076802343515,5.450610658079892,2.46544294921774,Iris-virginica
+113,5.330280297817458,2.713723348355244,3.8644748727566025,1.2788269185288266,Iris-versicolor
+114,6.129252517964108,2.855567355714565,4.434083233526809,1.7409251322770602,Iris-versicolor
+115,6.55433702550912,3.1481254119186235,5.692225150012344,1.9363240335137446,Iris-virginica
+116,5.9994381955362845,2.4398938064389557,4.201744089119705,1.254655241135514,Iris-versicolor
+117,6.66582178207115,2.778941290736264,5.038165616440656,1.4251327242848397,Iris-versicolor
+118,6.847701980410304,2.8780870994705703,5.725476840270426,2.278394351783531,Iris-virginica
+119,4.748130726633352,3.277196271008793,1.4911364279991803,0.3104834813829972,Iris-setosa
diff --git a/iris/tvae/2/10/test.csv b/iris/tvae/2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/10/train.csv b/iris/tvae/2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/10/val.csv b/iris/tvae/2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/11/synth.csv b/iris/tvae/2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9d138ceba95883fd63a73741b468e297247f87c2
--- /dev/null
+++ b/iris/tvae/2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.14930968353557,2.741283231909196,5.15360842606301,1.9957603203313665,Iris-virginica
+1,4.958581263015918,3.3863669631401128,1.6975950015786228,0.431716568575896,Iris-setosa
+2,4.596223021275093,3.099586053384665,1.340797576621364,0.10603857444958587,Iris-setosa
+3,5.557903711448814,2.9118835835792476,3.6142617240681805,1.3875077293849984,Iris-versicolor
+4,6.469879868336612,2.517845559522237,4.545340127676361,1.355851443591747,Iris-versicolor
+5,5.893570911804658,2.854037955807261,4.538708612741855,1.6266838961800527,Iris-versicolor
+6,7.1021028530872625,2.7494405327130105,5.862589471449858,2.117781028564783,Iris-virginica
+7,5.465227709298978,2.922945186198478,1.5451425706188,0.2652147014333722,Iris-setosa
+8,5.128636031817646,3.844063879742695,1.400039762501493,0.1464988627345433,Iris-setosa
+9,4.733783495479912,3.1584448606755378,1.5425000584944002,0.2237686674749417,Iris-setosa
+10,5.01369066817062,2.937956255024381,1.5530776803454525,0.28789617841979565,Iris-setosa
+11,5.211715168778404,3.4725739209837903,1.517340735358033,0.3446953561791293,Iris-setosa
+12,5.26771017808863,3.2287000958849745,1.571570863923914,0.12632637515847644,Iris-setosa
+13,6.320544470755836,2.612177264593971,4.96342711252166,1.5238658455866436,Iris-versicolor
+14,4.774172127983979,2.9146722782994012,1.5717489368341346,0.1647836736681789,Iris-setosa
+15,4.521701245345713,3.3883417689833584,1.3395540983012204,0.14986967369178267,Iris-setosa
+16,5.221460623724587,2.778178133464852,3.8978747287299957,1.454951777534118,Iris-versicolor
+17,4.684393054613465,2.6360069647735527,1.2270077832570538,0.19940058531573884,Iris-setosa
+18,5.354817458988505,3.928609897733445,1.328882192531053,0.23245898380650176,Iris-setosa
+19,5.479015493894653,2.889379425536043,4.836514521775743,1.4912850398803827,Iris-versicolor
+20,6.150375730720417,2.344924733811506,4.182205800083087,1.379230801455549,Iris-versicolor
+21,5.340019582589814,2.6079578818424585,3.541410985442428,1.2136549979986924,Iris-versicolor
+22,4.395795654012354,3.0028209699506334,1.5749129374869622,0.13694365518918938,Iris-setosa
+23,7.431125220112807,2.797776886916361,5.323524555527299,1.8508036084341306,Iris-virginica
+24,7.4602419574620065,2.431064243696961,6.220863301749066,2.0596353654403003,Iris-virginica
+25,6.56073973098049,2.6519912186523293,5.329749750881375,1.4689614376980846,Iris-virginica
+26,6.406567302045859,2.9062097992967124,5.124545460899188,1.7282038479239166,Iris-virginica
+27,4.913503961303137,3.133347670340972,1.48417812820473,0.3068581984290329,Iris-setosa
+28,5.4323001720027495,2.893719695612914,1.5971066152680726,0.2667429965655139,Iris-setosa
+29,5.882366217615944,2.6886427041727115,4.183253037459031,1.1062051270927937,Iris-versicolor
+30,5.000282921402027,3.2871285142098907,1.703596905135905,0.3282761381188204,Iris-setosa
+31,5.56348191641597,2.6056482805857173,4.454400384178674,1.3508745742738457,Iris-versicolor
+32,5.3000518889275625,3.4837382044687875,1.0638047224927212,0.15164406233222444,Iris-setosa
+33,5.568623975235862,2.7824469381028134,4.336138040059739,1.60803933285505,Iris-versicolor
+34,4.855032468843253,3.1593337033557876,1.692489878733995,0.30928779169545273,Iris-setosa
+35,6.476397415180337,3.0497443295523374,5.534410793973093,2.0642381362125066,Iris-virginica
+36,6.323615500589325,3.2108374264432165,5.146855311890207,2.3599851465282686,Iris-virginica
+37,5.827334415126544,2.7736009259194945,5.2060800577621364,1.9340753481407842,Iris-virginica
+38,4.82631598983029,2.842534144911122,1.4694309457153543,0.23883189453652617,Iris-setosa
+39,6.228533996911145,2.6483843783353187,4.164773277412924,1.5372990551490127,Iris-versicolor
+40,6.038334933557826,2.7843341798841537,4.258835225565315,1.5778999558582287,Iris-versicolor
+41,4.5556807160785375,2.887117376428129,1.3912022698293371,0.2678083103828357,Iris-setosa
+42,5.536892024818172,2.9612169854955814,1.4161453959955876,0.29778777944419493,Iris-setosa
+43,7.141192162713115,2.793784324399748,4.831905014848085,1.3831148617242783,Iris-versicolor
+44,6.769114304414029,2.9838008294991076,4.876693852919225,1.5295482203299295,Iris-versicolor
+45,6.146430219126841,3.1913034036531003,5.425609450888423,1.8284233734190312,Iris-virginica
+46,7.519132926195265,3.4145173066827996,6.4892873766894805,2.3713313616402854,Iris-virginica
+47,6.213649989404499,3.114289441740097,5.1778223860737045,1.8403588749442334,Iris-virginica
+48,4.864587781192972,3.4097588853874043,1.5101552135308147,0.24875629185629225,Iris-setosa
+49,6.46376535575995,2.926534214523795,5.034438214405394,1.2825099579428643,Iris-versicolor
+50,4.932045228311959,3.0407427240904252,1.5006929270079328,0.19606601468923007,Iris-setosa
+51,6.9119170474167175,3.1453342089803242,5.841766589761157,1.7860670208253229,Iris-virginica
+52,6.735584234719515,2.9716062343945664,5.178918293784489,2.2305479361973566,Iris-virginica
+53,6.233340920400204,2.798485950233399,5.0343648957158464,1.9248064262182663,Iris-virginica
+54,6.1151325086820965,2.600903817091666,4.580469116249503,1.474371973532393,Iris-versicolor
+55,5.142112745507098,3.4864734329881735,1.340117302656102,0.187080325900011,Iris-setosa
+56,6.619769923281639,2.8641826531452406,4.880011079858682,1.8157842216818925,Iris-virginica
+57,6.517725641946456,2.897084293488243,5.791222269265117,1.3827134527806668,Iris-virginica
+58,5.985607313092668,2.3199588775287627,3.667132610616016,1.355545550686328,Iris-versicolor
+59,5.479794398867465,2.53466103331955,3.2979256897305715,1.1815060467729244,Iris-versicolor
+60,5.339709045280689,2.5973899985809177,4.660476169725679,1.702785433741642,Iris-versicolor
+61,5.919986439409248,3.1849733769433004,4.5724365630924755,1.365423112353941,Iris-versicolor
+62,5.275018481531256,2.937943584406881,4.545403865194794,1.1237669952427503,Iris-versicolor
+63,5.927583592270921,2.9263386853991262,4.400997982592954,1.4619912158090966,Iris-versicolor
+64,5.911628397290062,2.9463738421044727,4.753375284433105,1.9476291510124546,Iris-virginica
+65,6.6810153399824275,2.507455711647732,6.043610922794384,2.109627915635535,Iris-virginica
+66,5.214435127034838,3.2167386153895023,1.4585780467887606,0.442368850371362,Iris-setosa
+67,5.801173839363522,2.9693097036623928,1.5186846698624654,0.3585675382776268,Iris-setosa
+68,5.8216900514762955,3.3063725431799327,5.099546198177101,1.8176979477507573,Iris-virginica
+69,4.960146676276902,3.0591538335094146,1.7065007601622266,0.34836720981705943,Iris-setosa
+70,6.871309886163145,2.755888119084299,4.40145202117124,1.3799686679713745,Iris-versicolor
+71,5.659343049749615,2.7286737238917165,3.9332795187186242,0.6931628559963597,Iris-versicolor
+72,4.918073440069721,2.7847174476381062,1.3874911162770864,0.10208862526697171,Iris-setosa
+73,5.497568016409565,2.469115988905146,3.9677528183047737,1.137490188315624,Iris-versicolor
+74,5.242263639975835,2.9764895464346455,1.490854690927982,0.15415282919096412,Iris-setosa
+75,6.904804199195716,2.881631935334501,5.21943689124999,1.5322088415530788,Iris-virginica
+76,6.0977964044027315,2.965627329903768,4.897513884857982,2.188660497582756,Iris-virginica
+77,6.376576809413038,3.116551105643997,4.958546685215074,1.5018656362979257,Iris-versicolor
+78,5.162195281157595,3.3972684010012273,1.5726096984286593,0.4995634013970749,Iris-setosa
+79,5.591767218627278,2.900674233793827,4.857973449906509,1.2682862931797865,Iris-versicolor
+80,5.423244832064183,3.258247389691051,1.4818131271686423,1.1561055151663313,Iris-setosa
+81,5.950790573991438,3.159483149972654,4.042276366831166,1.381232987071217,Iris-versicolor
+82,4.928973777819393,2.8597837434539626,1.5502047639332128,0.2837437870497717,Iris-setosa
+83,6.774354740973619,3.0222074924687043,4.865259698147053,2.059258992500476,Iris-virginica
+84,5.423372974894114,2.877574786929618,4.095860630133286,1.412450414732337,Iris-versicolor
+85,5.01528214359788,3.0660014062038523,1.4939752168564404,0.2847780063190382,Iris-setosa
+86,8.044299520235143,3.893618903756806,7.020253760604476,2.2518611071924246,Iris-virginica
+87,5.537160183501289,2.3123598215594674,3.743961463092069,1.1835851991997544,Iris-versicolor
+88,5.144038830742642,2.6832989506157023,1.533857019527232,1.427506956021441,Iris-setosa
+89,7.4489278212717736,2.545261472680047,6.170241490613867,2.192708547568045,Iris-virginica
+90,6.614835517774789,3.0004699487168556,5.211260147281712,2.1605516518923786,Iris-virginica
+91,5.149687340573344,2.8885910513221744,3.731887356531354,1.3498579266621158,Iris-versicolor
+92,5.392364656435482,3.3183455257979237,1.4513234874019196,0.19621140116486535,Iris-setosa
+93,5.684851286101324,2.9036930285165057,4.656303506292578,1.813562220247618,Iris-virginica
+94,6.575648192775672,2.5530359265531835,5.119570769361671,1.7592072746783902,Iris-virginica
+95,5.175526511584232,2.304644726902438,3.315623865291128,1.1344961833088996,Iris-versicolor
+96,5.757399141605859,2.7336834195839446,4.804292093228405,1.9478158879103982,Iris-virginica
+97,5.071803532237911,3.21724528625122,1.765358350176258,0.2737567847037993,Iris-setosa
+98,6.582196335427856,2.727684637589519,4.72644959482294,1.5203970658155321,Iris-versicolor
+99,7.018212279776017,2.5843383599498857,6.2280884451500516,1.7519989720566755,Iris-virginica
+100,6.6913195489313795,2.991013120253759,4.545554912277237,1.433265307914915,Iris-versicolor
+101,6.722664168009598,2.5246500820090985,5.064988635095133,1.44070959957133,Iris-versicolor
+102,6.406671224865142,2.7807123134621543,4.20686276791858,1.5861346913661547,Iris-versicolor
+103,5.208249810514075,2.572782735901771,3.809997214253336,1.3103276931708552,Iris-versicolor
+104,6.598255230459006,2.967712915380899,5.534582704213049,1.7060241624263566,Iris-virginica
+105,6.015675989889251,2.986579804128177,4.728082331601359,1.5982573653962373,Iris-virginica
+106,5.8749459203987655,2.123672345111557,3.9880021993163925,1.1500302852731443,Iris-versicolor
+107,6.2557279467856475,2.857480933132341,4.798265734407723,1.814208519903421,Iris-versicolor
+108,5.228161443928887,3.6013821278536677,1.3156434920960791,0.2742830740031967,Iris-setosa
+109,6.751147680928249,3.036643172223655,5.143951477473096,2.278130640365955,Iris-virginica
+110,6.313571039248771,2.694302495650092,4.3359927962240175,1.2928475818775773,Iris-versicolor
+111,5.817457030774449,2.47527634387847,4.107780688189913,1.3004619118109924,Iris-versicolor
+112,6.314847442807096,3.0445589853644024,4.756020788732101,1.3961731120975898,Iris-versicolor
+113,7.396827970528952,3.010230325402456,5.987383936439626,1.7105434721701216,Iris-virginica
+114,6.279172375803008,2.512781505245078,4.984541998284969,1.61495979426683,Iris-virginica
+115,6.349727451007795,2.3861095880568004,4.061795205516317,1.404551017112372,Iris-versicolor
+116,6.509917900181527,2.910604923984691,5.555397142907854,2.0448787666286306,Iris-virginica
+117,5.377011002003666,3.23759363801901,1.5542171712121895,0.3000401024111249,Iris-setosa
+118,5.57950459210346,3.225165313500757,1.5002634338899385,0.23971859390139488,Iris-setosa
+119,5.586894619448344,2.4309863402337926,3.586455163484646,0.9013441173607248,Iris-versicolor
diff --git a/iris/tvae/2/11/test.csv b/iris/tvae/2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/11/train.csv b/iris/tvae/2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/11/val.csv b/iris/tvae/2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/12/synth.csv b/iris/tvae/2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e8651ffda1e5dfe8842fbddce018af61f93d1650
--- /dev/null
+++ b/iris/tvae/2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.736374231535419,3.1483707105446515,4.701128319124553,1.5372486790879494,Iris-versicolor
+1,6.673359502261,3.2203440002731885,5.164391244435892,1.9933889589351006,Iris-virginica
+2,7.100597414127316,3.0114203190240594,5.237436804552766,2.1298526348078766,Iris-virginica
+3,6.5429613481479825,2.9162842859486577,5.2184833707174505,1.4347293288525291,Iris-versicolor
+4,6.0791277925184755,2.737805957486916,4.971234795238148,1.7787057233547419,Iris-virginica
+5,6.7777589898369515,2.9981118782208696,4.463760677563679,1.5374402016450974,Iris-versicolor
+6,5.293492810642232,2.5106529698899704,4.114389286598966,1.3300841048427352,Iris-versicolor
+7,5.457129364659984,2.7607124350850567,1.597296217025941,0.3066723005789642,Iris-setosa
+8,6.185176167790549,2.525996809295617,5.137707491351812,1.4427140409381363,Iris-virginica
+9,7.031157154449855,2.9505939810657678,5.0022180599725035,1.6765931979670734,Iris-virginica
+10,5.394926884995611,2.5241066426709002,4.370359528118596,1.3745052529338158,Iris-versicolor
+11,6.033830106285361,2.5254175172477393,4.139804218046475,1.1675642243023538,Iris-versicolor
+12,5.132483115512594,3.0692969689816225,1.4631181202962424,0.15205227611432068,Iris-setosa
+13,4.360939011890086,3.3189965496736513,1.2828404196291625,0.17746978416941528,Iris-setosa
+14,4.302063216383836,2.945193100124288,1.2473403493784025,0.14880168863759918,Iris-setosa
+15,7.138962562269962,3.4934235357144345,5.792018731636492,2.3000011590912366,Iris-virginica
+16,7.698523940177486,3.743967885910582,5.986916828193391,2.049555603984818,Iris-virginica
+17,5.297126901494348,2.7446319119310916,1.3906359795516035,0.20386577920680476,Iris-setosa
+18,5.557742325888245,2.7304732627596087,4.501685815355335,1.3802405808940972,Iris-versicolor
+19,5.228798973633111,4.098457218745487,1.1909970503109646,0.19903554191715106,Iris-setosa
+20,7.005308389419654,3.1837876053707315,4.8787973223361325,1.5332083911502614,Iris-versicolor
+21,7.747152963844748,2.8949228083211778,6.311722264848429,2.1709300944262346,Iris-virginica
+22,7.069852673266864,2.4220172254709214,4.980985655990175,1.7760337573170795,Iris-virginica
+23,6.956900032255772,3.209103181949368,5.648461115891682,2.095139277233424,Iris-virginica
+24,6.383519976163861,3.0731143944654273,4.7345475176588625,1.6375945166326955,Iris-versicolor
+25,7.015014425518312,2.6938308134561866,6.085372401506637,1.9246441343747849,Iris-virginica
+26,5.110253591622741,3.642804897549212,1.6930987088229597,0.40833563797069833,Iris-setosa
+27,4.666659670746147,3.232527070415573,1.497202935744463,0.33223225241584753,Iris-setosa
+28,6.289519807495206,2.9125178384959245,4.623836599421942,1.7434479266036251,Iris-versicolor
+29,5.264211139230535,3.4610448802392413,1.5532252989055126,0.28494720075259805,Iris-setosa
+30,4.55619863675773,2.5390629716234576,1.528869326916396,0.16627411223058586,Iris-setosa
+31,5.798264691741168,2.866419595130922,4.437434677387318,1.336163724097742,Iris-versicolor
+32,5.183030116483497,3.480080234641091,1.339434792067032,0.3561577692054581,Iris-setosa
+33,6.768484728930219,2.8440736484826776,4.827428151474467,1.5066148425307329,Iris-versicolor
+34,5.907499326565248,2.6241064645245604,4.935248370423332,1.4294939940187004,Iris-versicolor
+35,5.9663894785212515,2.757613658582901,4.509688200865971,1.5014583919995694,Iris-versicolor
+36,4.531937996607391,3.053379422884744,1.4261369387112386,0.23695169686145626,Iris-setosa
+37,5.735656184795734,2.981282647281981,4.672791726944924,1.6961661564717812,Iris-versicolor
+38,6.3612105718934355,2.788303641332411,5.228291283514159,1.9808230158160711,Iris-virginica
+39,5.019476885576022,3.8416792235021457,1.527142884118345,0.23544127094996503,Iris-setosa
+40,7.0593140881761105,3.1775914602167386,5.829616106437532,2.261605688870568,Iris-virginica
+41,6.777159838876122,2.450743902884119,5.4147579166550805,2.0135321066053162,Iris-virginica
+42,6.605289672670779,2.8574349815126725,4.251970589982724,1.395727057049219,Iris-versicolor
+43,4.965655209341554,2.7694371653343386,1.679398230416128,0.2958227521558982,Iris-setosa
+44,5.207495583812846,3.3104932035622388,1.3829813318113167,0.3251289897079002,Iris-setosa
+45,6.0728638354420905,3.2465954136339628,4.8440495986605825,1.8533152326330047,Iris-virginica
+46,5.58027354390575,2.890021612041388,3.8248103513094547,1.568549716180105,Iris-versicolor
+47,7.495483688383926,2.8571602080401646,4.685970765259974,1.4918874187407405,Iris-versicolor
+48,5.735591916087297,2.5809453045080377,4.341734165249907,1.5255969623654027,Iris-versicolor
+49,6.2374652325388835,2.9155492742900853,4.674776235877758,1.739799641258364,Iris-virginica
+50,6.7065920277968605,2.749160683021788,5.631387972228198,2.5826086494021134,Iris-virginica
+51,6.990883278068666,3.0740781335923213,5.423632693247968,1.7268165174770576,Iris-virginica
+52,6.574455269159232,2.9224893910808487,5.735432008878732,2.2041256882498215,Iris-virginica
+53,5.778975069007857,2.9300102157502903,4.118814371201319,1.2402563297626197,Iris-versicolor
+54,6.584463556138063,2.8431185245458788,5.343455558612629,1.7815914147569776,Iris-virginica
+55,4.5623883267526315,2.698665072954043,1.427039434762341,0.2628799035730921,Iris-setosa
+56,4.988589995670073,2.477266033224104,3.2008117261523337,1.0982080681872275,Iris-versicolor
+57,5.425516837866929,2.6915048630042637,4.186533387721093,1.2433560305488838,Iris-versicolor
+58,6.2664956432025924,2.4779686538566175,4.521159235329398,1.219790432651267,Iris-versicolor
+59,6.846793356088757,2.758075814251796,4.3034351711833585,1.2098622949189577,Iris-versicolor
+60,4.97044404035083,3.0828214973502983,1.6082475324070968,0.26493190964521174,Iris-setosa
+61,6.742261902799792,2.9567771621393546,5.659831598109594,1.7210568307056322,Iris-virginica
+62,6.579436257217879,3.0529207712795885,5.004058077671627,1.8220182252830304,Iris-versicolor
+63,7.002891297036454,2.957378747130493,4.7884719029028675,1.2905875868462184,Iris-versicolor
+64,6.278289592482828,2.559504377179596,4.819867851025882,1.445403243394916,Iris-versicolor
+65,5.273550847337434,3.421346467727316,1.648563910855596,0.36060327445342527,Iris-setosa
+66,5.558850271151547,2.9170276216745714,4.816730953571473,1.507601083791461,Iris-versicolor
+67,6.472656707458637,3.338832576917577,5.506125027689289,2.1906873550058226,Iris-virginica
+68,5.590373144442492,2.6780259794396266,5.450246813603872,1.6060498940314945,Iris-virginica
+69,6.238238423697202,2.887480628751732,4.9549877468666645,1.6184352701041036,Iris-virginica
+70,6.455274238046397,3.007106814268637,5.50384127831624,2.275149814360763,Iris-virginica
+71,5.29465804271723,2.5599903806021085,1.3267816955027492,0.18074207436911657,Iris-setosa
+72,5.954138643661288,2.6219248979858722,4.763816049824117,1.6210472921628332,Iris-virginica
+73,5.959502941678817,2.64287466916975,4.584384529318076,1.5771022215686439,Iris-versicolor
+74,7.5655868318525545,2.775108608382471,5.268008450647259,1.6983414581498804,Iris-versicolor
+75,4.947530697507052,2.3275190176732634,3.290460817024389,1.0561393750929053,Iris-versicolor
+76,5.684065065348036,2.74409689337796,4.963202340796858,1.7791043573376295,Iris-virginica
+77,5.280444951693477,3.00349981131107,1.3628095430189078,1.361433477432855,Iris-setosa
+78,5.328550884770692,3.0253689291863526,1.5782379996953932,0.44369918248187923,Iris-setosa
+79,6.465410477929026,2.6939448257345644,4.956078732339191,1.91470364191458,Iris-virginica
+80,6.062099740780194,2.8523469255253255,4.966127265306592,1.7536734850427633,Iris-virginica
+81,6.644479159437882,2.8501262238747245,5.551777582372493,1.9249426325735532,Iris-virginica
+82,6.9403183088771625,3.1338737742757936,4.695618282001443,1.4024551004627612,Iris-versicolor
+83,6.035005895582783,2.819114324891301,5.365154683884942,2.0305565533889585,Iris-virginica
+84,5.73517623520878,2.881928508616236,4.349804169994945,1.2720429278494993,Iris-versicolor
+85,5.25120053987422,2.6828565627717764,1.5201839035669318,0.34525008218927333,Iris-setosa
+86,6.516788692279438,2.7641153555109996,5.570716752783064,2.018534091904728,Iris-virginica
+87,6.006636741603893,2.9968945886545018,4.729201190832662,1.6002184866610918,Iris-versicolor
+88,5.9007950132725115,3.1959965452009635,4.408552246063677,1.5007533242732223,Iris-versicolor
+89,5.058518376077358,3.3446508160291457,1.496943887089514,0.21199484516207212,Iris-setosa
+90,4.966415729360578,3.4092778768692082,1.5750889332617002,0.25247843303567413,Iris-setosa
+91,6.7851163090116176,3.475261048744799,5.50610172235282,2.3773828890935294,Iris-virginica
+92,4.948240989636618,3.414725086097147,1.617998967466581,0.3587041037988693,Iris-setosa
+93,6.503925449571783,2.8255519205516753,5.124054060197106,1.8870098712037755,Iris-virginica
+94,6.827430878813448,2.3439672130183027,5.782455587407353,1.626721051792828,Iris-virginica
+95,4.949786278406051,2.9022343086708124,1.624154698108169,0.4605146202610788,Iris-setosa
+96,4.814832247055771,2.689189747550672,1.4783789243997103,0.23334017393766315,Iris-setosa
+97,5.419588443596099,3.0295819388395064,1.5215640947844342,0.2778285453673338,Iris-setosa
+98,6.3370301806117775,3.0943068474437427,5.594795337111519,2.1058088930030845,Iris-virginica
+99,5.1952851010893175,3.1914767576439234,1.6114136899234686,0.5308124428061625,Iris-setosa
+100,6.422027652144364,2.7769457783695843,4.354825906904264,1.0652144637746614,Iris-versicolor
+101,5.927162219474155,2.5148770089831345,4.57889977244019,1.2550882524535096,Iris-versicolor
+102,5.618002938550093,3.1429900864567264,1.6473768793731474,0.41657602148514333,Iris-setosa
+103,5.959503847304838,2.7973711405300254,4.909003132928339,1.5017364066779522,Iris-versicolor
+104,5.948296457598036,3.060339434181663,4.513769600193302,1.2770747808323744,Iris-versicolor
+105,6.5332467772668155,2.9624972832606193,5.710111984413734,1.7342533411457954,Iris-virginica
+106,4.466047459414407,2.8730061352043967,1.4200261331518425,0.24957666548783644,Iris-setosa
+107,5.883004495346715,2.8982448839792108,5.08272483215632,1.8928036024503472,Iris-virginica
+108,6.773102780647743,2.8007006575423947,5.383930054634768,1.8966481503491097,Iris-virginica
+109,6.061448936168051,2.650061034780342,4.612329093351585,1.399789163391375,Iris-versicolor
+110,4.6950513381151975,2.696809577862544,1.344453642853183,0.21079499884044922,Iris-setosa
+111,5.882196552913857,2.8038338794009796,4.213440615941746,1.4815131055171027,Iris-versicolor
+112,6.715794795645933,3.2497430505787395,5.732070794562501,2.240088927734476,Iris-virginica
+113,7.429737659551211,3.0647848128290445,5.000006499495451,1.4880385651560697,Iris-versicolor
+114,5.709090051210858,2.960454460324892,4.428879561768641,1.3246691632654293,Iris-versicolor
+115,5.474271823703405,3.3694363924247717,4.032997292468256,1.378699073633547,Iris-versicolor
+116,5.796695627818955,2.96001336205754,5.0302288560559045,1.5505618598664577,Iris-versicolor
+117,5.627339428317822,2.978238586408894,4.115242052125876,1.3678219073433657,Iris-versicolor
+118,6.080604436828244,2.8188165119873823,4.450279444873969,1.5856324071112975,Iris-versicolor
+119,5.444657570470852,2.6358944376522553,4.722888112311621,1.6918899744742808,Iris-versicolor
diff --git a/iris/tvae/2/12/test.csv b/iris/tvae/2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/12/train.csv b/iris/tvae/2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/12/val.csv b/iris/tvae/2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/13/synth.csv b/iris/tvae/2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd4d34e77eda4aef994147920c3d51c8e8ffe2bb
--- /dev/null
+++ b/iris/tvae/2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.508390682634748,2.94345337114333,5.3647151356478195,1.6828666374301857,Iris-virginica
+1,6.961160141154723,3.180578751975192,5.434729965578101,2.1463650621559753,Iris-virginica
+2,7.2517766544025175,3.1210143462237108,4.710706854157444,1.6382847989416205,Iris-versicolor
+3,5.20097065959707,3.5453139148708046,1.5580897497573936,0.2704172745846769,Iris-setosa
+4,6.3643622828977975,2.547416335847379,4.81883295442106,1.350170220231996,Iris-versicolor
+5,6.567656834369478,2.735879370833025,5.0469980511127925,1.8088480501288446,Iris-virginica
+6,5.24103594347301,2.7736941820321466,4.155802578296818,1.3939312411357747,Iris-versicolor
+7,5.670075959250342,2.7016210729219905,4.541546647693016,1.3500403586012055,Iris-versicolor
+8,6.545763420936021,3.3179921771262135,5.091842822850658,2.1569478692901005,Iris-virginica
+9,6.591839686280694,2.8151834835888847,5.457470609034251,2.2031362861802526,Iris-virginica
+10,5.983876551773636,2.738388600007196,4.52812831279031,1.5045749429431046,Iris-versicolor
+11,5.757527730458483,2.5165318426147203,4.417790170008466,1.3130581888673392,Iris-versicolor
+12,4.70026672415194,2.9728485760793086,1.339219906448768,0.24972525688867683,Iris-setosa
+13,4.601801207691874,3.151597889824667,1.396350609053841,0.16434188718703907,Iris-setosa
+14,5.313034797901957,2.7437040073511825,4.001075776005215,1.5548694304291406,Iris-versicolor
+15,6.976651419801676,3.0867571490752805,6.043418517268733,2.400210291519466,Iris-virginica
+16,6.616394971998262,2.755316972915734,4.855887187570393,1.4828016087025977,Iris-virginica
+17,5.459109397372357,2.9215407384058643,1.6593655586984055,0.12335200620717388,Iris-setosa
+18,5.453281246279232,3.170178045843851,1.4722089171330583,0.28959235982489817,Iris-setosa
+19,6.784838091900849,2.8244602480259404,5.768172948518446,1.9111046773650184,Iris-virginica
+20,4.923639737470514,3.2235799347910614,1.4942927879705166,0.3849424442553543,Iris-setosa
+21,6.467910072459941,3.006706425496912,4.893493156210108,1.4587007149255131,Iris-versicolor
+22,6.3406716764469575,2.6735484956890736,4.783125487958331,1.4714543987427244,Iris-versicolor
+23,6.469115286990586,2.7281294639017424,4.073368948437351,1.4486867191275155,Iris-versicolor
+24,6.922652842895153,2.4773103165859727,5.853584372616014,1.9273683828056576,Iris-virginica
+25,5.260748940657301,2.5494057001063286,4.060810003836805,1.4173153175332065,Iris-versicolor
+26,5.509987379077534,3.002251034917975,4.590739712911244,1.4533808449133458,Iris-versicolor
+27,4.793200174070621,3.087231998813642,1.5635599103738502,0.27131495815334156,Iris-setosa
+28,5.139888551836223,3.743100142745603,1.481956772146789,0.35991608039799156,Iris-setosa
+29,6.267513693907343,2.993000117057514,5.209451648179301,1.4437190784566285,Iris-virginica
+30,4.861974729036597,3.597992509010746,1.7169077697147472,0.31955790940607065,Iris-setosa
+31,6.733473263493405,2.7009443767839145,4.958385424551352,1.8270945262897076,Iris-virginica
+32,6.222350481594121,2.758791265848285,5.3392631321207285,1.6676053620783549,Iris-virginica
+33,6.509673190439033,2.795728314516754,5.157228143452874,1.5608051471415472,Iris-versicolor
+34,6.638363940815328,2.939692888597965,4.8972231370821255,2.253642313151223,Iris-virginica
+35,5.665834171013962,3.1585837620391914,4.166427158309286,1.260601898361975,Iris-versicolor
+36,5.113690647843608,2.92816028576241,1.5070363599080145,0.11712849225914154,Iris-setosa
+37,5.963462086046562,2.5482737225697116,4.270262260705748,1.4333924159532732,Iris-versicolor
+38,4.5924027690191025,3.15104971532756,1.7133432116082075,0.31365811939109106,Iris-setosa
+39,6.383749400055113,2.908524413516738,5.1016121636881335,1.640535838104111,Iris-virginica
+40,6.474207551484121,3.055143286938913,4.897850543756174,1.7948181197006288,Iris-virginica
+41,4.562393319797501,2.635670774206598,1.4295176009507349,0.24832728972598542,Iris-setosa
+42,4.54870619526955,2.689072706337095,1.3503633590560686,0.24120406389418253,Iris-setosa
+43,6.855053963339902,2.731427917897249,5.717286757598314,1.9550764214855039,Iris-virginica
+44,4.424380716305352,3.086775801494259,0.8014377010964384,0.10851383750091309,Iris-setosa
+45,7.036759075313972,3.089542639189797,5.337973423363307,1.8675208269097587,Iris-virginica
+46,6.139693286024765,2.745113448683107,5.614692079036774,1.6363162407111316,Iris-virginica
+47,5.095466127325633,2.0493086128154925,3.060388172631203,0.9277132184931806,Iris-versicolor
+48,6.152684737671693,2.80896941047248,5.129825072143008,1.8160628357356234,Iris-virginica
+49,5.152749962852354,2.3223344141262006,3.573977015097169,1.201984761676137,Iris-versicolor
+50,5.0930443871864,2.4558232599856664,4.0231455284227895,1.3898424695649567,Iris-versicolor
+51,5.455932349650967,2.703995334221473,3.6539420493118353,1.088066981289487,Iris-versicolor
+52,5.236552045227844,3.5877066183123048,1.5941314278686636,0.2792616179722473,Iris-setosa
+53,6.814464737224791,3.1184214507885404,5.589624966507261,2.1558384260900345,Iris-virginica
+54,5.5636549003747335,2.848756587576715,3.884539062234987,1.1750024162503738,Iris-versicolor
+55,5.103874392320382,3.19632342849547,1.6547589319429001,0.40497423466906435,Iris-setosa
+56,5.469293215817551,3.116231438857048,4.534354811999552,1.416266226829736,Iris-setosa
+57,6.554786893298014,2.892041448176932,5.155870849358177,2.2180406786477147,Iris-virginica
+58,4.945548947656625,3.0122615428881274,1.573234807589838,0.27957322572544263,Iris-setosa
+59,6.4690177208489965,3.137618703307241,5.494976109406849,2.0832113347585017,Iris-virginica
+60,6.581666014814252,3.0904903877949375,5.496843022894234,2.1633489960060963,Iris-virginica
+61,4.464614012305158,2.8523766628518947,1.6166152662856506,0.2561286522946449,Iris-setosa
+62,5.769041927643763,2.468055870698997,4.38824364347558,1.2531158433779914,Iris-versicolor
+63,4.667074860469922,2.7950432249168453,1.5150309208172865,0.29657793650070485,Iris-setosa
+64,6.506286753582687,2.6784101044892337,4.55060073698192,1.2103563771216739,Iris-versicolor
+65,6.336920708426495,2.775889110531168,4.438787772264275,1.3637169427987956,Iris-versicolor
+66,4.9661653089342135,3.1852953169376637,1.5437678861916027,0.221573642963853,Iris-setosa
+67,6.008485265207287,2.7297484376884067,5.000992054836854,1.8277779844324678,Iris-virginica
+68,6.755074276842961,2.9295526325398304,4.364037718332148,1.3349051051043281,Iris-versicolor
+69,7.2535699317816045,3.117935135307033,6.063860717355434,2.3197091279715973,Iris-virginica
+70,4.3075440066352755,3.257189373935493,1.2610446096355459,0.16497036503223098,Iris-setosa
+71,5.490545426315964,2.81078710624413,4.381461353303312,1.2846551615359498,Iris-versicolor
+72,4.801432276240474,3.003859572919027,1.4514835187725221,0.2272698690564049,Iris-setosa
+73,6.590842779999276,2.982461482003409,4.983691544603931,1.3991867545153456,Iris-versicolor
+74,6.3418848560545555,2.726125029265285,5.41935656812363,2.024148743727498,Iris-virginica
+75,5.364636652241951,3.614715801852787,1.3298717630723975,0.3792006947252425,Iris-setosa
+76,6.239266935002161,2.859199648237688,5.1701901274927655,1.8793927846584437,Iris-virginica
+77,4.8799437881888075,3.2661607568538744,1.4683142743598885,0.10762094714805026,Iris-setosa
+78,6.740455502600129,2.8479268378281537,5.6790206067704,2.011127903551282,Iris-virginica
+79,4.328370567038867,3.1403341555448905,1.3246781950269715,0.1593177275790415,Iris-setosa
+80,5.970516056055041,2.880741471253303,4.623368539243202,1.1762514638582002,Iris-versicolor
+81,4.564693031059139,2.6900910692576456,1.4560592440276579,0.28450840545635925,Iris-setosa
+82,7.2076796367652305,2.853578426335073,5.2964961560888275,1.6003991466005574,Iris-versicolor
+83,8.076577204456118,2.6274907868371526,6.038326017454077,1.6048674747226863,Iris-virginica
+84,4.60456478222132,2.9146010112764924,1.4126769313118555,0.18136957188269615,Iris-setosa
+85,4.8678289755553426,2.835229756278385,2.886900824298967,0.7548144751987648,Iris-versicolor
+86,6.3744639710844195,2.8908575107842025,5.5796313347271616,1.6918124283618947,Iris-virginica
+87,7.073779499091003,2.6135779079130406,5.815924442747228,1.883695940077644,Iris-virginica
+88,4.574653785701778,2.914997859140187,1.3331083998673976,0.1326701614323823,Iris-setosa
+89,6.089688879426444,2.7482716304052643,4.9487991937920786,1.4577228088969583,Iris-virginica
+90,6.994465083979633,2.6908557644264457,5.583313828107907,1.7805674758302348,Iris-virginica
+91,4.72967969223718,2.881746030502433,1.274309810950489,0.2823474507588437,Iris-setosa
+92,6.427518357167843,2.527109993941539,4.8806344458113085,1.7245227114453028,Iris-virginica
+93,5.450341616254243,2.7137381845411315,3.821603830135958,1.0984266081511858,Iris-versicolor
+94,4.997516979347789,3.1953025760106932,1.6052637144067463,0.21519271690018865,Iris-setosa
+95,5.954382864074617,2.9335958248464484,4.4517801078651145,1.6153578645258901,Iris-versicolor
+96,6.617842927536457,3.083668094333816,5.53713357320504,2.1908907264785853,Iris-virginica
+97,5.357484918580629,3.621091977044861,1.5345837811043568,0.2354624298360875,Iris-setosa
+98,6.090320729941139,2.798049538143612,5.492577201493252,1.9435968537727573,Iris-virginica
+99,5.803299262836713,2.8272671481718854,4.257921375317494,1.6296957069734181,Iris-versicolor
+100,5.813156817252919,2.681628669236804,5.070295109367031,1.808875566704055,Iris-virginica
+101,6.41808768289945,3.1675796501800932,5.337541731524793,2.3301304812688675,Iris-virginica
+102,4.880308756183288,3.270642962291002,1.5340426275848464,0.39384879911794435,Iris-setosa
+103,6.008457451699251,2.5129260804592404,5.0249650982925536,1.9191268215505422,Iris-virginica
+104,6.759877128308736,2.8776973958763703,5.429711002875116,2.1359964190244205,Iris-virginica
+105,6.1165313946578985,2.8129586667382633,4.793657125124395,1.4314125010625065,Iris-versicolor
+106,5.975976175652697,3.0969882989977737,5.142002701751427,1.9488686020753843,Iris-virginica
+107,5.473147184168033,2.526094573903025,4.244737929306186,0.9884964185890155,Iris-versicolor
+108,4.890331275381765,2.6023078996270734,3.5132372943988877,1.3293412062827177,Iris-versicolor
+109,6.2290176778205,3.4539879417905732,5.455974934134451,2.16732369350174,Iris-virginica
+110,6.4174509404322455,3.0053999062968826,5.019208906038056,1.9391428689147896,Iris-virginica
+111,5.409149465975501,2.8992014368196264,4.213222781694234,1.3678065295714235,Iris-versicolor
+112,5.891904432947054,2.6965435894785608,4.233180599636087,1.3509768551951549,Iris-versicolor
+113,6.076273988377532,2.431102354727929,4.0705259658251105,1.1286310967168576,Iris-versicolor
+114,4.846897965845752,2.7005479184776764,1.332524092694039,0.3473821077434563,Iris-setosa
+115,4.595248438840054,2.9401217743131025,1.8250385190982052,0.3313157339728998,Iris-setosa
+116,7.760352223908572,3.0909174239681625,6.910887137335946,2.258452533895304,Iris-virginica
+117,5.548605126284557,3.188272665883823,1.6610094440584122,0.30158326177958616,Iris-setosa
+118,6.277625989089809,2.9110310968843587,5.170583075528492,2.113419311488637,Iris-virginica
+119,4.878904816436733,3.2968864406680036,1.3271650759887357,0.3077449285309216,Iris-setosa
diff --git a/iris/tvae/2/13/test.csv b/iris/tvae/2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/13/train.csv b/iris/tvae/2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/13/val.csv b/iris/tvae/2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/14/synth.csv b/iris/tvae/2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e9fac47877d8b79a95f317feb29e6c8e100b0737
--- /dev/null
+++ b/iris/tvae/2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.1772757842188115,2.935508473796052,4.968359382558865,2.1597521339892034,Iris-virginica
+1,6.542785548146601,2.6401054045745393,5.066745607589264,1.6356966068773604,Iris-virginica
+2,5.815111203028604,2.8903972302815104,4.821188376369719,1.7258196203644487,Iris-virginica
+3,5.438356075284594,3.109641509887369,1.3697641257268582,0.32820941869932085,Iris-setosa
+4,6.094494153605933,2.666994958916855,5.468885737973047,1.963933422141736,Iris-virginica
+5,4.880223512636994,2.6600631052906007,4.828755913640768,0.24356315612667698,Iris-virginica
+6,6.253106878283793,3.040376075473861,5.069280156612946,1.5310710943986379,Iris-virginica
+7,6.598015573996324,3.1704825759594097,5.713435298774674,2.3919832583435983,Iris-virginica
+8,6.447045047703051,3.1003892229012178,5.019454801542261,2.16487343276184,Iris-virginica
+9,7.395612764288723,3.4578333546268425,5.695996105434007,2.3018142625277447,Iris-virginica
+10,4.91184196000182,2.7210658038157245,1.3769367870495415,0.18812571531535482,Iris-setosa
+11,7.168151333810977,3.0063772275731364,5.437466376758372,1.508206505464825,Iris-versicolor
+12,6.345440767451125,2.7935707757400725,5.4019165587897575,1.918231707045948,Iris-virginica
+13,6.812596001865016,2.7905016472215047,4.8980002210815226,1.250792975687187,Iris-versicolor
+14,6.5132714731508035,2.8384329090045917,5.52071342481907,2.047882631235991,Iris-virginica
+15,6.93350801192535,2.9569424508031905,5.456293340274978,1.9744781929421404,Iris-virginica
+16,6.235163389434696,3.1669428883843582,4.588931558947022,1.524929992926159,Iris-versicolor
+17,7.046494997082077,3.0174140062985635,5.6297606024688935,1.6876862433475204,Iris-virginica
+18,5.337320683814424,2.9984175527046624,4.58773598975002,1.5045659008048422,Iris-versicolor
+19,5.797937556121215,3.346725382533887,4.808903330279944,2.076805657952573,Iris-virginica
+20,6.271027054265743,2.958888339290476,4.600955675984587,1.2972674848203452,Iris-versicolor
+21,5.462222003797267,3.582178887984677,1.4385533302312714,0.6933703899338692,Iris-setosa
+22,5.871770946898955,2.744217737496565,4.899304459535484,1.3641924775753407,Iris-versicolor
+23,6.677733711595926,2.461012647874038,5.622669249210548,1.4472266277935923,Iris-virginica
+24,5.950080557908017,2.3646918143854396,5.059361950947263,1.6402054526093741,Iris-versicolor
+25,4.631205910486887,2.7945147373546826,1.4161904458353298,0.2681851468347059,Iris-setosa
+26,4.947577160228997,3.043062563889235,1.4137864136318563,0.446895306925709,Iris-setosa
+27,6.600583766351492,3.1415467283091165,5.139316902046202,1.6278365202134981,Iris-versicolor
+28,5.830217394966572,2.9064537691940897,4.562659778998937,1.6345355917896038,Iris-versicolor
+29,7.0118766998560655,3.6650138321552816,5.201108995518593,2.3247213637533077,Iris-virginica
+30,7.143119012605194,3.221132062731632,6.401758450821856,2.175225650345763,Iris-virginica
+31,4.917918662444846,3.292715872634047,1.4858398263054848,0.24093922739122575,Iris-setosa
+32,6.360617147038749,3.2982992312520727,5.363819446065384,2.366498250937592,Iris-virginica
+33,6.267824704344081,2.5864572860015373,5.153805855238314,1.7570615859610506,Iris-virginica
+34,6.498429959775608,3.445279373802032,5.420454849724084,2.1875031828944906,Iris-virginica
+35,6.238307898407293,2.5890875911142666,4.45014360518285,1.5086160665506643,Iris-versicolor
+36,6.16857588054517,3.0547443213577816,4.272209886583904,1.3795711471434697,Iris-versicolor
+37,5.1943093358100265,3.0649485667178924,1.5258866797827424,0.2751355127467398,Iris-setosa
+38,5.837624533542705,2.7163350987768173,5.123337663127078,2.0014968312739274,Iris-virginica
+39,6.217088111258414,3.1078954351842603,5.135495405165485,2.112006316596234,Iris-virginica
+40,5.012452677309065,3.4169693439149222,1.5167558905841134,0.3906089108020968,Iris-setosa
+41,5.228300090248506,3.2915083331130144,1.3227632155229159,0.28943256666162076,Iris-setosa
+42,6.872096358158701,2.8838134675080225,4.98992621854409,2.0242874449183166,Iris-virginica
+43,6.797716061868646,2.8732002313226133,5.1443005339760575,1.821809087223748,Iris-virginica
+44,5.620186254591598,2.7270041659822932,4.63971786099025,1.7170390077889295,Iris-versicolor
+45,4.709900331957289,2.8059679749664057,1.4958785224818294,0.35763930149094464,Iris-setosa
+46,4.613285265841599,2.9391978397367766,1.3874155408841404,0.2534686430040516,Iris-setosa
+47,4.559162759872137,2.8791555562535223,1.4268715858845071,0.17562723595927282,Iris-setosa
+48,6.369090316522053,2.7496789175159755,5.109736337035057,1.4851812498190347,Iris-versicolor
+49,6.159255534088894,2.758965077678897,4.406232772230784,1.5636376324307537,Iris-versicolor
+50,6.185540831723329,2.7702410195615546,4.632580787066111,1.642942558086505,Iris-versicolor
+51,4.992432097504842,3.6282609268020223,1.8795539148907412,0.2995353067907072,Iris-setosa
+52,4.574789188637121,2.913904364581548,1.4753190217324155,0.22129399995040042,Iris-setosa
+53,6.220646158345505,3.1924031330880593,4.963466825565848,2.0309499213151794,Iris-virginica
+54,6.279134110617088,2.1741377646880706,5.873331959859189,1.7100216983426757,Iris-virginica
+55,4.739703680626556,3.2930917976968437,1.3522090555035515,0.23186734768487097,Iris-setosa
+56,5.253858873907519,3.4184829548666906,1.3704516635908446,0.26316532637794987,Iris-setosa
+57,4.903143213752928,3.3793900795373766,1.5427840014321055,0.20310752769712637,Iris-setosa
+58,4.686076427901465,2.8931168348645384,1.5645494635182036,0.18449218130466438,Iris-setosa
+59,6.270496696645143,2.870727060006261,5.031782440673285,2.038573213375251,Iris-virginica
+60,5.301252850258205,2.9044486067927844,4.276910967914397,0.8293764825594833,Iris-versicolor
+61,4.891510119390624,2.805905048405387,1.2104224615789558,0.15002082448455079,Iris-setosa
+62,6.4124063446587884,2.7955172014943916,5.299860764065768,2.042655039317927,Iris-virginica
+63,6.127785424457499,2.7094702153765335,4.5188552664987744,1.2328742995402033,Iris-versicolor
+64,6.7747395907705785,3.197458566863851,5.1068928286892055,1.8502156137941341,Iris-virginica
+65,7.713856934893661,2.451229839163846,6.842299198588556,2.107905462257871,Iris-virginica
+66,5.081830547214632,3.4693120549559975,1.5102960733306496,0.3298752092123086,Iris-setosa
+67,5.472764805824001,2.3575703030310327,2.53597883445658,0.8700413733045866,Iris-versicolor
+68,6.634188816791176,2.8405726165759697,5.213504064724489,2.0286574732293445,Iris-virginica
+69,6.569701895636559,3.6789518783347304,5.953986786923551,2.639267702282358,Iris-virginica
+70,5.660910152282458,2.1690962354120136,4.33002102717513,1.2338177004878064,Iris-versicolor
+71,7.412733806580437,2.570802818967068,6.0609953666423495,2.040908366567554,Iris-virginica
+72,6.71847248736994,3.083816910493742,5.880381477250165,2.2809413078451692,Iris-virginica
+73,5.257112106196669,2.593688294315416,4.147511347012189,1.3406415805878857,Iris-versicolor
+74,6.4461617252190235,2.899346035211391,5.566634390862249,2.1811106980552406,Iris-virginica
+75,6.6304153607490575,3.314532431971803,5.6172159797489165,2.3276914553818098,Iris-virginica
+76,6.204783437462454,2.581809912141573,4.851384861162679,1.7428235048797305,Iris-virginica
+77,6.531054914183847,3.209063180908497,5.696860010328945,2.0422604309864605,Iris-virginica
+78,6.7699646463770025,2.763196927741296,4.9843899344412685,1.3541615929836939,Iris-versicolor
+79,5.688519338076905,2.7910552435518565,4.701786441162346,1.654749290809898,Iris-versicolor
+80,4.962367997661422,2.7727961504285252,3.125524551280044,1.0125165251450527,Iris-versicolor
+81,5.828739335956925,2.953311534941048,4.693930742632878,0.3357373059639678,Iris-virginica
+82,4.616358367002288,3.533199482453863,1.4562876584344995,0.22125440462933918,Iris-setosa
+83,6.248225314765324,2.9786388343524637,5.358463527959477,2.1978744628978886,Iris-virginica
+84,5.58050179162831,2.9131163682721946,4.375712404935258,1.54736320517735,Iris-versicolor
+85,5.433775007006202,2.883743091701243,4.596187241186576,1.5420250385055347,Iris-versicolor
+86,6.009456220483651,2.684336998340652,4.469898791970637,1.4681918706433652,Iris-versicolor
+87,6.358075317076119,2.8560868335546497,4.630210925404234,1.4284843540691947,Iris-versicolor
+88,5.640050807451473,3.012074290399263,4.196849543791633,1.2753318367401811,Iris-versicolor
+89,4.458028709160082,3.0463988105981743,1.4120447202968467,0.12437939480919105,Iris-setosa
+90,5.997367357486474,2.749685460705015,4.157488685634671,1.1598836846530725,Iris-versicolor
+91,4.584284084243591,3.4380075395165353,1.5820613605895055,0.2035123021472627,Iris-setosa
+92,6.197358971488848,2.902258080282109,5.2135130763910045,1.4643099709088276,Iris-virginica
+93,4.355073177017935,2.824372943081432,1.331917043492969,0.14265246269801019,Iris-setosa
+94,5.741935534521651,2.2098608507123467,4.438302412391665,1.5716376035344801,Iris-versicolor
+95,5.787556826346318,2.438938216435168,5.54431918834943,1.9960132596865283,Iris-virginica
+96,6.140407033620879,2.979441665462413,4.6367172911555405,1.6047254132634665,Iris-versicolor
+97,6.468229415865572,2.7773868498492496,5.196568907500755,2.16355490269307,Iris-virginica
+98,6.50933790393498,2.2517084587397,4.702314160605101,1.5102385774502318,Iris-versicolor
+99,4.452740047818941,3.03720291402953,1.5242971543153385,0.2029268521378626,Iris-setosa
+100,6.49102321885037,2.8825553206140806,5.454782996358792,2.1470410154005033,Iris-virginica
+101,6.185350578153083,2.425439523363042,4.633490108514507,1.4830367993486253,Iris-versicolor
+102,5.061961806921463,2.863723771204785,1.416812338640372,0.2045444786247298,Iris-setosa
+103,5.227681218110493,3.3666875433521732,1.6165890176308677,0.5168944299309661,Iris-setosa
+104,5.466514637644544,3.3333667615271256,1.3247846262880398,0.2003700342340159,Iris-setosa
+105,6.445302207372694,2.8766982264056296,5.2732610124735695,1.8894935777363921,Iris-virginica
+106,7.447451004290844,3.331772820709887,5.965524160097001,2.185767211703193,Iris-virginica
+107,4.74030005218932,3.1183462263539194,1.7664180346741365,0.19242209897053633,Iris-setosa
+108,6.410308474798621,2.5051989291863523,4.770477633758871,1.3538585286589961,Iris-versicolor
+109,6.988312535387005,3.4356132124890086,5.674415117732812,2.480542173113143,Iris-virginica
+110,6.005605260241762,2.852121042616175,4.811710436084136,1.5334378451814974,Iris-versicolor
+111,5.304488261210425,2.8693537642909925,4.863246314979804,1.4852936367615983,Iris-versicolor
+112,6.058323596049552,2.938621200382433,4.858285388691057,2.0358221856992404,Iris-virginica
+113,5.787577867402912,2.7016747281270246,4.665739881989616,1.7854982765216632,Iris-versicolor
+114,4.3003997350984,3.509511591498299,1.3100947136371675,0.1340727642069251,Iris-setosa
+115,6.280898670967882,2.7032232228316277,5.071127757698939,1.84654242718844,Iris-virginica
+116,5.616087515389125,2.744558687148244,5.144017271032647,1.6759383537612789,Iris-virginica
+117,6.630400506763019,3.1547501804535423,5.635448830316335,2.101882077865693,Iris-virginica
+118,6.412347416237726,3.4461569583723217,5.3096445125382585,2.453435382481711,Iris-virginica
+119,6.267313061694572,2.783729255345362,4.564120877967347,1.891158212798872,Iris-virginica
diff --git a/iris/tvae/2/14/test.csv b/iris/tvae/2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/14/train.csv b/iris/tvae/2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/14/val.csv b/iris/tvae/2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/15/synth.csv b/iris/tvae/2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..326425817ca215bfecc7b13a466ec9cec5b12626
--- /dev/null
+++ b/iris/tvae/2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.819384161633593,3.0921620576469557,1.6958103893480971,0.23831208666367035,Iris-setosa
+1,6.343093056379453,2.7536496743836243,4.886562915758724,1.555959710891618,Iris-versicolor
+2,5.769490989665416,2.727807031836439,4.299745402829862,1.4557334602482372,Iris-versicolor
+3,5.378577163193733,3.6433558394901353,1.6493169529757488,0.48892609993148506,Iris-setosa
+4,4.913538789119203,3.349598927858699,1.5712436930386522,0.2503821969149858,Iris-setosa
+5,5.839819787594014,2.6943308241763955,4.562686959959633,1.3089785397305214,Iris-versicolor
+6,5.794657531153973,2.880957010976922,4.774269706067333,1.4536124105098311,Iris-versicolor
+7,5.074247302635795,3.5028690104156386,1.2782394148321048,0.19226695783808645,Iris-setosa
+8,5.0567700377474605,3.4871998246263676,1.4679563827966908,0.19451498734850742,Iris-setosa
+9,4.6711842163828585,3.5814038900068756,1.4708615802750178,0.3002952834481716,Iris-setosa
+10,4.486131634916049,2.972199113786614,1.2263921342826687,0.2969175960153814,Iris-setosa
+11,5.999187740670817,2.3049787607440653,4.463875128769419,1.417486164418532,Iris-versicolor
+12,7.128314587462356,3.001324566747637,5.191420585430699,1.9314901357752339,Iris-virginica
+13,6.733285851688674,3.0989670805514926,5.329372984658642,2.200178671370887,Iris-virginica
+14,6.499811374523046,3.124321313496888,5.706984070430793,2.2869472700540614,Iris-virginica
+15,6.221689857401977,3.094994572715796,4.379279278584503,1.5012296870219732,Iris-versicolor
+16,5.058885864694396,2.5318290011895073,3.624375667275909,1.4145855330243906,Iris-versicolor
+17,4.6322220883771275,2.905749246826938,1.4940087027165994,0.27000065057327344,Iris-setosa
+18,6.7630347849506425,2.6842157233172164,5.598370797255479,1.4573729597043086,Iris-virginica
+19,5.537212584918418,3.0777878744647547,1.5398660983751298,0.2573394729261864,Iris-setosa
+20,5.277304758034938,2.397188365523357,3.761462058435362,1.2891193550849207,Iris-versicolor
+21,6.632722361014413,2.864884833155808,4.710155142857008,1.728198457758141,Iris-virginica
+22,6.7160792245640275,3.1292153992672063,5.537442348040841,2.3712915664214447,Iris-virginica
+23,5.839194800011413,3.0453188186245117,5.27619104370432,2.582557112623166,Iris-virginica
+24,7.155321929719671,2.943770478493895,5.502598537423424,1.2663258599566318,Iris-versicolor
+25,5.538960328995827,2.442328464706782,4.056479304551305,1.3290963745232296,Iris-versicolor
+26,6.102394974429471,2.6085934452003205,4.811038553392545,1.4746998368760118,Iris-versicolor
+27,6.163308915571403,3.0725216092835064,5.403502973611884,2.201046011403717,Iris-virginica
+28,5.687563445451676,2.750127444307304,1.6214480424015418,0.3166377111373597,Iris-setosa
+29,6.750583324976393,3.3125418621890366,5.312664510326026,2.102872855276039,Iris-virginica
+30,6.011436007152845,2.88922697410602,4.348329879688409,1.6639202511280458,Iris-virginica
+31,5.406730200892541,2.3648562060480858,4.2828963394479285,0.556987955465567,Iris-versicolor
+32,4.470591247918015,2.9697601018883515,1.403602981966813,0.18207578099573235,Iris-setosa
+33,5.944503201788786,2.775605472082111,4.89610978827892,1.817118234258417,Iris-virginica
+34,6.030470969735522,2.9464521992686588,5.2401648371590035,1.791418559550784,Iris-virginica
+35,6.392648789533695,3.1662006748273996,4.940071988032909,1.8927752259578665,Iris-virginica
+36,5.016690933077127,3.625400023279618,1.5226598445924153,0.23990097423242443,Iris-setosa
+37,5.941708400291659,2.6611127621967188,4.193509836953028,1.3066335402750298,Iris-versicolor
+38,5.369168651399012,2.4782726209871484,3.561701476240855,0.6915245688051885,Iris-versicolor
+39,6.976921643105553,3.162119291849063,5.36704554676876,2.334311029243626,Iris-virginica
+40,5.865278543341527,3.27099873281736,1.568647732935929,0.46071921701642227,Iris-setosa
+41,4.223074112993681,2.848246368221022,1.409215344177718,0.19419264287698396,Iris-setosa
+42,5.924054514826483,2.496816441148864,4.8801896326838525,2.07312210938709,Iris-virginica
+43,4.764832859260892,2.516400804374011,1.7917140916013623,0.23211531243910405,Iris-setosa
+44,5.242322351573648,3.660961083075402,1.4634862194344254,0.2688693301328554,Iris-setosa
+45,6.831525381150222,2.584165087201124,5.202083835740783,1.7354408358468738,Iris-virginica
+46,5.405992815007506,2.695464359761836,4.577677943028458,1.5006152114856235,Iris-versicolor
+47,4.872582427353292,4.020516993402804,1.6486094519083079,0.24204577075469985,Iris-setosa
+48,4.715696462307442,3.3084981410095806,1.5054030898229278,0.23922064697422443,Iris-setosa
+49,6.375463653278789,3.1473177805863592,4.983424773979277,2.2422053588630835,Iris-virginica
+50,6.282961705683631,2.6731990757727813,4.617835662146564,1.7476121050080116,Iris-virginica
+51,6.309924464282606,2.792547530528923,4.8581919353835215,1.3591252287426796,Iris-versicolor
+52,5.81317279452789,2.6634600484814817,4.228808168184946,1.1493043870656652,Iris-versicolor
+53,4.945378172340505,2.758907076709757,4.88020061306587,1.8464817872468642,Iris-virginica
+54,6.621185206929963,2.8929368359716636,4.922926611433661,1.5011714144832313,Iris-versicolor
+55,4.991567002232828,3.3979880555255457,1.385130871998958,0.13488337358465818,Iris-setosa
+56,5.168912895168567,2.9665111629320737,1.5388655695865312,0.8534044806195668,Iris-setosa
+57,6.432687877054372,3.1820812909169764,4.697702967238468,1.8488123191405978,Iris-virginica
+58,4.879483031330474,2.458693273858347,2.9747747113208103,1.0197038589123886,Iris-versicolor
+59,5.035117674259719,2.8884089827297172,1.5730875087429521,0.3073012578747462,Iris-virginica
+60,6.475213703899259,2.358925739168615,5.365587442788651,1.8630330326151434,Iris-virginica
+61,4.378802982218193,3.2230768133730594,1.6754545694334224,0.217669556113337,Iris-setosa
+62,4.764212097160416,3.304401048130824,1.3605563030937122,-0.07191688104389449,Iris-setosa
+63,4.609290584858004,3.0766402755166937,1.5324394283524037,0.22676870246152125,Iris-setosa
+64,4.785970635180625,2.6834441849140798,1.4261493547511315,0.39555320051936327,Iris-setosa
+65,5.15364601688835,2.299361601868625,3.587581851351307,1.1015091882260821,Iris-versicolor
+66,4.852262450630594,3.1501745565354873,1.4184782845885737,0.2146081003194174,Iris-setosa
+67,6.292405511635244,2.623591961304475,4.372262104460738,1.5132261448481032,Iris-versicolor
+68,6.659832540100002,2.9081472170729907,4.895985465890156,1.3506643049623976,Iris-versicolor
+69,6.8709892018521685,2.980089755159845,5.410378883412046,1.9001343466681946,Iris-virginica
+70,5.9429652565072155,2.981016296875901,4.794450032226478,1.8984060650307313,Iris-virginica
+71,5.733614297037434,2.644286813469737,5.152304011628543,2.067912706095531,Iris-virginica
+72,6.197391394398875,2.769516477046192,5.0305870899580825,1.400568017176302,Iris-versicolor
+73,6.008238234196479,2.807529839053013,4.28056628279661,1.3983594500389476,Iris-versicolor
+74,5.824300887211678,2.8897891224536596,4.9268463067876125,2.042959587607789,Iris-virginica
+75,5.91869996828581,3.042656620864976,4.422755576133632,1.7445705813861516,Iris-versicolor
+76,6.180188895711987,2.909135451956902,5.4562450959030135,2.2758268364170373,Iris-virginica
+77,5.874625460750762,2.56877214837467,3.7022323608816414,1.0771806366397683,Iris-versicolor
+78,5.895759224228483,2.5801509340969524,3.743698081042647,1.263972089196605,Iris-versicolor
+79,5.767566211557455,3.0919443073258575,4.1555437953318215,1.3005256955013842,Iris-versicolor
+80,5.126877156604941,3.6629555722612324,1.6075747279119166,0.3867634045427365,Iris-setosa
+81,5.160088429877226,3.2008527900830734,1.4056625489703465,0.21838451303920575,Iris-setosa
+82,5.792025233334777,2.8202505385344225,4.658988811014547,1.494516881304253,Iris-versicolor
+83,6.895495796742112,2.5578623899940682,6.070850913321058,1.793794121176733,Iris-virginica
+84,4.455283011325194,3.2446148474521963,1.2374562578435309,0.11377283966684401,Iris-setosa
+85,5.600305039775079,2.732948873541022,1.1563278365832306,1.297768440130762,Iris-versicolor
+86,6.236829647203476,2.593030777923966,3.726496462385367,1.1535436669198487,Iris-versicolor
+87,5.045885209022226,3.3174324529695505,1.4884742368765722,0.7376000285408514,Iris-setosa
+88,6.931171691505474,3.044383750780342,4.711908267812488,1.2760036635383045,Iris-versicolor
+89,6.548110245804185,2.9401475926840006,5.29392781153287,2.2434092589287022,Iris-virginica
+90,6.4249598648825215,2.5986914538729584,5.396644961380154,1.898639981574963,Iris-virginica
+91,6.922155059752578,3.1194318300971013,5.258487049587135,1.8921509067806883,Iris-virginica
+92,6.872740874811454,3.001656786275634,5.419248662717782,1.8102131685827931,Iris-virginica
+93,6.146704448960353,2.966209149490348,4.762471813404635,1.972978544651475,Iris-virginica
+94,6.488168634912826,3.046109674595136,5.086687175708889,1.796903083692325,Iris-virginica
+95,6.121131018098164,2.910763772671827,4.59168679388476,1.994711938008441,Iris-virginica
+96,5.222664062585973,3.298301934352659,1.4859770397722876,1.3859566762762752,Iris-setosa
+97,6.055975934645186,2.777029406085118,4.954064150927515,1.692232897541349,Iris-versicolor
+98,6.159899130482505,3.0961173062292247,5.249970731144032,1.9756945468455092,Iris-virginica
+99,5.612437507533326,2.6950639359755653,5.409032576813295,1.9849094093343949,Iris-virginica
+100,5.860751858909031,2.728847539398019,4.791289623807707,1.9202246557800882,Iris-virginica
+101,6.279020302589866,2.929197995270829,5.082264614131439,2.075112527898777,Iris-virginica
+102,6.56953075460151,3.1094073315879958,5.385970096814585,2.1550690202848446,Iris-virginica
+103,5.2760359254216525,2.366523362198563,3.289502766561778,1.198230646191363,Iris-versicolor
+104,5.749855587747918,2.956799857800058,5.035384031109649,1.8019792935405736,Iris-virginica
+105,7.7024045213670655,2.89899827017003,6.022172158692627,1.596018247110855,Iris-virginica
+106,6.491658740604013,3.305140002656894,5.170401342397646,1.889419549288614,Iris-virginica
+107,7.135674267359381,3.0205623955323118,5.901088631871756,2.2258564889731645,Iris-virginica
+108,5.124598450567795,2.9595431149082327,1.0457983585243351,0.1190191058901704,Iris-setosa
+109,5.805108149163512,2.7246499581523307,4.971592173856733,1.4348499611766181,Iris-versicolor
+110,4.765226334421979,3.321346093585511,1.6360281153008274,0.2516685472265209,Iris-setosa
+111,4.661924442791777,2.9661941652096933,1.4413983644892565,0.23168328742249067,Iris-setosa
+112,6.3256030741768035,2.834744078467743,4.893510984506818,2.091806285168672,Iris-virginica
+113,6.209614539296023,2.8941950242895915,5.108339698415911,1.8119109842870207,Iris-virginica
+114,5.192779760521395,3.015180335344282,1.775474785903179,0.38029094555976695,Iris-setosa
+115,5.1111116214443495,3.5519727274329633,1.3970478933908124,0.38794573097362206,Iris-setosa
+116,6.565704409227835,2.852986248571335,5.514942569236861,1.9340263894009864,Iris-virginica
+117,6.5763929134483,2.8023611326210855,4.512952832701886,1.1655505742583565,Iris-versicolor
+118,5.705341125849141,2.6220735537553836,4.276548961140632,1.2011040158793627,Iris-versicolor
+119,6.844112790035401,3.2746871501624137,5.609134508677805,2.056622144276355,Iris-virginica
diff --git a/iris/tvae/2/15/test.csv b/iris/tvae/2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/15/train.csv b/iris/tvae/2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/15/val.csv b/iris/tvae/2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/16/synth.csv b/iris/tvae/2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..774b3dc956b9162dcb21c2d31da20e0e6b891ebd
--- /dev/null
+++ b/iris/tvae/2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.962265372529135,2.8129411207599126,4.802134525957805,1.900457471202267,Iris-virginica
+1,5.685094127147974,2.852812203285572,4.7298028159484815,1.5514203531456288,Iris-virginica
+2,5.967123247417769,3.0409965728859407,4.817105394018188,1.7912368578956948,Iris-virginica
+3,6.211130973210133,2.7679759811150078,4.2854492229672925,1.1651048247485027,Iris-versicolor
+4,5.18838767753196,3.7077373487911967,1.4434385966940142,0.3867911438604265,Iris-setosa
+5,4.902290421111599,3.1196904837179944,1.480671829275645,0.21115478264762386,Iris-setosa
+6,6.55592321065207,3.2319576181563745,5.261866022097996,1.500245651883497,Iris-versicolor
+7,6.116659813019707,3.217300545626687,4.6181297126381295,1.6478999828351157,Iris-versicolor
+8,6.639358646851476,2.7501715529618918,5.626070294095312,2.117334415691074,Iris-virginica
+9,4.743476805309894,3.0724304690833235,1.411386378649314,0.2697764594957082,Iris-setosa
+10,6.541107399372111,3.2108945971958107,4.22675424306611,1.2345993104105504,Iris-versicolor
+11,6.565834505568442,3.2278143423553605,5.064733190643046,1.8969420523883134,Iris-virginica
+12,5.4332198636317655,2.7800388830892437,4.1596400182400295,1.2814125103382836,Iris-versicolor
+13,4.527639080819181,3.1725127342048838,1.4836903249481868,0.1745769730765309,Iris-setosa
+14,6.111634572717903,2.413465302271882,4.999618748205159,1.6368233585475505,Iris-versicolor
+15,6.620441777857392,2.8382128912429985,4.522305814115281,1.709037029758634,Iris-virginica
+16,6.213203286889137,2.9395978943693373,4.908103314834257,1.5582194459494638,Iris-versicolor
+17,5.628188903605983,2.4147307319596507,4.802505490320013,1.8939356168924102,Iris-virginica
+18,5.430683596410299,3.0099558852200645,4.68864214548439,1.7353624312491944,Iris-setosa
+19,6.681075650618697,2.610942880050068,4.965216954198279,1.7163687371293526,Iris-virginica
+20,5.67252444463524,3.29849013986581,4.673786862409713,1.3928723928107765,Iris-versicolor
+21,7.1387552517981545,2.661193294117491,5.565626446736598,1.7735863383690202,Iris-virginica
+22,6.087769137705377,2.6349459560004647,4.477730473764232,1.8029503155380169,Iris-versicolor
+23,5.269773142546084,2.388554061065467,3.493741090435291,1.0358436903916464,Iris-versicolor
+24,6.232344614569495,2.5563880207345813,3.9910513335898115,1.36776036494684,Iris-versicolor
+25,6.596367319375215,2.8844420538980566,4.884130953218856,1.4025344421448014,Iris-versicolor
+26,5.3009296814983795,3.217971556981818,1.5931917190857054,0.2173229835152602,Iris-setosa
+27,7.124886497459681,2.605339245564304,6.14772446080201,1.8989951995335672,Iris-virginica
+28,4.823579361502725,2.964575535777581,1.212160094970523,0.2345334748003332,Iris-setosa
+29,6.091585485639116,2.9386169989744997,4.7928162310009395,1.7489843152172355,Iris-virginica
+30,7.334080314912788,2.6980174907865573,5.579909403995075,1.6346594744228735,Iris-versicolor
+31,5.158380762617692,2.84958030784569,3.56962288875801,1.223261604321488,Iris-versicolor
+32,6.095085761137006,2.8422867032476824,5.255960846947874,1.6759928853153612,Iris-virginica
+33,6.562607984329567,3.0782752366464106,5.253748202035428,2.1823665311081504,Iris-virginica
+34,7.19579643925714,2.9750649374902416,4.579812122806632,1.541421507765656,Iris-versicolor
+35,6.613750709390677,2.9797156542066876,5.17078555328055,1.6840057060404459,Iris-virginica
+36,5.117283123737747,2.878222685977898,3.852516137002149,1.1422925586033528,Iris-versicolor
+37,5.327871805864412,3.5216877064834824,1.63192181959752,0.45428163075577466,Iris-setosa
+38,4.880635932141672,3.2997522601819096,4.631612294622361,0.40337929845037424,Iris-virginica
+39,5.264209300997518,2.326304819239592,2.839119483484538,0.9509840253539995,Iris-versicolor
+40,6.42377237728453,2.526970388153183,5.830132946117883,1.8720432642105358,Iris-virginica
+41,6.480158205500947,3.1239425154159237,5.514694162386418,1.9469552827057555,Iris-virginica
+42,5.4082110471266285,3.1391873679328057,1.4181376281391143,0.3566774095413033,Iris-setosa
+43,6.029009428445612,3.156878646405242,5.1285180826258365,1.8222333336441043,Iris-virginica
+44,4.772748673484011,2.935996315169377,1.496213850170492,0.30725440634864465,Iris-setosa
+45,7.084636417386079,2.924919398708733,5.413866109878206,1.629671436258499,Iris-virginica
+46,5.666706606486575,2.878289737528188,1.5077194425891831,0.2210072539853726,Iris-setosa
+47,7.115697191648786,2.6858002608892773,5.710976060503418,1.7667571778469473,Iris-virginica
+48,5.828064785750484,2.970976190697824,4.378753045750291,1.3457181581955118,Iris-versicolor
+49,5.996763839754434,3.105885268266717,3.9385651864907207,1.463819554574014,Iris-versicolor
+50,7.251975370397483,2.979916268740515,6.039679233404487,2.1733220532397226,Iris-virginica
+51,7.08836751457149,2.835616859667974,4.895690459915911,1.679757266689271,Iris-versicolor
+52,5.9064137682954145,2.7753638079624112,4.495732695415286,1.685326720754393,Iris-versicolor
+53,6.190209516598328,2.3742474189963145,5.465441826377892,1.6562047655272254,Iris-virginica
+54,5.336092923514534,3.061741970732487,1.4516054148744721,0.10942779497214589,Iris-setosa
+55,5.185058003045105,3.2115785201513716,1.5004025211247278,0.22590087367215267,Iris-setosa
+56,5.652896866859571,2.8083144678920884,4.553840798775185,1.3576029806754997,Iris-versicolor
+57,5.9098752042295715,2.82347269600127,4.68572992984296,1.7357356185053563,Iris-virginica
+58,6.030069815533917,2.7297411897950536,4.386916630194589,1.382707360215865,Iris-versicolor
+59,5.730294129530055,2.781802085859442,1.4439597972364953,0.2802290097168019,Iris-setosa
+60,6.253544331461409,3.2418712718187277,5.312985304506836,1.877426197609923,Iris-virginica
+61,4.837495115391118,3.572967298863661,1.565846665609465,0.273422562375176,Iris-setosa
+62,5.900338009014991,3.894973336344264,1.3375455902683058,0.18334078399976858,Iris-setosa
+63,6.917378074876873,2.771276707607877,5.623028516194919,1.879771251628513,Iris-virginica
+64,5.028505229539338,2.9707623227056,1.470789710244695,0.18677476443106003,Iris-setosa
+65,4.931641129716413,3.895910838707537,1.1421706600437604,0.1840554575080977,Iris-setosa
+66,6.362906722940246,3.396669400525478,5.617246050783473,2.312986575624291,Iris-virginica
+67,6.625992727330964,3.43652045369998,4.968108775113658,1.4226211669733346,Iris-virginica
+68,5.213877883956603,3.7811798479409484,1.461072267809842,0.18944794362598255,Iris-setosa
+69,6.4818539222668585,2.902532701744293,4.020721178221678,1.3170356048841094,Iris-versicolor
+70,5.5982653416963855,2.888630961027234,4.458754012285918,1.1852644717306495,Iris-versicolor
+71,7.196487963459289,2.8805322827303677,6.0094031863728805,2.413212601140816,Iris-virginica
+72,4.627792737854181,3.0777040461567,1.324268071720084,0.20607711961869843,Iris-setosa
+73,4.9312998655326625,3.1417948308368886,1.6016610979380481,0.2825039644034804,Iris-setosa
+74,4.5564660551044485,2.905353092983753,1.3773624440311363,0.23908968978830297,Iris-setosa
+75,7.187285462424143,2.764008929931001,6.05020246018112,1.9893323223743218,Iris-virginica
+76,5.6043412562679755,2.929970781613648,4.23252407369404,1.3693919298938313,Iris-versicolor
+77,5.164148277378509,3.764326252593786,1.7088888133052964,0.2730905599552096,Iris-setosa
+78,5.910085697005233,3.04849280314776,4.816222802916101,1.6770689891527701,Iris-versicolor
+79,5.355565932499072,3.0726818262106774,1.4808083265903749,1.2904631353884222,Iris-setosa
+80,4.734899073271415,2.889750960577726,1.3540057351313917,0.2528376126246084,Iris-setosa
+81,6.063771485801421,3.006153742380634,4.295961962933072,1.4995234912122903,Iris-versicolor
+82,5.686855821593267,2.985228448957553,4.640513231010596,1.7967096608177249,Iris-virginica
+83,5.898714351738275,2.7182972501139226,4.604286399662243,1.614916060348413,Iris-versicolor
+84,4.7857504758797225,3.48246420232288,1.387770690021072,0.23200953935954224,Iris-setosa
+85,6.2505211048763405,2.5798162662877258,4.095217155196021,1.1401575404835693,Iris-versicolor
+86,5.384833160960971,3.009029216065438,4.678417750347139,1.5713156995905908,Iris-setosa
+87,6.897521342098197,3.4602418820381784,5.4499785825637685,2.6269183466217543,Iris-virginica
+88,6.465168683681898,3.0066798570980007,5.49616508524347,2.1126325731723674,Iris-virginica
+89,5.20203701543604,2.766770734999649,4.356843072852982,1.3839575798666621,Iris-versicolor
+90,6.11519237415021,3.2439040638142815,4.962304691756974,2.078870474631904,Iris-virginica
+91,6.1417201397640975,2.8472555337431382,4.385407794980096,1.8554746312391956,Iris-virginica
+92,5.448173995978942,2.919785952528716,4.638104424481598,1.5200255014452662,Iris-versicolor
+93,4.982701429435763,3.277764379588014,1.474121015735863,0.19572882830132232,Iris-setosa
+94,5.517449989539169,3.4054534054786796,1.5938115688024879,0.4679516383390371,Iris-setosa
+95,5.8953830802014,2.788982298557442,5.053458638667713,2.029304145392325,Iris-virginica
+96,7.496598624317064,2.830490379644756,5.347848767870868,1.8382592669075162,Iris-virginica
+97,4.99232765144559,2.8697928454907675,1.6217990756220066,0.3639697475999426,Iris-setosa
+98,7.638971345329592,2.8227511252720525,5.254802496462904,1.6288615617366804,Iris-virginica
+99,7.23402908671777,2.953933606896133,6.275576705531743,1.5529442412477883,Iris-virginica
+100,6.069375712095389,2.9832107309287523,5.137452978559553,1.7336204909211075,Iris-virginica
+101,6.66158589738063,2.5243557816331412,5.06004240691818,1.5368585189095125,Iris-virginica
+102,4.736672810663204,3.218915226933163,1.418092863159251,0.1944859346990183,Iris-setosa
+103,5.523165229369916,3.8320083397560842,1.637274244116769,0.3821486685797965,Iris-setosa
+104,6.043007936769475,2.7248613290053543,4.369462114874264,1.4847824159907403,Iris-versicolor
+105,6.123804649142136,2.7531487491005984,4.4744966000957085,1.2789613245188647,Iris-versicolor
+106,6.130464305129086,2.4134692431168547,4.163729105615631,1.4745884722289475,Iris-versicolor
+107,5.440700599327025,3.112005387064631,4.992132388809781,1.55668691280989,Iris-versicolor
+108,5.579951085958547,2.3799996972073973,3.430197524141012,1.3350737709878422,Iris-versicolor
+109,5.371349042230038,2.9153069564960297,1.1896437447110348,1.543810491339429,Iris-setosa
+110,6.18383180902457,2.5271788316035178,3.9385287996603124,1.3920263023447779,Iris-versicolor
+111,5.790977293048484,3.0561241537209285,4.575842596958254,1.4415654909037698,Iris-versicolor
+112,5.813169919616574,2.7364198024434865,4.88247661389745,1.8849817113347733,Iris-virginica
+113,5.0574270306539795,3.0175461026710506,1.65492068609773,0.13672386955207044,Iris-setosa
+114,5.360490128392742,2.62455493617311,3.8338559348145376,1.1159865258365864,Iris-versicolor
+115,5.9380119135456715,2.7280969324112516,3.9712993433231523,1.2229475074899316,Iris-versicolor
+116,6.75531427837998,2.760005558629553,5.415128848086594,1.9914415019510647,Iris-virginica
+117,4.527079761567694,3.129645253340118,1.4891333519115115,0.13605897715607512,Iris-setosa
+118,6.796935664821481,3.0101633803182137,5.6663365951173486,1.9654379337415675,Iris-virginica
+119,6.118968225051239,2.6473578042224712,5.275819200684156,1.7875232553837002,Iris-virginica
diff --git a/iris/tvae/2/16/test.csv b/iris/tvae/2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/16/train.csv b/iris/tvae/2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/16/val.csv b/iris/tvae/2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/17/synth.csv b/iris/tvae/2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4feefd354497a3087ce1a16872a8ec2d4a87b901
--- /dev/null
+++ b/iris/tvae/2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.952564517151558,2.7938819704714293,1.6931016761209485,0.27164039863210687,Iris-setosa
+1,5.782300078652874,2.6978001950070754,5.044301048454517,1.844775204783542,Iris-virginica
+2,5.2294248764882845,3.941717003226405,1.6150787281860675,0.41569314491142834,Iris-setosa
+3,4.958274178975776,3.2217575252224675,1.4749843532012588,0.15108244609559962,Iris-setosa
+4,5.643967660491217,3.140246802259576,5.043663983433774,1.8253183861749427,Iris-versicolor
+5,5.452861452145923,2.467429857323596,3.3927221887466104,1.1847956067262961,Iris-versicolor
+6,6.9074340579198505,3.3791421845491634,5.265505980963661,1.473130631552104,Iris-virginica
+7,6.842058383442202,2.9043117390839193,5.082519380320889,1.4812675737225605,Iris-versicolor
+8,6.483768521390834,2.757043883309291,4.589330228477532,1.5153387439113386,Iris-versicolor
+9,6.244519349057269,2.7928842781664684,5.048193892626541,1.8887509150896769,Iris-virginica
+10,7.267274405991398,2.865905266067525,5.727903765008895,1.9215195007487438,Iris-virginica
+11,5.151988260650442,3.512625723474047,1.381118337839774,0.20904886821484703,Iris-setosa
+12,6.295610533477454,2.979570883675442,5.781499022078823,2.318845229419069,Iris-virginica
+13,5.495867584889857,2.589436441789453,4.216461723260601,1.3463067366698964,Iris-versicolor
+14,6.219531785233401,3.01500875001893,4.49248683308496,1.8078276814175316,Iris-virginica
+15,5.271060154130291,2.8469501851589123,4.198214508464398,1.3416507134899573,Iris-versicolor
+16,6.768564226731003,2.911315093986859,4.8904643495135804,1.443938991031239,Iris-versicolor
+17,4.806099948035123,2.945837701164144,1.3514081946749523,0.2872606875708742,Iris-setosa
+18,7.459407650360423,3.0988138022735527,6.437653859267152,2.2655339926545013,Iris-virginica
+19,6.07880337750361,2.6636425660154526,5.119928101810718,2.020085651097712,Iris-virginica
+20,6.133571038423955,2.6827135096960952,3.9820493013351035,1.3235581375696555,Iris-versicolor
+21,6.187309906985776,2.7937215748181274,4.892949208837215,1.760556164586577,Iris-virginica
+22,4.971236531567676,2.9726736259875612,1.4329276066242524,0.2871110958897206,Iris-setosa
+23,6.449246181984132,3.1195859245894426,4.868274118788748,1.4096224904657646,Iris-versicolor
+24,4.672286618126472,2.9446952700445115,1.3863356743173063,0.2031102320204603,Iris-setosa
+25,5.542660117597732,2.8119336902461987,1.4753190311171394,0.3516281902416961,Iris-setosa
+26,7.596424131581444,2.7670159596809674,6.605587258396255,2.089183789984197,Iris-virginica
+27,6.816029783551205,3.705230594084182,6.255117963932661,2.7935098490844963,Iris-virginica
+28,6.966933611045751,3.028000742877999,5.557101731245587,1.6078066959534565,Iris-versicolor
+29,6.551267332805401,2.746432021628631,4.9896587760567614,1.8961749605585736,Iris-virginica
+30,6.121325387596614,3.15817704013739,5.29382672603259,2.2549260520616405,Iris-virginica
+31,6.496445726558174,3.1273295211735044,5.612923789646236,2.359892293215703,Iris-virginica
+32,5.535050036701329,3.0673823556330686,4.57535701183067,1.5443083862598155,Iris-versicolor
+33,5.119661170526724,4.055388417819047,1.5953583165076117,0.18623403617447915,Iris-setosa
+34,5.9917965213853535,2.7568063311766013,4.27661311169266,1.2926786938091652,Iris-versicolor
+35,6.025158574721226,3.037452954871654,4.778026699127745,2.1335426480954376,Iris-virginica
+36,6.295744013199016,3.0342890231266098,4.8404560204062,1.7641776168157222,Iris-virginica
+37,4.968209066635405,3.6477042536375657,1.3047587706707429,0.17625984996233537,Iris-setosa
+38,4.782991871652207,3.1324527104796203,1.6115033240910066,0.2223746392361703,Iris-setosa
+39,5.50952396466083,3.1010443686547426,4.169222376918247,1.1620267156249005,Iris-versicolor
+40,6.416987008498736,3.0829156367045796,5.256966424757508,2.397485333683296,Iris-virginica
+41,6.056671327776135,2.9678633947408883,4.700229774308459,2.001847484177742,Iris-virginica
+42,5.020611340512307,2.8875706767960847,1.2602739036413115,0.05073140149251118,Iris-setosa
+43,4.947350966532767,3.031124350651551,1.5120496220476136,0.4303991416332783,Iris-setosa
+44,5.355266854659257,3.6024297630542597,1.478995942079249,0.2722385685694336,Iris-setosa
+45,6.0449043342165885,3.0865652326056816,4.567619266597486,1.7444419117791392,Iris-virginica
+46,5.473189848680234,2.543502277392223,4.3972918961808425,1.304030606897372,Iris-versicolor
+47,4.654314478868141,2.730044120210405,1.30543860169924,0.2541491474482557,Iris-setosa
+48,4.916385576018861,3.204161060461838,4.704367518133625,1.9114927648458762,Iris-virginica
+49,6.887768222192616,3.3499125034425408,5.914100307211843,2.4975104519029325,Iris-virginica
+50,4.779342529724117,2.9485678879968473,1.3339764864540886,0.32404157467343797,Iris-setosa
+51,5.161958967840649,3.338571981375428,1.5454454945884737,0.2333039816214437,Iris-setosa
+52,5.207397468029008,3.484021526333653,1.511272397463611,0.41772292365211117,Iris-setosa
+53,4.56803743043354,3.00768794053541,1.5524896071782053,0.3207000742496432,Iris-setosa
+54,5.976175842214047,2.9308304234308697,4.400902209859024,1.6107711555133133,Iris-versicolor
+55,6.420128718601776,2.73449887927222,5.137665750789651,1.7144007822570226,Iris-virginica
+56,6.326542740364748,2.924552220532474,5.012725153874063,1.567758814727046,Iris-virginica
+57,7.366690951638606,2.848225748927465,4.678853819358698,1.4063092573398759,Iris-versicolor
+58,5.093089538793258,2.9440598018929154,1.181389824721993,0.1384173816956158,Iris-setosa
+59,5.566395844922078,2.6584417747029327,4.653887023585263,1.5154699953150312,Iris-versicolor
+60,7.452594604898743,3.3940004157630597,6.347836508819623,2.2925545834730197,Iris-virginica
+61,7.027051448648275,2.642105428155927,4.6467332058278386,1.4377700968774583,Iris-versicolor
+62,5.271537287912869,3.977666631938966,1.5229645413299684,0.37961874213098423,Iris-setosa
+63,6.420605696698333,2.7398455641921178,5.633592521463966,1.568555382047178,Iris-virginica
+64,5.146473138313889,3.832124369932944,1.4257843997563,0.24235360322128108,Iris-setosa
+65,6.6467930881935295,2.774746093609046,5.667354581788264,2.1547601269571506,Iris-virginica
+66,7.397140184611811,2.8033885436388455,5.936508496369622,1.7504267395913558,Iris-virginica
+67,6.332059950383381,2.7973486332034,4.212864583645034,1.3301764492495327,Iris-versicolor
+68,7.101898737600555,2.908280057636136,5.342753806539954,2.3525116559674535,Iris-virginica
+69,5.82222447601416,2.5443407571805636,4.822612123034196,1.3895070456897458,Iris-versicolor
+70,5.415964495113723,2.979957801441729,4.707460006238318,1.3973660402357286,Iris-versicolor
+71,5.269961142602385,3.122983686624712,1.5621198697514305,1.257317726989121,Iris-setosa
+72,6.27705736268652,2.842144428469844,4.774560977588354,1.5793639119941054,Iris-virginica
+73,6.748980428140198,2.8663638783789267,5.289127396578769,2.083107242873929,Iris-virginica
+74,6.826568619839419,2.825877445228481,5.699973510285157,1.739757596206032,Iris-virginica
+75,6.797796538214378,3.293000874286808,5.454302433932693,1.872760948812727,Iris-virginica
+76,5.008446109683309,3.2423075443946194,1.370705325281184,0.1310834828555953,Iris-setosa
+77,5.473069705332078,3.4724561957415156,1.5262111204678777,0.3960051175594297,Iris-setosa
+78,5.352250486483949,2.5045713616694174,3.799240306580959,1.2894622440208339,Iris-versicolor
+79,7.032626642873382,2.8804489184922746,5.203836473664284,1.4984605296535902,Iris-virginica
+80,5.141767736096549,3.3962362944471236,1.6713579876902964,0.26076517358842,Iris-setosa
+81,5.306293999659267,2.7189729193923813,3.610253710127847,1.5303347015367015,Iris-versicolor
+82,6.208300287732012,2.4187332464186984,4.49191780588945,1.649402897226408,Iris-versicolor
+83,5.734901196252608,2.2664762364457025,3.698818756507684,0.8656763778348376,Iris-versicolor
+84,6.326078803492956,2.97140539715218,5.136631406020663,2.018750672649023,Iris-virginica
+85,6.123894807948382,3.3733169334220507,5.1682964470878785,1.8570047709115567,Iris-virginica
+86,4.739797454604381,2.6062003508553606,1.4250816032493583,0.15064645940974186,Iris-setosa
+87,4.250626432574403,3.1062794797764415,1.2595123642146573,0.1761255564618423,Iris-setosa
+88,6.331894029248453,2.8414693354147977,4.079681850600354,1.2567691334382274,Iris-versicolor
+89,4.971405588137417,3.3052673174133167,1.5786672236450892,0.3678111833564508,Iris-setosa
+90,5.541838712968906,2.710482806288862,1.4980445193452125,0.4159754743652858,Iris-setosa
+91,6.151209682057425,2.5023211391522393,4.0745780795146285,1.415531372746998,Iris-versicolor
+92,6.336784118648392,2.947576076389227,4.73866067610413,1.5883821823811326,Iris-versicolor
+93,4.7471973456138885,3.0692968952984785,1.4733977107071532,0.345367449807297,Iris-setosa
+94,5.213274358253931,3.4814895783736475,1.7853318646731924,0.44212292710904183,Iris-setosa
+95,4.70884241157983,2.942820910134615,1.2649890273324775,0.1866255666542611,Iris-setosa
+96,5.604941334115201,2.9196317455970755,3.716707629027104,1.514923102119321,Iris-versicolor
+97,7.101687643937104,2.6061569820761825,6.168665572397823,2.087715945178673,Iris-virginica
+98,6.983198743643843,2.709520532861964,5.588338090780191,1.5963500412236988,Iris-virginica
+99,7.271934751067603,3.1977526053074357,5.607174665598106,1.790699878356648,Iris-virginica
+100,6.381580328214451,2.4638183844552812,4.255592949209829,1.230797191112221,Iris-versicolor
+101,6.342495611061737,3.2641460030110823,5.580761295194985,2.3276942235492966,Iris-virginica
+102,5.953930499106496,2.7549222200834627,5.172194928612294,2.0336156195293067,Iris-virginica
+103,6.479213743714785,2.9179168967309788,5.355018722611662,2.0013415852465286,Iris-virginica
+104,6.10324344835195,3.0951187303289003,4.814018222506337,1.5895830373646465,Iris-versicolor
+105,5.190854290482253,3.660749310290846,1.2649945389816988,0.23707129674203378,Iris-setosa
+106,5.693604879547784,3.022733815184687,4.057549228055543,1.1275332157966147,Iris-versicolor
+107,6.4111959102981295,2.8689755384661444,5.471815281384521,2.3545015884990708,Iris-virginica
+108,6.6037870677890265,3.062337362872166,5.350060704148208,2.118564205623072,Iris-virginica
+109,5.5097276299314,2.5984551766731587,3.802292660896576,1.1544314727905896,Iris-versicolor
+110,5.876997504323203,3.278550826070661,5.123484572006751,2.3574592437153803,Iris-virginica
+111,4.820396648615545,3.203530928508386,1.4762851907395231,0.3369102244136655,Iris-setosa
+112,6.029607369792798,2.7967762089970845,4.992686984250513,2.1087432585775376,Iris-virginica
+113,5.5839759544039005,2.2421395652744565,3.2036173261024024,0.8653785478481012,Iris-versicolor
+114,6.36448968777917,2.9459188573463395,5.120199700556883,2.1693958990640487,Iris-virginica
+115,4.997970727920428,2.4337116747709415,3.4233423038486435,0.9790092963997231,Iris-versicolor
+116,5.397241855411944,2.3445947930237168,3.4949292781403347,1.1543059643223499,Iris-versicolor
+117,6.467669366502438,2.99994614288864,5.6824226069922075,2.217258078164668,Iris-virginica
+118,7.259382312722887,3.368110008817247,5.638766244359137,2.4682807283603414,Iris-virginica
+119,6.668041530703842,2.863147234112166,4.839576348758875,1.5164213210272435,Iris-versicolor
diff --git a/iris/tvae/2/17/test.csv b/iris/tvae/2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/17/train.csv b/iris/tvae/2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/17/val.csv b/iris/tvae/2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/18/synth.csv b/iris/tvae/2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5cfd51e04a73747c7640ed12982b009fee4e5e6e
--- /dev/null
+++ b/iris/tvae/2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.723563353910672,2.4255721725938724,4.052235370676311,0.9278443912808865,Iris-versicolor
+1,6.262223236347069,3.1016123319579703,4.507553932359007,1.7033764701846357,Iris-versicolor
+2,4.424695692139561,3.0800540212697145,1.5403040095781104,0.1431490850566921,Iris-setosa
+3,5.313424461690049,2.7348829072319893,4.433649737345248,0.8883898337938415,Iris-versicolor
+4,5.667438645833727,2.8262659649431163,4.385800241529439,1.0148504862567622,Iris-versicolor
+5,4.807220132952192,3.1689856611291334,1.4148433701585512,0.29796572603324056,Iris-setosa
+6,7.001829460998327,3.098860696569976,5.170956741320999,1.527047194612303,Iris-virginica
+7,7.198473210332568,3.340852709415055,5.8367722002231766,2.438523605665619,Iris-virginica
+8,4.811827882541655,3.1932796466449105,1.5214607521907326,0.3218923561973147,Iris-setosa
+9,4.877687856810922,2.6405348068681818,1.5740879752939474,0.2739483991083935,Iris-setosa
+10,5.349907454202969,3.8222246395684514,1.6191509188086513,0.32257175032782764,Iris-setosa
+11,5.078236851945764,3.620603098507401,1.4161934654708928,0.24566664788745807,Iris-setosa
+12,5.1111720393013425,4.059731193994091,1.3219059303724086,0.2388638638174448,Iris-setosa
+13,6.295230018821619,2.866500652678779,5.332323958500506,1.9478921849790791,Iris-virginica
+14,6.032946023136764,3.129270901232177,5.159165453354882,2.2065325970368503,Iris-virginica
+15,4.795903758055296,3.4527898036485247,1.4189625011205842,0.19137258064871177,Iris-setosa
+16,5.0204501765281355,3.5332167223926056,1.5219441892202699,0.22542722414460703,Iris-setosa
+17,4.665560956948157,2.957407001670026,1.587523396040848,0.19026057369690358,Iris-setosa
+18,5.31660078301963,3.4121782003616064,1.7142334108100974,0.37550737028552567,Iris-setosa
+19,5.676193590918407,3.1392662871683625,4.3435387265998875,1.326369928223738,Iris-versicolor
+20,7.063215419482047,3.1321123174689105,4.810705858546837,1.5615596245002423,Iris-versicolor
+21,6.750170425109286,2.5829310537623043,5.731614839288031,2.1063175997784476,Iris-virginica
+22,6.2020063808908565,2.625357903957102,5.012425721497049,1.6323754138050175,Iris-virginica
+23,5.593873310718205,2.9556330604570347,4.872173982019215,1.8446041551222412,Iris-virginica
+24,6.6596195162721905,3.0909137190939306,4.8311160189432725,1.7139832700927589,Iris-virginica
+25,5.192143315435891,3.417019066985233,1.4898265848662575,0.37677115808590206,Iris-setosa
+26,6.4972303331739365,3.27183576274023,6.0770884704914945,2.441243251851957,Iris-virginica
+27,4.852837948972663,2.543881787429729,1.6008337032185107,0.39690914795275656,Iris-setosa
+28,6.208361037253911,2.684816802416347,4.76483314553074,1.533528880337108,Iris-versicolor
+29,6.525053589853219,2.997505349440516,5.324359218080552,2.253735302359689,Iris-virginica
+30,6.643615007640134,2.9548249104328668,4.590609277618274,1.367484504368914,Iris-versicolor
+31,4.806442360296664,3.14495933937766,1.586753363391751,0.37804411097278007,Iris-setosa
+32,6.304996197889357,2.776189784542056,4.57017229418261,1.6650703490620704,Iris-versicolor
+33,4.92258506591775,3.3024413962244656,1.3107981278930765,0.21649387662187664,Iris-setosa
+34,5.997486172663444,2.953812091637289,4.8636232382847755,1.550381168282549,Iris-versicolor
+35,4.918078826767384,3.5590468722422006,1.4106709036236487,0.2780932573755308,Iris-setosa
+36,4.914902281662586,3.6577628926983494,0.903360861258745,0.17516424991983454,Iris-setosa
+37,6.52981194778815,2.848164043426368,5.33291974984752,1.856952704725206,Iris-virginica
+38,5.026643067773405,4.077815177987356,1.1686075301209722,0.18829668554533674,Iris-setosa
+39,4.589900527309419,3.19162629005781,1.2288008251316795,0.2611577728820265,Iris-setosa
+40,6.4359671166757675,2.7986880334901603,4.949915834292192,1.5177484213223325,Iris-versicolor
+41,5.964458415626445,2.897156611699932,4.631406401440629,1.5698223921988748,Iris-versicolor
+42,6.481313901799392,3.224396153280092,5.255354712817763,2.5288373128778723,Iris-virginica
+43,5.194814484648275,2.179848355127997,3.353322772204092,1.0292126163709758,Iris-versicolor
+44,6.547402937784694,2.6077267870369942,4.841954984240457,1.6342371567709866,Iris-virginica
+45,6.243345158441003,3.215594063988658,4.647286468849976,1.8694226260226743,Iris-virginica
+46,6.454141842919517,3.0967995462772797,5.5705161252036035,2.1883496526392805,Iris-virginica
+47,6.551730113440894,2.505690063442295,4.825473625394772,1.184032753574323,Iris-versicolor
+48,4.926217158326583,3.231039996422009,1.2941038826041642,-0.05072279956805298,Iris-setosa
+49,5.101243108642771,3.3876223729940267,1.4696819268588068,0.15585092774561837,Iris-setosa
+50,5.406146222529868,2.8839612895784077,4.703855413458243,1.3973654280633363,Iris-versicolor
+51,6.208554430935104,2.7578697837105555,4.202997035149987,1.3418525079440888,Iris-versicolor
+52,4.7242950915415385,3.0530129769647196,1.5486865579526627,0.17028086816900803,Iris-setosa
+53,7.381582036401828,2.749841108203504,6.23897954522104,2.2199446379717926,Iris-virginica
+54,5.009479694030389,3.235913626351169,1.5443767851667223,1.060010945184275,Iris-setosa
+55,6.471099749150269,2.430042683310807,5.425488181274881,1.8098583287412988,Iris-virginica
+56,6.734564377075516,2.9946030369078787,5.35143451740096,2.06048272423512,Iris-virginica
+57,4.484642228734918,3.034640462348814,1.4822234220716064,0.22464376854485804,Iris-setosa
+58,6.096830402847126,2.7357285886640956,5.190243132033081,2.157319637014608,Iris-virginica
+59,6.293962821798474,3.1091130295965206,4.486069038486557,1.6154846351169365,Iris-versicolor
+60,4.9959669677617775,3.49845996847648,1.4203813560351426,0.3428721100027556,Iris-setosa
+61,6.3448548852642155,3.5488303896700253,5.245445082840586,2.1574040952791833,Iris-virginica
+62,6.19065329950336,2.6774043145419215,4.613474990705267,1.662482765211547,Iris-versicolor
+63,6.640829109919694,3.3154087258367637,5.492187108580466,2.3826086280589855,Iris-virginica
+64,5.02567535454588,3.8775772403475273,1.5488431409030845,0.2174305372620547,Iris-setosa
+65,5.793970927443812,2.956123228052823,3.5564586174403545,1.4290127792918723,Iris-versicolor
+66,5.61504223193311,3.1969628184920094,4.778869417945237,1.8053443027898861,Iris-versicolor
+67,5.2961980437058,2.8385136710081835,3.987567022243881,1.5562497512894644,Iris-versicolor
+68,5.602734178332188,2.6147955599575683,3.9382716702197196,1.1069398470853136,Iris-versicolor
+69,4.958908592019203,3.403990933739446,1.4574038745000943,0.27603854933307614,Iris-setosa
+70,5.011165885842725,3.237991427000125,5.048514561192734,1.8779393397982276,Iris-virginica
+71,7.009391560823798,2.9483824795275866,5.677313421298265,1.593927837423613,Iris-virginica
+72,6.092951226720801,2.7033384081627023,4.5376338659407915,1.654396322992163,Iris-virginica
+73,5.859842801510121,3.1362410863656214,4.950260747812483,1.53800623206807,Iris-versicolor
+74,5.810954875192356,2.761912864161272,3.660337902065487,1.329478979026433,Iris-versicolor
+75,6.331127542518288,2.6342334918844346,3.8537045273875568,1.221631388393298,Iris-versicolor
+76,6.788058670420638,2.9965307104254952,5.574252458227736,2.2546536554356713,Iris-virginica
+77,6.408128979376394,2.9311267436730155,5.528072900876211,1.8327511164697543,Iris-virginica
+78,5.351823754407481,2.9709470255759536,4.977344865555656,2.1726803396285117,Iris-virginica
+79,5.580475459734891,2.630526630263638,4.227686145688013,1.2240361424439823,Iris-versicolor
+80,5.005388804091128,3.5189516340672156,1.153605701765088,0.28354067958134027,Iris-setosa
+81,5.34452902075579,3.5038481106957393,1.3413641542407295,0.2585267411923846,Iris-setosa
+82,5.796696138588471,2.81624045093919,4.947861050227752,1.5647436796700203,Iris-versicolor
+83,4.801296523800739,2.874100947482441,1.49562380943898,0.30134156402687146,Iris-setosa
+84,5.295127748995496,3.2266552750615918,1.4870134860023783,0.2710119424977283,Iris-setosa
+85,6.617260463390105,3.2183388942830953,5.631851125332991,2.0418583509787847,Iris-virginica
+86,6.466521713497611,3.1437251330351086,5.63096910644881,2.048403480868853,Iris-virginica
+87,6.798308490581302,3.174616553740674,5.729956973923886,2.674047366533013,Iris-virginica
+88,5.683782728375415,3.33889305737343,1.2762894966441058,0.11012808083107117,Iris-setosa
+89,5.636300173531779,2.8383689642998817,4.052664571560514,1.404140619101994,Iris-versicolor
+90,6.66394263166752,2.8326533649458194,5.3954934045691205,1.892960977680445,Iris-virginica
+91,5.414324786823576,3.060687118344796,1.5998539664017117,0.30852634635177384,Iris-setosa
+92,5.202040583127089,3.382859649567333,1.3620669046488398,0.3008311021630551,Iris-setosa
+93,5.1108794846078,2.8249554594971777,4.357013913248864,1.1506225982505054,Iris-versicolor
+94,4.876159520842893,3.1537651309731127,1.5797346582421556,0.28015754863071807,Iris-setosa
+95,5.323123941749501,3.371146335486352,1.6828081676350635,0.41252653072349066,Iris-setosa
+96,6.529126684274328,2.901461460115736,4.42847749450367,1.6190901502006747,Iris-virginica
+97,6.795019621173203,3.3568339695873206,5.528286066088708,2.199933551093963,Iris-virginica
+98,6.842724048773495,2.6140607551486177,5.956793594792677,2.0926824569905165,Iris-virginica
+99,6.123859476140154,2.9426704722514723,4.09851292067148,1.5189368225028745,Iris-versicolor
+100,5.878894522294012,3.1566200256513044,5.637700206163194,1.677214961460106,Iris-virginica
+101,4.955008718246863,2.9739198871769656,1.347979545218625,0.2742659722064516,Iris-setosa
+102,4.997964860330717,3.5387892827938496,1.7043286590807019,0.24457242851984984,Iris-setosa
+103,5.78880724165233,2.4950810907803445,4.080918785374967,1.1737610009033848,Iris-versicolor
+104,4.707438350261905,3.315375812740829,1.530613512861512,0.034563938905747715,Iris-setosa
+105,5.366557431405242,2.986867693920141,1.7150738716578577,0.2757282868974977,Iris-setosa
+106,6.861818231351372,3.0436836900545368,5.15357595807781,1.5704319315127695,Iris-virginica
+107,5.749301225668151,2.6701857272383913,4.797237325316884,1.7528285100224377,Iris-virginica
+108,5.265948564082846,2.915494932624135,1.7085998632754118,0.3506309779578944,Iris-setosa
+109,4.879674008516423,3.4502863591064687,1.4854276060133613,0.16624372375698582,Iris-setosa
+110,4.99790766155291,3.02645592334911,1.5010432944200993,0.07969139992718957,Iris-setosa
+111,6.225572664888161,2.581541697355053,4.924719269512089,1.493975385995935,Iris-versicolor
+112,5.424837875933984,3.2181698761019,4.465158339079598,1.5136858873563659,Iris-versicolor
+113,4.893216124013517,3.517349703871143,1.355597537196403,0.18463385449178465,Iris-setosa
+114,4.7436488932877,3.2209240140557585,1.3170271304797994,0.22179889803036054,Iris-setosa
+115,6.72289705749325,3.075511487721647,5.912263401492342,2.04156052587587,Iris-virginica
+116,5.056091283384787,3.531348508743325,1.4987396073465546,0.2704874589128206,Iris-setosa
+117,5.862597969212269,2.4849024390827914,4.4325463562670455,1.3745657834870482,Iris-versicolor
+118,5.976852484473432,2.6878148083764484,4.504740966845403,1.2501440347625925,Iris-versicolor
+119,5.371046234428377,2.831872054362452,4.698242632372615,0.514252644316872,Iris-versicolor
diff --git a/iris/tvae/2/18/test.csv b/iris/tvae/2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/18/train.csv b/iris/tvae/2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/18/val.csv b/iris/tvae/2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/19/synth.csv b/iris/tvae/2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..10ede682e42f2cdd16f600ff1fbc9a24f4b94e4c
--- /dev/null
+++ b/iris/tvae/2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.476125040818542,2.3455940651497507,4.068946127129909,1.2367278103146173,Iris-versicolor
+1,6.07457276481666,2.903297506421279,4.129811116618028,1.1303936607735332,Iris-versicolor
+2,5.256370690415177,3.2560715643418736,1.601583418037316,0.3588054431263829,Iris-setosa
+3,5.848511169135155,2.639693883835352,4.900734325215961,1.6815690906626974,Iris-versicolor
+4,5.2206866651601365,3.910527278766156,1.429819015653756,0.27606562226566683,Iris-setosa
+5,5.08836800622498,2.259288430694775,4.270783652600803,0.6586572932947643,Iris-versicolor
+6,6.329846786374555,2.486683011715666,4.742929646430996,1.5135738204071627,Iris-versicolor
+7,7.385510694836832,2.977808228409262,6.512371561214621,2.4274318711914833,Iris-virginica
+8,6.2778796804355546,2.9763525403368583,5.427452001806198,1.7985480791934814,Iris-virginica
+9,4.917257098070614,3.0704661577555132,1.2648334719208472,1.335685743689004,Iris-setosa
+10,6.431776824163293,3.3148736367293674,5.609633586857442,2.281684883260861,Iris-virginica
+11,5.366682230119269,3.231338535637398,1.488314909710531,0.1999807704576811,Iris-setosa
+12,6.234189461423714,2.8189903175718705,4.73417250369274,1.7531851013196773,Iris-virginica
+13,6.201923674016412,2.6745992017717293,5.324077137888356,1.8724435946210958,Iris-virginica
+14,5.633194056223686,2.6683225129709194,3.8447309354983235,1.0568349861889315,Iris-versicolor
+15,6.229739612853314,2.611983414847709,4.725718397689918,1.3609276724298773,Iris-versicolor
+16,7.397765462443355,2.626248455498143,5.577377953407714,1.7264633829281484,Iris-virginica
+17,7.313082887255709,3.010369256987909,6.095974583450488,1.6952152775338427,Iris-virginica
+18,6.30751504654206,2.7694291904887924,4.844835557106655,1.7073917826343008,Iris-virginica
+19,6.882608013957965,3.089184528362085,5.33663262371833,1.715199705569203,Iris-virginica
+20,6.542857030585443,3.0834062513351914,5.5604025181069865,2.345139702854648,Iris-virginica
+21,5.303173068937359,2.5534837936876302,4.235442033698919,1.5817183830623966,Iris-versicolor
+22,5.850715247931927,3.0643277531191386,4.803783497653925,1.493184503521049,Iris-versicolor
+23,6.009370953997182,2.6550733345508974,4.6236744300310555,1.2477187943916386,Iris-versicolor
+24,6.874376507136564,3.1392677280925483,5.705506596716392,2.0861601831172796,Iris-virginica
+25,5.0491404479530235,2.9218566863578204,1.4884894869305934,0.19527755320231482,Iris-setosa
+26,6.710212687634191,3.0061496572337125,5.528986999227418,1.9086394822405133,Iris-virginica
+27,5.723702458231897,2.8876101167910306,4.397837110692513,1.123847208941208,Iris-versicolor
+28,6.128003821574023,2.681319084027087,4.2813538987639035,1.2922289808483818,Iris-versicolor
+29,6.068511167441159,2.6763317872667645,3.9946707798801677,1.6659297317292383,Iris-versicolor
+30,6.647910947289538,2.576139763563499,4.788361077200889,1.5208192473772184,Iris-versicolor
+31,6.080481994724306,2.5853491470829724,4.290438805556036,1.279942367335027,Iris-versicolor
+32,7.567904394941517,3.841377637689215,6.363182430701185,2.090418261717186,Iris-virginica
+33,6.2301502025709405,3.0207969133003507,4.7697536293867735,2.125022171367735,Iris-virginica
+34,6.223657744369142,3.0617698914068514,5.537734996872957,2.4646075902285753,Iris-virginica
+35,5.73588817923794,2.8556509457490176,4.549069213461537,1.5510379059118686,Iris-versicolor
+36,5.769194995888226,2.979046362170079,4.6152165164467265,1.4256413503237653,Iris-versicolor
+37,6.253908183448762,2.8147169650799424,5.1749694854136035,1.9175342804336681,Iris-virginica
+38,4.441700093369814,2.928397649737619,1.3642690334048977,0.1902306886042956,Iris-setosa
+39,4.578621956745807,2.755970782309296,1.605552849010688,0.30949091940065654,Iris-setosa
+40,7.491809067342156,2.7455166668344737,5.58020387086748,1.739788552143752,Iris-virginica
+41,6.123303934220917,2.594442827370454,4.8121564235484025,1.6376425057357118,Iris-virginica
+42,4.909054723969837,2.109622426230573,3.11624988358955,0.7294905472474008,Iris-versicolor
+43,4.471349646271629,2.774618940647304,1.200989644842916,0.1660305880113429,Iris-setosa
+44,5.157314243062534,3.8016193412111914,1.4714492569786815,0.2436978442440442,Iris-setosa
+45,6.807409612117105,3.2918803302650854,5.456918262612932,1.3368355487073136,Iris-versicolor
+46,5.346569653855632,2.945813373230586,4.883653470538002,1.1681698849063205,Iris-versicolor
+47,5.737274744996815,2.8361119609473895,4.382002921535734,1.3945317888839526,Iris-versicolor
+48,5.551243834482166,2.212780611569759,4.041533188063985,1.09369014705658,Iris-versicolor
+49,4.896312036207502,3.3071967371089874,1.495419531774403,0.2582135460091966,Iris-setosa
+50,6.091964692691787,2.1617682129604936,4.6248711469359005,1.3558904627629258,Iris-versicolor
+51,5.221298136268182,3.055983050221436,1.590530445624498,0.30646365869225056,Iris-setosa
+52,5.415073060957561,2.778647266428705,4.3403051399393995,1.3303825230091704,Iris-versicolor
+53,6.024283520168254,2.7658709264617958,4.520303431577254,1.3727824309032515,Iris-versicolor
+54,4.54513523809568,3.826266970616355,1.361076739320413,0.20511935973257275,Iris-setosa
+55,5.496993281947667,3.6893338851862776,1.6025436491555192,0.3029449112097494,Iris-setosa
+56,4.469933878225067,3.0817936046448957,1.165809933205993,0.10743438957406834,Iris-setosa
+57,5.3804087815695985,1.9765600138062411,4.223223025171007,1.319151406131767,Iris-versicolor
+58,6.028981330802995,2.9670338543369463,4.660178284837175,1.4981556639657847,Iris-versicolor
+59,6.791665039356032,2.6619419690616195,5.033540804946551,1.6735746001557255,Iris-virginica
+60,5.894879064197722,2.636761030792547,4.840069579120724,1.5101147399528225,Iris-versicolor
+61,4.8804837345845,2.309388306814097,3.355842781004041,0.9570907622040558,Iris-versicolor
+62,4.71903821220607,3.3833598959270477,1.6502358142187143,0.2301827202894665,Iris-setosa
+63,5.432127394013351,2.57755928662365,4.051010654278697,1.4284549435987135,Iris-versicolor
+64,6.884054326431558,2.730739266781053,5.349200070171337,2.0717664460755225,Iris-virginica
+65,6.258031004460871,2.8037292912882714,4.6090793693130125,1.7732902238164359,Iris-virginica
+66,5.917555516316186,2.8059908580040718,5.01061970864571,1.8720553262908044,Iris-virginica
+67,7.1254475334160485,3.4006713316198445,5.924084772989387,2.1901037906877674,Iris-virginica
+68,6.508220089065084,2.7495283840653046,5.478644039232674,1.883379838212071,Iris-virginica
+69,6.499188931784334,2.786348387085341,5.543492634445098,1.9753617020903511,Iris-virginica
+70,5.8169004439824405,3.063054001006616,5.531564184391858,1.9821250137222801,Iris-virginica
+71,6.257917261790219,3.26477805976394,5.319565928585751,2.266666988607873,Iris-virginica
+72,4.5467802542895726,3.2861030529831945,1.5180490945382132,-0.07267729377429943,Iris-setosa
+73,5.946220320730959,3.0336748491679786,4.8578769047671875,2.065663882637786,Iris-virginica
+74,6.565226323117014,3.0797113309844195,5.582607798103992,2.1115975086924816,Iris-virginica
+75,6.297730390609335,2.846010692420572,4.695174132940481,1.466399563356998,Iris-versicolor
+76,4.427321165210468,3.2467119431319946,1.0991058639711169,0.22430891030887165,Iris-setosa
+77,5.132218874911059,3.192729560421989,1.3928255435240153,0.38979764672062556,Iris-setosa
+78,6.535949821629814,2.447879752206476,5.134720156001231,1.460058000440839,Iris-versicolor
+79,6.789876965886238,3.1120349014679425,5.575466843896445,1.5854931642655095,Iris-virginica
+80,6.535359055764833,2.7805620285671657,5.682541742061637,2.2114560106945937,Iris-virginica
+81,5.993662318982829,3.0792194744477452,4.76123646843101,1.6869464527635798,Iris-virginica
+82,6.442811167625567,2.8946764604655395,4.954839572398012,1.727301937053176,Iris-virginica
+83,6.618732782448722,3.0326627317768557,5.492527542157234,1.6390709753619468,Iris-virginica
+84,5.1577840399428645,3.2658046803448384,4.805387233158875,1.985229481387744,Iris-virginica
+85,6.427172983750254,2.983690939956276,4.926044205439503,1.98289021286251,Iris-virginica
+86,6.323996805496207,3.392333433112929,5.461107115376407,2.4625609408792712,Iris-virginica
+87,6.308509240944413,3.125892307883975,4.624063403183786,1.7355770521922043,Iris-versicolor
+88,6.717475236914822,3.108186478237882,6.091119133683409,2.242260038737572,Iris-virginica
+89,4.857473959669387,3.5352118367691237,1.530426562479669,0.3391325289681757,Iris-setosa
+90,4.793035286451169,2.8509339369580764,1.547027969554442,0.28036186380426376,Iris-setosa
+91,6.937261938405884,2.516207676822341,5.884028925570405,1.5517408468621705,Iris-virginica
+92,6.079104040651909,2.8363340540280366,4.434969125761054,1.1417701821001196,Iris-versicolor
+93,5.39808701137526,2.7218451373078785,3.983388572436278,1.2520357450595347,Iris-versicolor
+94,6.495675762922488,3.5749783473962613,4.928566093880945,2.1011531325071715,Iris-virginica
+95,6.352695502352469,2.9762042459990057,3.9574244689055735,1.2421660569895963,Iris-versicolor
+96,6.310238938540523,2.861084752925984,4.938366655432085,1.6227397294859462,Iris-versicolor
+97,7.113791835193812,2.6009583806874925,5.523061188044139,1.7536494226510912,Iris-virginica
+98,6.589232677002565,2.917252796419576,5.131223275588769,1.7218488565858938,Iris-virginica
+99,6.439435570364548,2.6521341894608725,4.208235139096331,1.4833759096769803,Iris-versicolor
+100,5.534328402959421,3.1889552896050644,4.585096455104084,1.5857511462075442,Iris-versicolor
+101,4.824617433176399,3.3049700058854734,1.4593221537809034,0.1820821132850723,Iris-setosa
+102,5.417552903065454,2.648983802057668,3.918111826265622,1.3452051534416953,Iris-versicolor
+103,5.49474989385606,2.7112304952790853,4.298496468465232,1.3674190555579102,Iris-versicolor
+104,6.419023360898777,2.9810545038621523,4.543061258597193,1.5306934381736739,Iris-versicolor
+105,6.6537595821447795,3.0205762538802197,4.65455234819602,1.4713951719541243,Iris-versicolor
+106,4.619892960775313,2.7393934713866015,1.602122303136656,0.16836943767015167,Iris-setosa
+107,5.553129158782337,2.9101465259110766,5.256810759594422,2.1547115387124016,Iris-virginica
+108,6.157893516384218,2.735187651897604,4.205840069384668,1.2447793198766164,Iris-versicolor
+109,5.869368227987373,2.9805541160657314,5.057716985471721,1.7119991860972787,Iris-virginica
+110,6.59255904532942,3.4190880513877273,6.121261732804339,2.4771172563853066,Iris-virginica
+111,6.470005673974243,2.8194212918843027,5.584904368733531,2.221175877950614,Iris-virginica
+112,6.171958059260529,2.4727901033733763,5.105311145493412,1.748647279324823,Iris-virginica
+113,4.758002183204743,3.1594171279635335,1.4809675067528825,0.21479184335204124,Iris-setosa
+114,7.4239378023437705,2.9134211334469295,6.333107502911798,2.3030103153844053,Iris-virginica
+115,4.864459693019993,3.2602089013180193,1.1782070889490681,0.2070695501791354,Iris-setosa
+116,5.836340342400756,2.95408054567031,4.761646271579879,0.4128478642807729,Iris-virginica
+117,6.40572661225465,2.2921368877578887,4.65127288937939,1.4840984283604595,Iris-versicolor
+118,6.965333664909309,2.9917422420949733,5.997254102539096,2.162252512838259,Iris-virginica
+119,5.194434879297761,2.5576385930498056,3.549702421611487,1.0579200024965925,Iris-versicolor
diff --git a/iris/tvae/2/19/test.csv b/iris/tvae/2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/19/train.csv b/iris/tvae/2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/19/val.csv b/iris/tvae/2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/2/synth.csv b/iris/tvae/2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e76dd446da3269c506d9a5d857fbf80720e63c20
--- /dev/null
+++ b/iris/tvae/2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.324462854050839,2.5780697200779708,1.186701215478293,0.2599426492768899,Iris-setosa
+1,6.5549705393302435,3.0460964858743487,4.915255137886229,1.9164237653656302,Iris-virginica
+2,6.340035965942298,2.6643390987343922,4.469797465847284,1.325150710354844,Iris-versicolor
+3,7.208540007703967,3.020871350772185,5.611649311999484,1.6966376847655218,Iris-virginica
+4,6.005555188672712,3.533283517970412,5.581075475075207,2.543721244082082,Iris-virginica
+5,6.287522348745767,3.481802332573258,5.779952822484608,2.422847362822341,Iris-virginica
+6,6.244138027811612,3.018666004577746,4.673363906511751,1.9274277312354042,Iris-virginica
+7,7.067151200911776,2.6161300989079526,6.2717818193512125,2.3921090330458856,Iris-virginica
+8,4.909073201959139,3.433701978023447,1.5894455027160646,0.32709942112427326,Iris-setosa
+9,5.693747200446153,2.764916275982335,1.5688133034391205,0.34900562944024965,Iris-setosa
+10,5.633708311014683,2.7513755157630557,4.093366720815943,1.4168637498309755,Iris-versicolor
+11,5.029098600244445,3.0413695680826103,1.6168958512893346,0.2881232219218384,Iris-setosa
+12,6.391493201868789,2.6097584585097025,5.1556234539469195,1.8695198558983661,Iris-virginica
+13,6.739694403057684,3.0260244225266026,5.377856613076743,1.7482678886581413,Iris-virginica
+14,5.187763622896297,2.339874323138048,2.7947420910709395,1.1495347398677975,Iris-versicolor
+15,5.204830919700109,3.185434222206161,1.3778340410633327,1.400493116659181,Iris-setosa
+16,6.901823454751106,2.56966416991941,5.920514470133134,1.817157442348943,Iris-virginica
+17,5.586723434430205,3.0748418378641165,4.272194360226772,0.950406228732029,Iris-versicolor
+18,6.311209651538152,3.1398119029921596,5.501560596288744,2.2830963203016923,Iris-virginica
+19,4.492710297317685,3.0161748742633696,1.603625463403228,0.30998384432355935,Iris-setosa
+20,6.207109772262666,2.7142666435048417,5.278465857839362,2.17861113483604,Iris-virginica
+21,7.158993695170134,2.7968477266991543,5.767090738820498,1.7581403252723433,Iris-virginica
+22,5.616438434436088,2.570763505463937,4.25529496953412,1.4473416994375983,Iris-versicolor
+23,4.807634774521407,2.8944104559448975,1.4645070512757683,0.32982523173838785,Iris-setosa
+24,6.435638649096531,3.819269758521512,5.578016909753626,2.228401082172757,Iris-virginica
+25,4.85981630745152,3.625320478074932,1.3597595830253733,0.21491069307761285,Iris-setosa
+26,5.994228978593411,3.053236810600406,4.248733795754135,1.4534605071412503,Iris-versicolor
+27,4.762275066928864,3.0154063306103605,1.3214550178818565,0.04861429105471654,Iris-setosa
+28,4.881376089137606,3.151865681718893,1.3963053856266117,1.0937858216485572,Iris-setosa
+29,6.754146613265811,2.9708208444384376,5.43240710631335,2.023764129211091,Iris-virginica
+30,5.9501716140186565,2.8457188476793664,4.1393410941362045,1.5721352203771073,Iris-versicolor
+31,5.695636341505135,2.9497650570782783,4.265269148407429,1.3116706291169051,Iris-versicolor
+32,4.5040904126947074,2.9743632903821275,1.3884209610842138,0.25262788406649095,Iris-setosa
+33,6.17189406191166,2.5555691313841598,4.815712582554004,2.130717160842153,Iris-virginica
+34,6.569831447067769,3.2931549446890553,5.646294705931885,2.6273913898718986,Iris-virginica
+35,5.832599552393385,2.904007091872732,4.747793982334417,1.7456518249494226,Iris-versicolor
+36,5.597539492036078,2.9836600042236507,4.368748340821188,1.1779238328757065,Iris-versicolor
+37,5.068144345781134,3.7551611755631784,1.697359803629013,0.2741507623835979,Iris-setosa
+38,6.974448761471903,3.197067420114356,5.73732307057201,1.6358953713685171,Iris-virginica
+39,6.49786837053944,2.705045347337012,5.02904133884391,1.7675162955283978,Iris-virginica
+40,4.735271072126707,2.993439050335217,1.5987206731252999,0.14356384432706526,Iris-setosa
+41,5.4433424842783,2.9359926923065633,4.08655860162681,1.5382537620993906,Iris-versicolor
+42,6.031710883941076,2.596864843121909,3.769040481784868,1.2987220212189616,Iris-versicolor
+43,5.946217311711977,2.3698728238175124,4.03474049225557,1.1356387152310323,Iris-versicolor
+44,5.913586874049541,2.4350222327989464,3.8033694912559652,1.2160718537659534,Iris-versicolor
+45,5.555714027949886,2.984711488501101,4.8992391583383625,1.5786076342359956,Iris-virginica
+46,6.1743063790078745,2.9507715677115884,5.1014560191882055,1.8395042878107333,Iris-virginica
+47,6.434953025560189,2.9288861188009334,5.183676268807729,1.9617374681142126,Iris-virginica
+48,4.64314113029595,3.7818558067395145,1.351347428175952,0.32630427107824883,Iris-setosa
+49,6.83313848956675,3.1085716782792705,5.750809835296341,2.0003009657307236,Iris-virginica
+50,6.41464467334533,3.5173161750014015,5.609329973013658,2.4807759576467663,Iris-virginica
+51,5.373789068582131,2.525566341176982,4.173674558916219,1.0206097036247512,Iris-versicolor
+52,5.22340465447461,2.7514011396939617,4.2307199653344165,1.2938202098165663,Iris-versicolor
+53,5.65315762483355,2.9745834862769875,4.166313846830904,1.2632930517050136,Iris-versicolor
+54,5.915298476843633,2.7355634948040053,4.8383484572396,1.9497733579056784,Iris-virginica
+55,8.083297956572496,2.486763677797169,6.475990571666602,1.8771114040183214,Iris-virginica
+56,5.512487893972553,2.5981997033463684,3.4362669533028996,1.0653772971748037,Iris-versicolor
+57,6.278912825954515,2.7658017998915003,4.620537190453365,1.4921573577827105,Iris-versicolor
+58,6.998989422550988,3.0726520389124383,5.797483993812955,2.1971943923436728,Iris-virginica
+59,4.190760585254751,3.015405449050654,1.1855976849637808,0.1534611565114626,Iris-setosa
+60,4.764670805547157,3.5206137776429527,1.5487430460171692,0.2664592180793278,Iris-setosa
+61,6.129224285342667,2.7985130365448594,4.887361697323766,1.3317776144019384,Iris-versicolor
+62,5.515346333779472,2.798071149878063,4.278131418911833,1.3015672976747168,Iris-versicolor
+63,5.953929721005936,2.6771203190563257,4.0369733915536,1.200062592556599,Iris-versicolor
+64,5.328485187468965,2.9797183801219953,4.339840359008128,1.4549032061274179,Iris-versicolor
+65,5.129113839305573,3.80166222366777,1.4433790833331055,0.15387883314618087,Iris-setosa
+66,5.654844457467234,2.5917938070432416,4.662816927046473,1.6778469183475229,Iris-virginica
+67,4.7030857499063154,2.9961212421877073,1.5550706028840626,0.25097163199396055,Iris-setosa
+68,7.69409639807318,2.967408096221165,5.765373593980179,1.4726765873766208,Iris-versicolor
+69,5.397735773233161,2.70540871342158,3.7283166465606525,1.243876380265372,Iris-versicolor
+70,7.3325395066028385,2.959335431467116,6.437817057457211,2.1231922380377366,Iris-virginica
+71,6.1868105197271674,2.8868514881853105,4.5428273472493546,1.5899013198588894,Iris-virginica
+72,6.585286154745595,3.199296408281483,5.3052688379596775,2.459289382184612,Iris-virginica
+73,5.4888618702758585,2.8264699139886247,5.110147459433644,0.4040881245906796,Iris-setosa
+74,4.487937240589277,2.944234291747897,1.254975541687351,0.18449564168065508,Iris-setosa
+75,4.559124134233637,3.221405965889233,1.146759592364359,0.10116079392668786,Iris-setosa
+76,5.350226717124023,2.8748490298084755,4.71496530405236,1.6253182921562703,Iris-virginica
+77,6.283079816956801,2.9391168380429793,4.789186359147668,1.6712587745000789,Iris-virginica
+78,5.13302607680279,3.6218838849384816,1.6497512759562225,0.5080346449526949,Iris-setosa
+79,4.73239482265012,3.2489011199727513,1.4038748184218117,0.2927047284988035,Iris-setosa
+80,5.469861994499312,2.7018544548077688,4.468567572663358,1.5920380454768313,Iris-versicolor
+81,5.202585454268316,3.4096254293559216,1.9419622483729864,0.4695362154029936,Iris-setosa
+82,4.839085451654587,3.0847810805485576,1.4359552072293453,0.18375159706392835,Iris-setosa
+83,5.765106829918331,3.009512616628305,3.697352894965915,1.2316165290108605,Iris-versicolor
+84,5.011973308531458,3.811073630617299,1.6460553484751888,0.3330381987872443,Iris-setosa
+85,4.609276952426747,3.007535926381481,1.3726441706226153,0.05752672998468489,Iris-setosa
+86,5.650207209904859,3.0299253656052283,1.636950098950485,0.28577657776985477,Iris-setosa
+87,6.55351912657054,3.341658699015513,5.66979716906188,2.29010693720899,Iris-virginica
+88,6.994953331222112,2.6537274559560338,5.419690864017749,1.869071776641448,Iris-virginica
+89,5.044202619837679,2.56629388312624,4.083082459710954,1.2548550963811953,Iris-versicolor
+90,5.792209818586143,2.3989136143436154,4.327703196722187,1.483624879479767,Iris-versicolor
+91,6.57280949675988,2.8343683335743575,4.44817246348753,1.3966916938152276,Iris-versicolor
+92,6.56196004559865,2.828018885750754,5.658706357912603,2.0167377289184216,Iris-virginica
+93,5.690657463862838,2.574893877612527,4.298583878464301,1.3782908424652918,Iris-versicolor
+94,4.448072440585019,2.7597584876908936,1.5644754839141977,0.265516164838693,Iris-setosa
+95,5.485112405609996,3.008600001285112,1.2616577870304853,1.2848059669586838,Iris-setosa
+96,5.0990623490539315,3.9755680985416646,1.6138080957229148,0.2189584576020946,Iris-setosa
+97,5.955390033397417,2.6595952757042927,5.592922753095914,1.7138284567464983,Iris-virginica
+98,6.478222342345613,3.091494439375745,5.239563758962299,1.9567765490374547,Iris-virginica
+99,4.035652920755429,2.7974199102877573,1.1596105614444487,0.08356968999433106,Iris-setosa
+100,6.518253197116185,2.788518980375302,4.487158422019785,1.5883976707420413,Iris-versicolor
+101,5.273612618323814,3.949018364877833,1.5995860928198362,0.3086583221298845,Iris-setosa
+102,5.729974118235863,2.9144211431276394,4.732409458369124,1.707837108167767,Iris-versicolor
+103,7.2454099428794425,3.078369430736054,6.119742831281073,2.1595312163542038,Iris-virginica
+104,5.778079216335137,3.0085425704947073,5.1697507168586725,1.7244369671831978,Iris-versicolor
+105,5.086675843984162,3.1994784681104114,1.2813331999908681,0.14730844063714352,Iris-setosa
+106,6.886397710888216,3.1250855952203778,5.0185117303322,1.4497982228946364,Iris-versicolor
+107,5.44612104321824,3.3657864745259527,1.8960687000804426,0.46031550528970766,Iris-setosa
+108,6.605279291752508,3.053136063686788,5.636076582727033,1.9574117155495054,Iris-virginica
+109,4.854182886618615,3.3348223490697464,1.5498821018979838,0.11666542508039338,Iris-setosa
+110,5.979389943151804,2.681709577141695,4.014606941803266,1.1639549629074242,Iris-versicolor
+111,5.386717483712127,2.993593031322356,4.125085352515945,1.1672471744098012,Iris-versicolor
+112,5.096724226163856,3.352245362412788,1.4231066072912508,0.23049304466007386,Iris-setosa
+113,7.225414613970756,3.43470282578384,6.215260741026583,2.552113056729682,Iris-virginica
+114,5.099876891475065,2.843591697588935,1.7747761422511599,0.3543927018804404,Iris-setosa
+115,5.452197231577148,2.7281515991287604,4.1879137310431505,1.4880101947271822,Iris-versicolor
+116,6.441497922424064,2.828689261498886,5.183297004882834,2.139934506661234,Iris-virginica
+117,6.314536406166407,3.270003255174477,5.102116345302624,1.633042495261025,Iris-virginica
+118,6.9425300157067005,2.5112542720794075,5.256763359417442,1.9656294363278808,Iris-virginica
+119,4.3737082545758525,2.989273532010202,1.7854185876252182,0.22236116940535405,Iris-setosa
diff --git a/iris/tvae/2/2/test.csv b/iris/tvae/2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/2/train.csv b/iris/tvae/2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/2/val.csv b/iris/tvae/2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/20/synth.csv b/iris/tvae/2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e5f05cb099b2768ae651af8a7f21489841b5e6dc
--- /dev/null
+++ b/iris/tvae/2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.036064514183772,2.6524434431923107,4.084859225217861,1.2004029977396307,Iris-versicolor
+1,6.263352982087801,2.9360282122367565,4.833127549274958,2.0036894891766983,Iris-virginica
+2,6.901476906678095,3.227391206517039,4.593495373779312,1.4733465735620386,Iris-versicolor
+3,4.6594464385774526,3.051123169440182,1.3095850362378891,0.004036846584591303,Iris-setosa
+4,5.297868896538588,2.5815216550195563,1.5172021365522073,1.7442909868910643,Iris-setosa
+5,6.699718209257422,2.830641502837447,5.41100385712796,1.886258559588756,Iris-virginica
+6,6.221818358967984,3.125008301664494,4.398688948960989,1.2408120418974857,Iris-versicolor
+7,5.594188707550358,2.6269115871976165,4.736753042659034,1.4703032298959076,Iris-versicolor
+8,5.088629425047235,2.581282188274488,3.7667640415556427,0.9271302346405428,Iris-versicolor
+9,6.499395423927404,3.1505934554421255,4.717950963498826,1.5108979330657177,Iris-versicolor
+10,5.703342062510922,2.6612230827359693,4.199831542666471,1.1859763218912414,Iris-versicolor
+11,6.578811456050892,2.7074834939948835,5.7227799790740885,1.87073824606951,Iris-virginica
+12,6.202989281845985,2.5328739890904286,5.281685293900632,1.857397800123966,Iris-virginica
+13,6.1158969693790475,2.658453004203154,4.922267589811664,1.705629872885743,Iris-virginica
+14,7.368658803646854,2.9223646679793163,6.179930765438833,2.351832613093292,Iris-virginica
+15,6.136001228513448,2.6252688368320976,4.648284028876442,1.585029003736842,Iris-versicolor
+16,5.628100161717105,3.034467195966392,4.163199680311303,1.3340315605902457,Iris-versicolor
+17,6.807976027816109,3.2377970452774454,5.113342225954838,1.7387351634433492,Iris-virginica
+18,5.533223820020669,2.9922017904189313,1.4892435647751447,0.19177021439216563,Iris-setosa
+19,4.9357476032318255,2.3081904964987605,2.8095941412305936,1.0575661966956473,Iris-versicolor
+20,5.988866021539189,2.6631503105322576,4.15938293562631,1.1328790838099692,Iris-versicolor
+21,6.343703146646223,2.9855877182303256,5.459728175210787,1.680858878189107,Iris-virginica
+22,5.233305733184958,2.3441193423197992,3.5167470896032467,1.0589304328359312,Iris-versicolor
+23,6.582780270544687,2.6466133876844786,4.773763457613734,1.4020196691056854,Iris-versicolor
+24,6.56041401705226,2.914063151007018,5.220506838280108,1.6007129436080532,Iris-versicolor
+25,5.7032678088357605,2.8344637643068262,3.7472242824111475,1.3404719188005192,Iris-versicolor
+26,7.01145924337143,3.230993154828806,5.396773682489603,1.7127348024061178,Iris-virginica
+27,7.456344680627116,2.936729067935219,6.233980819003951,2.436154985553966,Iris-virginica
+28,5.837944312969365,2.8853371531269505,3.9349129937479708,1.161173296047488,Iris-versicolor
+29,5.409144804200546,2.8772661056638436,4.315039611925167,1.4511513110200924,Iris-versicolor
+30,6.272704145979775,2.7591563594773185,5.307831557571441,1.6973014984214068,Iris-virginica
+31,5.640829505793045,2.8480954542525367,4.933650471525489,1.5742757181421398,Iris-versicolor
+32,6.901457266832596,2.596415369234313,5.447570246252514,2.0686045374452258,Iris-virginica
+33,6.630654053550576,2.782530427863327,4.850218837962692,1.4494257927060679,Iris-versicolor
+34,5.973559054465721,3.2649018088592907,4.865488907602544,1.841391647661528,Iris-virginica
+35,5.035035775444477,2.9335730455717743,1.349183953484519,0.14029053106880923,Iris-setosa
+36,6.182131453288436,2.760588536486581,5.265047485591943,1.7783012370104088,Iris-virginica
+37,4.469789636226312,2.870161399514783,1.5344559337104795,0.3037835847816236,Iris-setosa
+38,6.856728274671878,3.1677459521792994,4.894868769192574,1.9668613881612023,Iris-virginica
+39,4.992955210762443,3.642170428956833,1.4118662509379047,0.168869118407512,Iris-setosa
+40,5.0277771665113455,3.437341821682955,1.5218407182133873,0.3164684379049039,Iris-setosa
+41,6.449331613454817,2.715200896182153,4.418442809623421,1.270234449254602,Iris-versicolor
+42,5.662656176554369,2.753267616189203,4.874243285369302,1.7906626322453467,Iris-virginica
+43,5.6052706524321865,2.8253765896295184,3.704950665328922,1.144199282896576,Iris-versicolor
+44,6.212547380687339,2.998317584468712,5.000626749381363,1.9431529233999987,Iris-virginica
+45,6.165457569497637,2.7786277796845527,4.937790267815515,1.9018452281372824,Iris-virginica
+46,6.979977246826581,2.8916751288652085,5.622275216043089,1.9739094112846387,Iris-virginica
+47,6.055354545109465,2.622108538229756,5.136987814518923,2.176176705816635,Iris-virginica
+48,6.690294115852091,3.8895477821266837,5.090757218769385,2.2464883961320448,Iris-virginica
+49,6.530711964334009,3.040371234290994,5.124327352851222,2.2560145622827825,Iris-virginica
+50,5.242580865298259,3.6954758326911086,0.872317154805311,0.14086646658382218,Iris-setosa
+51,5.20781732288442,2.0934898569345988,3.7272934434492786,0.9037568436865934,Iris-versicolor
+52,6.12398996069603,3.2355357514541794,5.482232047426787,1.9039480917092535,Iris-virginica
+53,6.172835806037087,2.86085423908885,4.89229529095078,1.3931154782903308,Iris-versicolor
+54,4.506131402296275,3.0180314066969025,1.4399684618306399,0.2676699378525466,Iris-setosa
+55,6.271827949906258,2.870345605303329,4.904160258752506,1.646270231477541,Iris-virginica
+56,6.848889921855703,2.81745092706837,5.241335879046772,1.601925739818406,Iris-virginica
+57,6.703285017891589,3.371808750005811,5.15334498388636,2.2513623218848813,Iris-virginica
+58,6.634606940773723,3.4278730954440495,5.599113439894952,1.8997441357624358,Iris-virginica
+59,6.847946646964869,2.9475315721134185,5.723312518536955,2.1424440314539983,Iris-virginica
+60,4.979621016810556,3.0594631888503967,1.6155915521693904,0.1638949519425225,Iris-setosa
+61,5.525954913656161,2.9852448951575825,4.9881840677632105,1.361056218621223,Iris-versicolor
+62,6.9176864473870445,3.6460270718063237,5.938773131909887,2.545603577774372,Iris-virginica
+63,6.031166207064224,2.5730716129085742,4.780280682557216,1.7039824181625887,Iris-versicolor
+64,6.215937749509643,2.7976988117807235,4.807073235020365,1.4244929428189104,Iris-versicolor
+65,5.875886531483178,2.8988269765626375,4.085952879709882,1.1675543284512964,Iris-versicolor
+66,5.547642743086247,3.3351074012076802,1.5971112182262663,0.37415105462848797,Iris-setosa
+67,5.554923520013036,2.618333072902451,4.320689946074975,1.0136170271275784,Iris-versicolor
+68,7.259905367571784,2.953294527838546,5.822897741747217,1.7418939990196556,Iris-virginica
+69,6.871709965305377,3.0749096627198376,5.583390607154305,2.1932913647410412,Iris-virginica
+70,5.835113009317007,2.604172273535222,4.265489077966139,1.5538527906494153,Iris-versicolor
+71,6.396077351435744,2.7880121096716337,4.845559271852023,1.4892563124786034,Iris-versicolor
+72,5.030642440217033,3.582223796575046,1.1692450263110092,0.2127862285629515,Iris-setosa
+73,5.584773512364515,2.266919312239732,3.4410553813137574,1.0293473453034059,Iris-versicolor
+74,5.597392140047067,2.8287622504322747,5.349930963132853,1.942575396266814,Iris-virginica
+75,6.690174908914672,2.682281708453847,4.736656295608206,1.4102961679288886,Iris-versicolor
+76,6.842177756631664,2.646580877283503,4.798045554388306,1.2232338292312417,Iris-versicolor
+77,5.411565342536181,3.462557004309395,1.6652356387644422,0.49158733450433095,Iris-setosa
+78,4.840464773253361,3.015851044596545,1.47564616004886,0.16439847793194676,Iris-setosa
+79,6.590220382564549,3.007741816121674,5.4649202061523185,2.2738611178727766,Iris-virginica
+80,4.877225964027812,2.8989551530630684,1.6559438849562687,0.32894581184770655,Iris-setosa
+81,6.344387247617479,2.918864352706239,4.312360329338039,1.2301717498340203,Iris-versicolor
+82,5.98902371412232,2.7938598706581184,4.380021037810817,1.3218180364263312,Iris-versicolor
+83,5.735529838328891,2.4827027505242536,3.228465099713128,1.0010096610083183,Iris-versicolor
+84,6.124693928779181,3.2509270367213046,5.551809879396181,2.303083082605739,Iris-virginica
+85,4.7687024988043945,3.2028302965659727,1.6464138710863399,0.24314786697654608,Iris-setosa
+86,6.056421720071983,3.1142393580304635,5.531882060603999,2.2695044880444435,Iris-virginica
+87,6.479882153084174,2.980034584725444,5.302745342637552,1.4922344643855117,Iris-virginica
+88,6.161374044184577,3.1344261790171677,5.337070007613247,2.118341153802649,Iris-virginica
+89,5.758316993441517,2.905519894606819,4.830447806248067,1.8325863491393601,Iris-virginica
+90,6.5595374916609,2.1643522525791834,4.0566375982882805,1.2894656585606625,Iris-versicolor
+91,4.672876288183103,3.101110375330206,1.4038907060816233,0.3159584005867309,Iris-setosa
+92,5.970473098806296,2.8320609221077375,4.583306892638188,1.4899022563589845,Iris-versicolor
+93,5.114257486748584,2.99076576226167,1.5323037314702872,0.20035644285358212,Iris-setosa
+94,5.570794129775056,2.6399913081428217,4.283526099692639,1.440371109307758,Iris-versicolor
+95,5.704980168404395,2.92853321859118,4.682064261344816,1.689904524402248,Iris-versicolor
+96,6.389844825723899,2.703290405081991,4.412080392327135,1.2804816725779233,Iris-versicolor
+97,6.847817290775742,3.1686352726997113,5.453566432598801,1.5642768417855184,Iris-virginica
+98,5.241884572386929,2.7640476279998705,4.534198770319713,1.6148428009756182,Iris-versicolor
+99,7.566233364504831,3.026754260746047,4.86533183001687,1.5945544293232077,Iris-versicolor
+100,5.246318767675233,2.649067317870742,4.242654883268623,1.1570022258600545,Iris-versicolor
+101,6.630216271873948,2.5408958578765453,4.377781041683666,1.2119432568940105,Iris-versicolor
+102,4.7634600542391015,3.041464947993896,1.5358962634090958,0.1901355530508542,Iris-setosa
+103,5.774232448083973,2.725994813795665,4.672169177183942,1.4666505600062294,Iris-versicolor
+104,6.068016506182594,2.9807319648409183,4.404405413023638,1.3981685861872784,Iris-versicolor
+105,5.160075674602665,2.441044230806421,4.271873621058677,1.1786335143755333,Iris-versicolor
+106,5.7082904480505965,3.0980183063927527,4.319540979779785,1.5329773549890984,Iris-versicolor
+107,6.8697578296025235,2.9027292107794054,4.485409185437065,1.3956829833716093,Iris-versicolor
+108,4.274810118738459,3.0694740939249825,1.2249271972593836,0.14695974117020075,Iris-setosa
+109,4.372329809123214,2.9812639075464666,1.363289720898692,0.2346149990149632,Iris-setosa
+110,5.096333220359093,3.1467997183571335,1.3761447806638958,0.1372595798858405,Iris-setosa
+111,6.39229170305731,2.7041660137815016,6.0562582347888805,1.7812495487639306,Iris-versicolor
+112,6.9307926070141095,2.887967679214809,5.7112169085369,1.7590649974334225,Iris-virginica
+113,5.484757482536406,2.917305120296634,1.5345148466099783,0.2859185593824279,Iris-setosa
+114,6.407843402375929,2.895043263484771,4.9147466105445945,2.1469359685917424,Iris-virginica
+115,4.531950606370349,3.106776271945959,1.3074470733655623,0.21649036982128858,Iris-setosa
+116,6.019063318628236,2.928328924382888,5.216106994633278,1.97580277925901,Iris-virginica
+117,4.624772329002001,2.9134556339521644,1.2658156022547788,0.139086732473791,Iris-setosa
+118,6.653619415696634,2.7203064942267123,5.15181668833157,1.511900350901381,Iris-versicolor
+119,4.7169418556973755,3.300078460102246,1.282225472289926,0.1356285866370023,Iris-setosa
diff --git a/iris/tvae/2/20/test.csv b/iris/tvae/2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/20/train.csv b/iris/tvae/2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/20/val.csv b/iris/tvae/2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/21/synth.csv b/iris/tvae/2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..59fc204534f237aa38294dc26303195b32705668
--- /dev/null
+++ b/iris/tvae/2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.91166999796919,2.917974542158424,6.16628589748739,2.1676669925744925,Iris-virginica
+1,5.952661768483599,2.8673287959796276,4.393944706266044,1.4427494255163442,Iris-versicolor
+2,6.005470906218062,2.3988384191067764,4.587864048558606,1.36948614437438,Iris-versicolor
+3,4.842697444872956,3.40876353406692,1.2922787798209423,0.1407386695789059,Iris-setosa
+4,5.804424256531745,2.676529410498822,4.197223064124038,1.3331272747904297,Iris-versicolor
+5,5.72803753926892,3.0849665826732613,5.041306503986312,2.266410998970355,Iris-virginica
+6,6.281065113328765,2.994305924058967,5.37575977990646,1.9349368418702522,Iris-virginica
+7,6.8295209269732196,2.9120464392500356,5.898168884193517,1.4728814963895889,Iris-virginica
+8,7.439637281249509,2.881804969072634,6.141579365573797,2.11797180114751,Iris-virginica
+9,5.525996890094182,2.9283755304835934,4.33705557098036,1.169719559311798,Iris-versicolor
+10,4.642430882244837,2.759262041495335,1.4828901169545396,0.199643632597538,Iris-setosa
+11,6.569590420515883,2.8690520067696332,4.893705160576458,2.136554228126177,Iris-virginica
+12,5.49633724955443,3.3812421994466977,1.0628868095246662,0.13878707165214177,Iris-setosa
+13,6.153021805446038,2.8486153419414277,5.206817479063578,1.5960373320837755,Iris-versicolor
+14,6.126984261096743,2.883925623746939,3.968514020216096,1.3784760184581681,Iris-versicolor
+15,6.003136056047828,2.8178884163384033,4.770312139032012,1.804644604110061,Iris-virginica
+16,5.005968111324009,3.3255228866806186,1.5545282237743085,0.38414825884741083,Iris-setosa
+17,5.021048307500123,3.539298758890988,1.3857239539209252,0.22830513118189524,Iris-setosa
+18,5.67065957356531,2.9673819918942135,4.946271339694912,1.9440968945863641,Iris-virginica
+19,5.431766532986025,3.708032223182854,1.6468696458487726,0.44684530268918865,Iris-setosa
+20,6.151466498669532,2.3625410297639813,4.09514566139495,1.2926857220235597,Iris-versicolor
+21,6.987796852189686,3.238713072714683,5.80907740761523,2.1445718960863718,Iris-virginica
+22,5.247628696561728,2.7330567115843465,1.4409085383171973,0.2550660839397751,Iris-setosa
+23,5.711608410764409,2.6568488096463696,3.3590818036779373,1.211105767300972,Iris-versicolor
+24,5.636286117956784,2.998282479527662,4.594989740968721,1.5758853221784679,Iris-versicolor
+25,6.05316328676012,2.9348275585840566,5.003640478470923,2.1029877932830727,Iris-virginica
+26,6.96344314445407,3.3049752902017624,5.320328081215783,2.295848685217785,Iris-virginica
+27,6.043102580551905,2.6139115422827817,4.709010306970486,1.7221702364941265,Iris-virginica
+28,7.209692445298847,2.837897492625728,5.572984985523544,1.887848235387431,Iris-virginica
+29,4.8374652706823165,2.8465709636522125,1.2862424451921566,0.2840851634253489,Iris-setosa
+30,6.570034330066599,2.637373612210526,4.916144702738322,1.6104476328962731,Iris-versicolor
+31,6.1293997642196185,2.9382368312018805,4.136909534210844,1.2535451567105238,Iris-versicolor
+32,6.136841918926031,3.121149337452345,4.995342947811044,1.4747498046541982,Iris-versicolor
+33,4.778997723652218,3.77100767021931,1.5812772523740608,0.38724671510415887,Iris-setosa
+34,5.16819690745465,3.1368620871333324,1.400288483331569,0.9806432892861757,Iris-setosa
+35,4.868067561866985,3.2241662169432685,1.3807429438954069,0.21913704832417363,Iris-setosa
+36,6.083873871350486,2.9824684350895603,4.485546757871787,1.4419211655592261,Iris-versicolor
+37,6.702644776974063,2.6079775092869166,5.415665783803595,1.8039521266771037,Iris-virginica
+38,7.382885357146884,3.3588654261929123,5.968280663831129,2.2678179344655596,Iris-virginica
+39,7.253649547909464,2.532782358369751,6.0313672327495915,1.8481304236194818,Iris-virginica
+40,7.150785828053325,2.595060752657306,5.86514310547507,2.137151416534368,Iris-virginica
+41,7.595413299805628,3.142568323164433,6.362681857342847,2.16340935832796,Iris-virginica
+42,6.171603773428949,2.766375080138085,4.6398514744114925,1.57781771671196,Iris-versicolor
+43,5.407405957526297,3.2061121707593494,1.2716171540157446,0.27033927421038345,Iris-setosa
+44,5.615652262730371,2.7176741477951376,1.418204970674079,0.19425981171022344,Iris-setosa
+45,5.4943779449023005,2.633755157924476,3.7859339656166737,1.1257001958702655,Iris-versicolor
+46,5.250119529555551,3.342509004448461,1.589834339307802,0.44732806620195603,Iris-setosa
+47,5.4908945203149555,2.7095215315006405,4.446435956140614,1.1978319568101463,Iris-versicolor
+48,5.03016191454667,3.9019561173405206,1.314898993993363,0.3139012854422013,Iris-setosa
+49,6.215527786272166,3.04674880956432,4.40801154109022,1.4462203685697264,Iris-versicolor
+50,6.191858458251331,2.974442314946831,4.928577544284425,1.90227035383075,Iris-virginica
+51,6.032751004526469,2.8824539720427147,5.175441458174621,1.8450448737881593,Iris-virginica
+52,6.041973527575476,3.001761635205416,5.212674255919348,1.8569694894448994,Iris-virginica
+53,4.891417447524892,3.1171753362956127,1.3323833979022637,0.19281571309569617,Iris-setosa
+54,5.106733607711505,3.1846944925658964,1.684816132748489,0.35980688490930823,Iris-setosa
+55,5.646761714400384,2.7581153097877307,4.118953833103852,1.4506581559207556,Iris-versicolor
+56,6.776556307243923,2.7114942516153206,5.444654175170001,1.6353082887005725,Iris-virginica
+57,7.480102878321009,2.6274235908669747,6.243084719765495,2.332976377118773,Iris-virginica
+58,5.113496497318819,3.3183532744139907,1.566722807170424,0.3466366046024006,Iris-setosa
+59,6.358879589295983,2.748766587367195,4.628773777055382,1.2937318349809968,Iris-versicolor
+60,7.012676249372794,2.858767538441566,5.631222464051741,2.3652694708584194,Iris-virginica
+61,6.700013297003063,2.8163996482929434,5.063675818786367,2.1656570029484876,Iris-virginica
+62,5.896868477723623,2.9394792094225726,4.930627550223711,2.0014873879279143,Iris-virginica
+63,4.638414754026049,3.41661286894235,1.4837732020886505,0.2960476355172609,Iris-setosa
+64,5.626878385608588,2.5731443816496204,4.270036411434275,1.2782371566785926,Iris-versicolor
+65,5.338835371904482,3.2973553949824836,1.5042360072379428,0.3373107809128104,Iris-setosa
+66,5.624926941292739,2.915112549571254,4.058419533843621,1.4658688548781638,Iris-versicolor
+67,6.364281241649254,2.861375732582582,4.957950479083379,1.3955427829745772,Iris-versicolor
+68,6.046674472209814,2.7593129442910906,4.424580642422137,1.3003164659668296,Iris-versicolor
+69,6.230044439960314,2.733935749583251,4.431016254363496,1.3030253208361393,Iris-versicolor
+70,7.010655844396541,3.417468114952059,6.115426637153193,2.448055548497777,Iris-virginica
+71,7.078616262968689,3.3790270810048337,5.704276636863107,2.3556800176597754,Iris-virginica
+72,5.27372339632575,3.4890294490840605,1.6680774801853313,0.36817378117121446,Iris-setosa
+73,5.703592165444477,2.276319578306356,3.9520161162786542,1.1095528665740626,Iris-versicolor
+74,5.234890709692349,2.4670530638061603,3.161267260176943,1.1466693796909437,Iris-versicolor
+75,7.4653316847918525,2.98035280389586,5.196156537417045,1.6894280776726844,Iris-virginica
+76,4.489021783749542,3.0017692357113597,1.3467899390425013,0.22285853844339296,Iris-setosa
+77,5.962046567491847,2.9862436687150318,4.7267191660135115,1.2164571920557683,Iris-versicolor
+78,5.804684051084623,2.946531989576032,4.85500413520069,1.9464093993508724,Iris-virginica
+79,6.216608073439272,3.121832575721872,5.434181558978787,1.9614647864388544,Iris-virginica
+80,6.626974970825006,3.5589330258101515,5.882666908844219,2.3526502912578415,Iris-virginica
+81,5.151042840234723,2.7134758483022097,4.858982208546844,1.6023559103577838,Iris-setosa
+82,6.153949521922293,3.397873125408925,5.626438192594959,2.3049989492391916,Iris-virginica
+83,5.2176284015440295,2.7175289422066875,1.4181037605965185,0.19845174604281196,Iris-setosa
+84,4.844673773233894,3.2282369229219543,1.5346886534431836,0.23512076495638537,Iris-setosa
+85,6.509447708476275,2.928211196857194,5.566773624428455,2.0821755168267906,Iris-virginica
+86,6.227940755695719,2.8082727849580755,5.319011868165411,1.8696135368546143,Iris-virginica
+87,7.3217317988577095,2.739966836847314,6.144303604717212,1.6811775844866292,Iris-virginica
+88,6.727779158367186,3.6852818342311724,5.520602891981916,2.488747098189846,Iris-virginica
+89,5.660454277014392,2.926241282845109,4.912739205544681,1.6218027273942919,Iris-versicolor
+90,4.48452060417233,3.2316029414590006,1.5154279657598717,0.2657953252573571,Iris-setosa
+91,5.88606013241498,3.0626674989427314,5.570383352658035,2.267077908168587,Iris-virginica
+92,6.6650064853017845,2.8344578106741567,5.774516078070104,1.5922698339886998,Iris-virginica
+93,6.3955722721772466,2.9021564783254967,5.0719215208114194,1.6070509936967061,Iris-virginica
+94,6.49278607487746,3.0778899933007167,3.9383957054838534,1.3998155366353755,Iris-versicolor
+95,6.559753734053676,2.950735008606015,5.438578725201577,1.78494131469234,Iris-virginica
+96,6.709277564123837,3.1138554138384986,5.4773235363456525,1.9380633595667804,Iris-virginica
+97,6.605114174677767,2.4930498441318587,4.860392293465332,1.6148558812989084,Iris-virginica
+98,6.440550764293595,2.8789348157301053,5.1968977412347535,1.744493201264334,Iris-virginica
+99,6.932789898738063,2.962331495899273,4.4125765379484285,1.4450262976636061,Iris-versicolor
+100,6.453374270925016,3.1947874561182865,5.722004620218054,2.2831488414599512,Iris-virginica
+101,5.2389455542845225,2.6747513410265467,4.2124207939267775,1.2746596327926663,Iris-versicolor
+102,4.779911439520166,3.3575693655322256,1.703840768660713,-0.15990510761975996,Iris-setosa
+103,6.418697789286015,3.0581309087341886,4.9440614812636445,1.7695197071012967,Iris-virginica
+104,6.48946301857765,2.795046976817998,5.090101225920872,2.1569238620175715,Iris-virginica
+105,5.76085043310536,2.969915208828989,4.937094562685968,1.747220421428321,Iris-versicolor
+106,6.644929654497336,3.2792210418032806,6.047261118012981,2.5549587092035786,Iris-virginica
+107,5.553721647121138,2.947187532412076,1.3654807570907739,0.39406314449976876,Iris-setosa
+108,4.443418713618602,3.1397313202346653,1.3066958494799517,0.18598717101183265,Iris-setosa
+109,4.7796327924035245,2.848992860717046,1.662692952964883,0.2139899735053002,Iris-setosa
+110,4.199990714037412,3.1285031559827643,1.3167274224323584,0.06349300311940334,Iris-setosa
+111,5.964021722917425,3.528862077626112,1.7907693038232426,0.5496784881093366,Iris-setosa
+112,6.243662887271754,2.937473100417549,5.079473656372082,2.1012241459322363,Iris-virginica
+113,6.542953254216485,2.7846544867113048,5.547465601011266,2.3139544619804586,Iris-virginica
+114,4.48564378064548,3.103926902345983,1.2484601140696985,0.15912651613766132,Iris-setosa
+115,6.286269759848707,2.5278875972291535,4.844798317024518,1.3782105596109253,Iris-versicolor
+116,5.439775222522613,3.133408338245578,4.2471543117367165,1.5539077889823825,Iris-versicolor
+117,4.977381393821496,3.189966398688257,1.2474223015366828,0.4387314679771151,Iris-setosa
+118,6.139414877666629,3.1137007947148514,5.010400072486359,2.185257703017507,Iris-virginica
+119,5.686569382126659,2.713986421674757,4.670825596582006,1.8021650854987499,Iris-virginica
diff --git a/iris/tvae/2/21/test.csv b/iris/tvae/2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/21/train.csv b/iris/tvae/2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/21/val.csv b/iris/tvae/2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/22/synth.csv b/iris/tvae/2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5ef2473d6e7d59f33b4463ca19c4ec4f8c8a7cb1
--- /dev/null
+++ b/iris/tvae/2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.158203829483155,3.238123090095729,4.450861985277719,1.4007498709268424,Iris-versicolor
+1,5.711695892207812,2.8881748915211505,4.843731801104432,1.5191583941126114,Iris-versicolor
+2,6.579642758162969,3.131654824987495,5.407232261493947,2.1937126096796113,Iris-virginica
+3,5.043513987529602,3.2913704237843464,1.4382759850411793,0.3891991733970408,Iris-setosa
+4,6.230217773683515,3.3318900092744244,4.902778421654704,2.126944216223717,Iris-virginica
+5,6.483471459451214,2.5231015904962524,5.270548704110388,1.62516444220165,Iris-virginica
+6,6.91017374732455,2.833215801951811,5.165556691210982,1.9041727826352954,Iris-virginica
+7,7.087990708891762,3.0191938887496863,5.565728599401013,2.4097411273088833,Iris-virginica
+8,5.840059880752947,2.847301355591935,4.297612070679597,1.5367979906806601,Iris-versicolor
+9,5.213052793345705,2.5494629451542643,3.6694702467439306,1.4847655424046495,Iris-versicolor
+10,6.245145300963634,2.3001177978567866,4.92027716768113,1.3577639842035236,Iris-versicolor
+11,4.7190800335214655,3.066792240041489,1.751530850837443,0.29448371285294594,Iris-setosa
+12,6.238643087720527,2.6619600287944767,4.557346488006424,1.568078420586078,Iris-versicolor
+13,4.749018367523295,3.829298997001773,1.533962777780083,0.1689370893132982,Iris-setosa
+14,6.199838478919751,2.8986935201290445,4.8981233830110344,1.9506855693451368,Iris-virginica
+15,5.946083543351857,3.001089288040132,4.510553637068042,1.7901865133650703,Iris-versicolor
+16,7.190895263623448,2.749851323041102,6.142725840088179,2.032866665820284,Iris-virginica
+17,6.380621228003378,3.081550422332816,5.694364599197729,2.0872882660147067,Iris-virginica
+18,5.442823290599122,3.2035596426344224,1.4309010631956747,0.516216996526593,Iris-setosa
+19,6.189405599415905,2.9796538277806794,4.920031963491701,1.328759780661684,Iris-versicolor
+20,5.486290067990109,4.095728347922904,1.5989080953688857,0.45250679345564787,Iris-setosa
+21,6.802015923041438,2.657058188055575,5.8036223699096645,1.835127315179907,Iris-virginica
+22,4.857106359563939,3.6169161348803716,1.5446790822178726,0.2165536169006578,Iris-setosa
+23,5.731125626546941,2.862712863738381,4.483349934683472,1.16726343495835,Iris-versicolor
+24,6.671743416463778,3.0300073250261756,5.883208898471956,1.8019210082242292,Iris-virginica
+25,6.893251395308066,2.79391593198641,5.633510016960324,1.8512665874313508,Iris-virginica
+26,4.860366940657494,3.3490715706655565,1.4734499074230314,0.32246364316005466,Iris-setosa
+27,5.20807274116295,3.5800135085995937,1.135971076200442,0.26825162027701877,Iris-setosa
+28,6.590814179117974,3.2487227273871437,5.148260934288906,2.4518643545167813,Iris-virginica
+29,6.276527841400737,3.0334392154614305,5.018628665346858,2.1410257522462417,Iris-virginica
+30,6.6740352968106675,2.8205756364208274,5.3731471764508285,1.9290439077691626,Iris-virginica
+31,4.566967443251721,2.6268650428751386,2.8985587291402584,0.950444743219919,Iris-versicolor
+32,4.933810113033568,3.2873659141592246,1.3858602546706345,0.3747763869930077,Iris-setosa
+33,4.912176619619487,3.9607807235911725,1.389109956044258,0.25967492673610665,Iris-setosa
+34,4.645069134222692,2.941528280919746,1.3911890013977912,0.2565145443178886,Iris-setosa
+35,6.529605724766289,2.6571006233198626,5.020575744194893,1.751697315158526,Iris-virginica
+36,7.259703433611879,3.5844060111639657,5.793295032325818,2.273234019467605,Iris-virginica
+37,5.969824961294694,2.946257647930267,4.628719367510988,1.7585015826442156,Iris-virginica
+38,5.173673708831674,3.5653772654357954,1.7047842626302863,0.2374513811858242,Iris-setosa
+39,4.863398249594846,3.7315769418115243,1.6015357602574076,0.17217342178676054,Iris-setosa
+40,6.328511668328066,3.1949362164970463,5.174889352966889,1.8658968755455976,Iris-virginica
+41,6.040450014549901,2.773728718291317,4.8937803615770035,2.0204144057651883,Iris-virginica
+42,5.6386565320535995,2.8220583824805647,4.924019302235294,1.304741191757069,Iris-versicolor
+43,7.368760052504741,3.188548343544226,5.886065777616039,2.075920904944765,Iris-virginica
+44,6.056847799005088,2.748320922253285,4.742668327117232,1.8432260600164088,Iris-virginica
+45,5.319210991822748,3.303017875847221,1.2543562514893267,1.5666612452010886,Iris-setosa
+46,5.685470809873983,2.9968882781762924,5.067886592795939,2.0125190532358586,Iris-virginica
+47,7.028837355753947,2.990813952357809,5.083721906422751,1.6270933949903341,Iris-versicolor
+48,4.831022847873429,3.408569474702047,1.4554610169057225,0.24664440894633463,Iris-setosa
+49,6.110684304802324,2.6394113044821594,4.759241333420052,1.7842791940951155,Iris-virginica
+50,6.611975217882978,2.7968098888428354,5.3244256214268875,1.7619983812469837,Iris-virginica
+51,4.495106509183604,2.835671373010427,1.3054209817170033,0.1367821895569252,Iris-setosa
+52,5.9825295113248815,2.713049739451161,5.199814737388361,1.8028926177196065,Iris-virginica
+53,6.357666735708575,3.2351738086634203,5.10103391513665,1.8011264328339829,Iris-virginica
+54,6.7245408945187926,3.0395605852389007,4.992012537673471,2.1895109559899515,Iris-virginica
+55,5.1090838258080336,3.047024066047369,5.14602487040476,2.003498509018684,Iris-virginica
+56,4.915770978196982,3.074690727768181,1.6429155587835873,0.32524389968415235,Iris-setosa
+57,4.555037411645076,3.2770511754596106,1.416293294009088,0.14077091055879487,Iris-setosa
+58,5.313992235114409,2.798503064690325,3.7336268607823295,1.2819794416646697,Iris-versicolor
+59,5.392082466625965,2.91831796144805,4.259124067461699,1.2546712213204165,Iris-versicolor
+60,5.16627119259892,3.8425166664795936,1.5533427610710415,0.1911560556079656,Iris-setosa
+61,6.026009784358786,2.748005570694472,4.8364553264803,1.3775210183107593,Iris-versicolor
+62,5.943088831076876,2.6656284589719066,5.177599652338405,1.7615476125043317,Iris-virginica
+63,7.243704313652243,3.400027295323966,5.909449404789852,1.975182070438831,Iris-virginica
+64,5.491680610872221,2.6225585180808064,4.421857120831442,1.4899136071397492,Iris-versicolor
+65,7.650780954456149,2.7192583612041896,6.191362092362849,2.063056844524684,Iris-virginica
+66,5.265705063447157,2.6334364107767443,3.324471235518015,1.144271004369579,Iris-versicolor
+67,5.240022387953804,3.69486757687439,1.64325539075315,0.40212606386094873,Iris-setosa
+68,6.689983435978987,3.320081796686408,4.849237724470605,1.750810415476698,Iris-virginica
+69,6.834160014074967,3.3077730276138695,5.560072028260112,1.5378204389167747,Iris-virginica
+70,4.471924180337513,3.1968079270961423,1.2333737733295276,0.27090278863436185,Iris-setosa
+71,8.095074049932663,3.690155431314473,6.792949628097743,2.066387738210302,Iris-virginica
+72,7.406151473591089,2.895199913723566,6.365779721301109,2.192861859077963,Iris-virginica
+73,5.260682959996016,2.3490669502604495,3.8450443154122995,1.2544516347400747,Iris-versicolor
+74,6.3144181976771625,2.923380242037431,4.699314795386991,1.6071790307366114,Iris-versicolor
+75,6.321117338512448,3.0289340547258345,4.485210117754186,1.5237206164607906,Iris-versicolor
+76,7.309260445435157,2.9399863496250425,6.0086453402505136,2.148149355785668,Iris-virginica
+77,5.906390428835483,4.360618767200938,1.1778386589955419,0.17309704844447893,Iris-setosa
+78,6.414769925712545,2.879699064315665,5.4940612222707905,1.6724974691556445,Iris-virginica
+79,5.9279124037790165,2.777778455425621,4.8491459354585364,1.9977607413075782,Iris-virginica
+80,6.159419968885582,2.7426554315336844,4.630653466986385,1.7973639299244009,Iris-virginica
+81,5.885811009128765,3.0858427981409093,4.519983479300865,1.604108004035037,Iris-versicolor
+82,6.996916506033196,2.4918887296160235,4.255995081043255,1.4693796724493782,Iris-versicolor
+83,7.342769048260699,3.2017055756141457,5.913436051687064,2.4880247034200274,Iris-virginica
+84,5.512351394161615,2.2156092550803703,3.500338108793028,1.058183549447969,Iris-versicolor
+85,6.064212775982701,3.7335955086093007,5.393542375812164,2.325264773830135,Iris-virginica
+86,6.328361754134315,2.5769359186862673,4.806991565213771,1.5943935225270989,Iris-virginica
+87,6.235665279358306,2.2898615483120768,4.592468696426812,1.3201396221541783,Iris-versicolor
+88,4.610552881884706,3.5258873890517766,1.261078780745712,0.08173788833244175,Iris-setosa
+89,6.100930686435673,3.438794737285464,5.404118793675463,2.1651872105622187,Iris-virginica
+90,4.619510984081325,3.0094020442687563,1.5180804934912342,0.21911673759950062,Iris-setosa
+91,6.069466780975334,2.8431791813504352,4.978875774914529,1.5575893046046105,Iris-versicolor
+92,4.535004249179677,2.9694899671795594,1.5254578979969928,0.16745059606741153,Iris-setosa
+93,4.817339922085399,3.1598556385063254,1.5078908306482643,0.05043883200033564,Iris-setosa
+94,5.149507749731571,3.2941048596445146,1.2706130484941298,0.1853666131668954,Iris-setosa
+95,5.961909285658775,2.8361868465230375,4.524629009925548,1.576580697936228,Iris-versicolor
+96,7.026742356768383,2.7749626160650123,5.5223861305075,2.2215611233026022,Iris-virginica
+97,5.609181335911307,2.5683472312009337,3.5714178701798187,1.3794743781380352,Iris-versicolor
+98,5.36646715892148,4.2562065649114285,1.5486382204219629,0.2605675182460039,Iris-setosa
+99,4.7017909551313215,3.359761895779421,1.4143909739767917,0.26913785521773925,Iris-setosa
+100,6.27584185900722,2.939306738864747,4.884373206923776,1.3229539580021505,Iris-versicolor
+101,6.6016759628111705,2.653871335531027,5.198975477537607,1.6666920153068854,Iris-virginica
+102,5.928465604046214,2.8770386633359784,4.2707745990138175,1.4428781470164787,Iris-versicolor
+103,4.802890205787015,3.2758080985113023,1.4559965052138162,0.29005599565768303,Iris-setosa
+104,4.630910296104779,2.882124072674581,1.245145763822181,0.23053297006801723,Iris-setosa
+105,6.561393262378203,3.4582084454024664,6.178131467598924,2.3950250440403016,Iris-virginica
+106,6.823707518208137,3.3090727111029454,4.60602162505414,1.217814316656447,Iris-versicolor
+107,6.287950760983389,2.9622510101082193,4.953709970792051,1.8478176253832823,Iris-virginica
+108,5.454892005890974,3.4671559745938065,1.3496647619881263,0.28291768950298335,Iris-setosa
+109,4.737977874686309,3.014170876325417,1.536226109534756,0.303367131378399,Iris-setosa
+110,7.093392900926174,3.8071367996968526,6.172245628392684,2.816844024492761,Iris-virginica
+111,5.531312728332975,2.6832053198727976,1.4134146630440618,0.17072064642674617,Iris-setosa
+112,6.009008006948357,2.893546627146953,4.964324332142296,1.5381297207323605,Iris-versicolor
+113,6.26791327019193,3.1615017105687775,5.174146528050575,2.1453457396747395,Iris-virginica
+114,6.283373698887297,3.2139330894657596,5.719753765517052,2.3785919025478077,Iris-virginica
+115,4.862177666438796,2.814092413765662,3.6150346077378,1.0561770266967057,Iris-versicolor
+116,4.824526729958604,3.702486903377136,1.47738269764038,0.3519725952073497,Iris-setosa
+117,6.4550401111583815,2.785728114739885,5.2719155838009435,1.9471572336740153,Iris-virginica
+118,5.95147275636307,3.045060822580465,5.23408713049508,1.8624458275847868,Iris-virginica
+119,5.184634178738036,2.91492824839561,1.2866883850841107,1.233281184875985,Iris-setosa
diff --git a/iris/tvae/2/22/test.csv b/iris/tvae/2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/22/train.csv b/iris/tvae/2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/22/val.csv b/iris/tvae/2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/23/synth.csv b/iris/tvae/2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4905e0b386fc9adce52d382e8a7729f396b2f8ff
--- /dev/null
+++ b/iris/tvae/2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.607398477972321,3.1797141342389783,1.551924264598648,0.2048435076187403,Iris-setosa
+1,6.5819152721268885,3.068970240730435,4.1697091568329645,1.1440406464757924,Iris-versicolor
+2,5.759689187543953,2.761728202599992,4.391788301889325,1.5364937281566144,Iris-versicolor
+3,4.701603980867228,2.8489263584907785,1.383861302222243,0.2643743517535569,Iris-setosa
+4,5.063668402522229,3.029601715966017,1.3664692102699854,0.21339518389915385,Iris-setosa
+5,5.224303264384475,2.9468230664550097,3.8060851763400487,1.311366948319202,Iris-versicolor
+6,5.989535001014691,3.071037807038398,3.84412490383975,1.1618723358351368,Iris-versicolor
+7,6.260972053856263,2.718795335686055,5.010334909666248,2.015124297894213,Iris-virginica
+8,6.46299368321877,2.873803324366776,5.657887460560401,1.8949982773884002,Iris-virginica
+9,6.511001099168054,3.0877247949146707,5.411210344811101,2.044887007989777,Iris-virginica
+10,5.768001047768086,2.8875230002304697,4.026817541278588,1.1852297903140159,Iris-versicolor
+11,6.049725184153752,2.6905289190595694,4.705458156113972,1.9086106236355567,Iris-virginica
+12,5.931132164042329,2.9811658514187798,5.073835419079899,1.6626889200880806,Iris-virginica
+13,6.438621647802568,2.4233009433067663,5.237990471945573,1.797264973172519,Iris-virginica
+14,5.267310201965234,2.692743676803447,3.373176040574343,1.125488577824183,Iris-versicolor
+15,5.774292172107395,2.6731452937531657,4.375595049743857,1.4601927234971457,Iris-versicolor
+16,5.53815982358195,3.0749512942876884,3.9159751033481007,1.5026025379444066,Iris-versicolor
+17,4.843067614894993,3.0711822894206695,1.1317167260462049,0.3089372969755862,Iris-setosa
+18,5.188187878526431,2.5561067689370036,4.3086084615285,1.3290093597269985,Iris-versicolor
+19,5.2311660950745535,2.8345775885247235,1.5764813244253486,0.16603314943399872,Iris-setosa
+20,5.464392196536298,2.2051239400335434,3.205999317067467,1.2762939236891602,Iris-versicolor
+21,7.4491527240923165,3.395268907141814,6.15606599936256,2.1290085229340745,Iris-virginica
+22,6.756320787770092,3.096452083984285,5.272635299152258,1.7611834083527675,Iris-virginica
+23,5.884011050453199,2.6350955456190204,4.230499716075776,1.3368112724438443,Iris-versicolor
+24,7.075288392439557,2.7267012022698935,5.288604927049409,1.5968436121990819,Iris-versicolor
+25,4.721763060170657,3.3307407896737526,1.5823585458495,0.1662476320753726,Iris-setosa
+26,6.651276032620867,2.8549426253157417,4.8991976335178915,1.3019965076455056,Iris-versicolor
+27,6.453322039822696,2.8687917278356805,5.147934187909738,2.118754647905964,Iris-virginica
+28,6.236597152773854,3.260515563853832,5.67969228570085,2.505433508971047,Iris-virginica
+29,6.911681430593346,3.0954700607534487,5.029241019502061,1.395880159002881,Iris-versicolor
+30,4.465837530127992,3.009538285812599,1.2957315880741571,0.18156036182510427,Iris-setosa
+31,5.806611081507977,3.0008157381316085,4.531534529952447,1.6932099440748671,Iris-versicolor
+32,6.093771157825318,3.252535541388801,5.181687598120468,2.1372776751305116,Iris-virginica
+33,5.326832322876546,3.4000400780085718,1.562097017339483,2.215499737321651,Iris-virginica
+34,5.526239325591611,2.2735652889659503,3.2699433063290844,0.7695455096921779,Iris-versicolor
+35,4.927228680624548,3.221191536363817,1.6351452509909432,0.18398793328781593,Iris-setosa
+36,4.788613840786093,3.200715822617997,1.5416746471325768,0.31282110056736184,Iris-setosa
+37,6.1238800441347845,2.7760825336733173,4.975184312380503,1.8034601829867716,Iris-virginica
+38,6.379642207350619,2.6720699442868034,5.35832073192265,1.583723713982373,Iris-virginica
+39,5.090987771407115,2.360118740208244,3.310905480908242,1.0454854145446992,Iris-versicolor
+40,5.543559302377149,2.995438746172125,1.6153579357636811,0.3894154462146522,Iris-setosa
+41,6.496904702696134,2.859610810984415,4.956829445090578,1.6354201990792214,Iris-virginica
+42,5.624750040123603,3.0246096704350856,4.268308470120153,1.240744843947594,Iris-versicolor
+43,5.020759073402781,2.8853376852778885,1.414815873560754,0.428491697310495,Iris-setosa
+44,5.250145534950858,2.437755240845435,3.266279882808723,1.1597602853115538,Iris-versicolor
+45,4.952633657626946,2.320001746947382,3.35838229653919,0.95961015695999,Iris-versicolor
+46,5.503825813597897,3.23408499578053,1.5562235001350915,0.38773367335186804,Iris-setosa
+47,6.297125484825353,3.550905694536433,1.6231997569013785,0.4211398112033072,Iris-setosa
+48,6.286905107253143,2.7325313539919582,5.369786022094431,1.6218339620167694,Iris-versicolor
+49,6.305424189016659,2.702639744269485,4.72239944603429,1.4964570098056607,Iris-versicolor
+50,5.122362918721731,2.1014272080928396,3.5585987911464994,0.9235706839493941,Iris-versicolor
+51,6.4034253773624386,2.3890949094004,4.319922033579282,1.2200445403613829,Iris-versicolor
+52,5.833461756708383,2.859357574027867,4.88439227841748,1.6772653608975863,Iris-virginica
+53,6.21153144976884,3.1047524443080707,4.588026923319177,1.416840630757508,Iris-versicolor
+54,6.459408758418015,2.7266747313164004,5.530185778266517,2.1319475498636917,Iris-virginica
+55,4.734317356177761,2.8495522469977215,1.3820882664399643,0.23858091749573082,Iris-setosa
+56,4.644210810892736,3.2364654509987347,1.3516208519397857,0.18362134461910962,Iris-setosa
+57,7.228096113291348,2.7093648481339474,5.8919312304402665,1.6336363564550203,Iris-virginica
+58,6.01475848894876,3.088819853451056,4.594888916706055,1.6916079525671353,Iris-versicolor
+59,6.112030147626228,2.7536406660432293,4.6112818456204785,1.5078082044978125,Iris-versicolor
+60,4.853396021171709,3.5288416596085646,1.58508194198378,0.18217720168469542,Iris-setosa
+61,5.400895590104948,2.508188348214728,3.033385059890202,0.675789955062538,Iris-versicolor
+62,4.434015141539473,2.6901346267965516,1.3974982643921852,0.1741357518928736,Iris-setosa
+63,7.019068391106284,3.525861138534427,5.28443238656027,2.4414784171730735,Iris-virginica
+64,5.149526590508843,2.947000739302601,1.1065041678149787,1.4399803273057514,Iris-setosa
+65,6.212976061387632,2.667783174517957,4.873509766482715,1.8383311652297811,Iris-virginica
+66,5.253427842032591,3.2931060255909674,1.3145112740165088,1.0281762217069472,Iris-setosa
+67,7.093649514070478,2.850994118243112,4.3040371972779266,1.4843390770503908,Iris-versicolor
+68,5.390189533814127,3.0595184627102303,4.446245234494312,1.325500619230145,Iris-versicolor
+69,5.366619310579981,2.562107531361892,3.9313681951730723,1.2928546031101615,Iris-versicolor
+70,6.861269184062483,3.0114689516284403,5.299980765584923,1.6027122005595844,Iris-virginica
+71,5.647105797535671,3.025978787798996,4.537785964406306,1.2401059500581777,Iris-versicolor
+72,6.035033029211002,2.494611286338344,4.503521150160281,1.2259837323341523,Iris-versicolor
+73,7.997746534449276,2.7801386060687383,6.101098776949604,2.382358903205406,Iris-virginica
+74,5.636611403463234,2.9353938230365815,4.149332443168632,1.2440530112075696,Iris-versicolor
+75,4.689044900062654,2.8554946449729988,1.4738794143559966,0.29580734823653854,Iris-setosa
+76,5.288074326650391,3.2416046301902743,1.5886114428630542,0.2275236318629129,Iris-setosa
+77,5.522200381797742,2.7335374207005843,3.6166935362259585,1.228493103807659,Iris-versicolor
+78,4.686780176031512,3.3200536485256547,1.3569687920789786,0.23830638604816895,Iris-setosa
+79,4.325196551343866,2.897047425360478,1.3268677776206161,0.17925072895319394,Iris-setosa
+80,5.304156196084804,3.1504134139871884,1.5159946952775922,0.2827756777299816,Iris-setosa
+81,5.851864027527178,2.437484634561473,3.5840486365917457,1.0467063077648593,Iris-versicolor
+82,5.869063780316818,3.0113388561237735,5.359728123838521,1.72446178276604,Iris-virginica
+83,6.654284249269172,2.9461915217854844,5.196862959389082,1.5928143464324687,Iris-virginica
+84,5.854051435319557,2.8666190336711836,4.611720244587419,1.5751336987450473,Iris-virginica
+85,5.886659773788045,2.5698585710535546,4.237105604983931,1.3480155635319093,Iris-versicolor
+86,5.595396567778278,2.8057289697735075,1.433414218236405,0.1613880599530521,Iris-setosa
+87,6.068698850915127,2.6744892713962356,4.667672722053449,1.6660245788061985,Iris-versicolor
+88,6.569319298392111,3.441430237452155,5.59872657411979,2.3554408720715383,Iris-virginica
+89,4.97059765671317,3.0256952963895642,1.7696939143777752,0.4263714969125303,Iris-setosa
+90,5.952190994612666,3.03018093457053,4.661936294466458,1.788001690986648,Iris-versicolor
+91,5.163174305932266,3.7604991863578627,1.4649048291750058,0.24287428674274017,Iris-setosa
+92,6.311489512785711,2.6980869826101754,5.069638290060525,1.946918306296196,Iris-virginica
+93,6.962970715384933,3.3112444811266593,5.257551494514441,2.4122805467859356,Iris-virginica
+94,5.683694853902869,3.0563454755475554,4.518664276521721,1.6218871823241414,Iris-versicolor
+95,6.339165223380045,2.8198276082885663,4.757820887485874,1.5176583030962614,Iris-versicolor
+96,4.843573455067324,3.0397872163707254,1.711951509447561,0.4432361070422352,Iris-setosa
+97,6.695703860465723,2.9350055156193244,5.254786621386046,1.614954572128561,Iris-virginica
+98,7.300817143015694,2.8311647566775062,6.450125320663167,1.9946884023881974,Iris-virginica
+99,6.2700456184638655,2.9929180515529525,4.177728618086725,1.391337710304531,Iris-versicolor
+100,5.6967365351961385,2.737641310607848,4.518274493240987,1.552004220121708,Iris-versicolor
+101,5.289444611521121,2.97407487793158,4.828111005782839,1.7609980638057412,Iris-virginica
+102,6.8657849344026065,2.9161865309294743,4.663462389120934,1.4033333616969912,Iris-versicolor
+103,5.737848017495425,2.9076820792755136,4.573110059300569,1.2418036042211371,Iris-versicolor
+104,5.1354778510699575,2.4901574153703483,3.5978132843413015,1.165995716124326,Iris-versicolor
+105,6.819394189446728,2.654722416998802,5.555023694021498,1.7956266647846064,Iris-virginica
+106,6.081726782690288,2.549305197494125,4.514187979513171,1.4234785046443048,Iris-versicolor
+107,6.876750551264971,3.3520392395729655,5.715596666325146,2.2162135962303573,Iris-virginica
+108,5.347994307846916,2.7450177618809946,4.259773806008074,1.391586131586637,Iris-versicolor
+109,6.644602443810849,2.977232158411865,5.629435518231427,1.9480189921661821,Iris-virginica
+110,6.393563120920281,2.806056496161609,4.985085769378552,1.9389552397837204,Iris-virginica
+111,6.233077543703541,3.040212359002443,5.247787652812625,2.096743129994031,Iris-virginica
+112,4.7318454838755635,3.4643339299435403,1.1973562744579498,0.0868324065196785,Iris-setosa
+113,6.406765154904574,3.016683287593254,5.154533605942061,2.12419892793554,Iris-virginica
+114,6.078355909637739,2.9986804627717447,4.36188977048093,1.4738472245602674,Iris-versicolor
+115,6.25020713085806,2.849516447407599,5.179103047452716,1.8520307308074881,Iris-virginica
+116,6.78170626674503,3.0453658564278454,5.621262007858787,1.9501784378407385,Iris-virginica
+117,4.894071465460877,2.823036817515547,4.749924078475241,0.38048299970491817,Iris-virginica
+118,6.47000963620947,2.674038066884492,5.843633822098315,2.1964616595731594,Iris-virginica
+119,4.817893371370905,3.283915515186491,1.3937801793197016,0.3155619284633677,Iris-setosa
diff --git a/iris/tvae/2/23/test.csv b/iris/tvae/2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/23/train.csv b/iris/tvae/2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/23/val.csv b/iris/tvae/2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/24/synth.csv b/iris/tvae/2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4326e0fc06671c0b434190671394d1c61aad036d
--- /dev/null
+++ b/iris/tvae/2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.052117315235675,3.1764490029662062,1.4731649142053824,0.16608179026277312,Iris-setosa
+1,6.784730224621441,2.907672858766266,5.543187403392588,1.8314424237017979,Iris-virginica
+2,6.067943335027242,2.7421056451129027,4.1837110391176635,1.4343433593534662,Iris-versicolor
+3,6.068724563275138,2.6277589556833467,4.298669189474163,1.2168328033020943,Iris-versicolor
+4,6.022193080738354,3.115747114815858,5.079075823609359,2.3435390069884097,Iris-virginica
+5,5.69005868383328,2.926006832733498,4.827117451523412,1.8971539507338164,Iris-virginica
+6,5.273489765450589,3.62675577912135,1.3460808496019774,0.1252036348465478,Iris-setosa
+7,6.6496003033324005,3.10529568609479,5.403854099651306,2.3201000604246125,Iris-virginica
+8,6.39393686593037,2.897895871658838,5.450324979965735,2.4794899602721334,Iris-virginica
+9,6.017809335135852,2.3891725433446798,4.620020477122097,1.3318923898186286,Iris-versicolor
+10,8.05667289749467,3.395523797974122,6.6942823774157425,2.095131998962061,Iris-virginica
+11,6.380952250349273,2.5263734259070523,5.3021580177335075,1.7550133735809803,Iris-virginica
+12,5.027849564612586,3.4403855808632327,1.3202322839943712,0.25462448882858324,Iris-setosa
+13,4.509804737099456,3.0918581534416854,1.5902514757795883,0.20252763734815493,Iris-setosa
+14,4.544075150558707,3.3107961624777404,1.6255361468160927,0.2620057503358606,Iris-setosa
+15,6.161776227099456,2.7270645239916536,3.6475067866449122,1.1022420807638973,Iris-versicolor
+16,6.8504359328539115,3.1662239156378305,5.60252709697543,2.0560561613923762,Iris-virginica
+17,5.682638507351781,3.5894189921049575,1.6796516667004988,0.5444115024332421,Iris-setosa
+18,6.396412502301444,2.5115232311942175,5.452682651236772,2.1692712088331314,Iris-virginica
+19,4.596000078382614,3.1502653051863403,1.7191505666224487,0.22717734596032652,Iris-setosa
+20,6.118932761476897,2.6709136349454083,6.191346612881112,1.8998821076760626,Iris-virginica
+21,6.210068537298085,2.702191322628795,4.9459074506409095,1.885662994309889,Iris-virginica
+22,7.047581989521504,2.7752284353261563,5.215234932175878,1.7627027325637503,Iris-virginica
+23,6.9384524951484305,3.158059308883873,5.8827859138559635,2.3369150779657093,Iris-virginica
+24,6.620140408149165,3.054441244763388,6.3356474820329876,2.4440981450501456,Iris-virginica
+25,6.8829336297080825,3.151288888033464,5.242921569653855,1.7081245975672403,Iris-virginica
+26,4.98197858533692,3.064728882773272,1.4831941107064515,0.3460807376875761,Iris-setosa
+27,6.626502155937475,3.0527843911615173,5.2512906140656215,1.908808416353743,Iris-virginica
+28,5.272072970041791,3.3920371743855164,1.6159331633653762,0.4441603071367033,Iris-setosa
+29,6.176979128800861,2.5475923742455198,3.9312059654276057,1.43933887774559,Iris-versicolor
+30,6.290492012007025,3.5751697560715643,5.233974691194354,2.240780951041845,Iris-virginica
+31,5.020051726867099,3.0304602463360246,1.4831916075684446,0.26494335586434864,Iris-setosa
+32,7.544715887838895,2.7555513587910547,5.9059284119814235,2.4160167389816403,Iris-virginica
+33,6.781283920306384,3.1804611015173485,5.402466080386813,1.7214064812120256,Iris-virginica
+34,7.199841934574653,3.1183034916759778,5.050538985751244,1.7571562351657952,Iris-versicolor
+35,5.325462754212029,3.7980240773680745,1.6608889595180119,0.47637329324012456,Iris-setosa
+36,5.339295208770642,1.9750593042190852,3.1110681477143256,0.9231095317413871,Iris-versicolor
+37,4.646253929469816,2.819268642825464,1.2516552207290108,0.19192462137413185,Iris-setosa
+38,5.685830019256244,2.6876181995023294,4.5093257930802615,1.6753621801856529,Iris-versicolor
+39,6.125975378577949,2.9375025958801397,4.646577329117724,1.4635933948855373,Iris-versicolor
+40,4.503829901557381,2.9211945325930198,1.2405822183662722,0.14620279876736217,Iris-setosa
+41,7.211752050556172,3.192929340630444,5.4867048512064525,1.8148384377860913,Iris-virginica
+42,4.682087672318572,3.2977193951225785,1.7452809042917061,0.2634169619678064,Iris-setosa
+43,6.092143014167247,3.2170796491930354,4.637318293396702,2.1030480868181236,Iris-virginica
+44,4.9548351982343455,2.8715064510321566,1.3882439537875013,0.2797421573388788,Iris-setosa
+45,6.820098299203284,3.5887918306477133,5.959461550787479,2.282486780661846,Iris-virginica
+46,6.701002526416888,2.9103593511112558,5.152850305335642,1.8193609008686291,Iris-virginica
+47,5.701609804486591,2.846918181153338,4.869418594322073,1.7475525989881675,Iris-versicolor
+48,5.690762797108805,2.8196431810864335,4.341203129767229,1.2642848127567206,Iris-versicolor
+49,5.430288833823057,2.6896470438633058,3.8226357957352493,1.4497445761807337,Iris-versicolor
+50,5.364260755225467,2.5215951997181794,3.7147800174981476,1.22774821639549,Iris-versicolor
+51,7.024275442945122,3.9297812033789197,5.737006465918789,2.688687023660905,Iris-virginica
+52,5.465507521946406,3.570059975759372,1.679901232576676,0.41901278688160987,Iris-setosa
+53,6.522344193159099,3.326834747339998,5.754690138377054,2.295057421743536,Iris-virginica
+54,5.445392802993329,3.1391749111777023,4.726375646622068,1.8220698246374138,Iris-setosa
+55,5.155371116622404,3.7486196251744643,1.5206031920341827,0.349706074931492,Iris-setosa
+56,6.751371692494118,3.1681512029475725,5.240429324399895,1.6469466223825804,Iris-virginica
+57,6.71527019366978,2.9531513768927544,4.9824770123262425,1.3351254704232183,Iris-versicolor
+58,6.33389143723103,2.87267843628046,4.4012693019684015,1.1316552409619984,Iris-versicolor
+59,6.502682972614983,2.794003471713919,5.114725261496032,1.7535031337902434,Iris-virginica
+60,5.958493489950846,2.9459073641439026,5.171941534122043,1.784131000985648,Iris-virginica
+61,6.222322930372949,2.6607517591894565,4.706606909402056,1.7151028254918783,Iris-virginica
+62,7.098958385088187,3.3254269913730305,5.599288952433144,1.862593558276001,Iris-virginica
+63,7.412792196021245,3.1584772389345197,6.240820476078874,2.453769297317981,Iris-virginica
+64,5.6002527113524705,2.951788474334217,1.419557948937618,0.3460579568243136,Iris-setosa
+65,4.863985218948107,3.5581703676851495,1.5506063193177662,0.25805211112362586,Iris-setosa
+66,4.901556454109033,2.599237524189158,5.223442275069515,1.9385148592910246,Iris-virginica
+67,6.053673985271854,2.763811175695404,4.131880197531757,1.2613291648984088,Iris-versicolor
+68,5.23988110425265,3.783043267178014,1.5524964765670641,0.22956160568805636,Iris-setosa
+69,6.299149245020357,2.686136239757663,4.540657199163968,1.384605246153047,Iris-versicolor
+70,6.8247923839137865,2.7063105919334367,5.202776651121527,1.6955333847408052,Iris-virginica
+71,6.846600223744609,3.0245529859436426,5.264845416000067,2.3016576134387448,Iris-virginica
+72,6.736866146062571,3.49486336362044,5.794985994717943,2.2131217091181044,Iris-virginica
+73,5.224571447584821,3.2736559717919103,1.487994337027267,0.21152780527909038,Iris-setosa
+74,4.783455144327966,3.669347379159947,1.3367928742319588,0.2257048033598332,Iris-setosa
+75,7.064525636591616,2.825058714296841,5.1776587170183745,1.4670557525985908,Iris-versicolor
+76,4.342457409821975,2.9221046178990346,1.2808458810843941,0.24535555655356922,Iris-setosa
+77,4.640747001011344,2.9718511320420675,1.3840757294625647,0.17927905238321243,Iris-setosa
+78,4.734220131426422,3.340511260888138,1.3800115481369297,0.14993274272270146,Iris-setosa
+79,7.176834213376953,2.9061404344014914,4.510695937002715,1.2625630026930035,Iris-versicolor
+80,5.40075586118761,2.749139782089876,4.384733418232887,1.6380434988128452,Iris-versicolor
+81,5.788056003519451,2.2365327510481925,4.255575528721587,1.2307085553385597,Iris-versicolor
+82,5.886605109697561,2.846954610060592,4.887533808692991,1.4289979086128977,Iris-versicolor
+83,6.691753866908953,2.8291190670410047,4.406726986961011,1.7834405294152134,Iris-virginica
+84,4.347973765127887,2.8758912424243896,1.4458732821877422,0.24752780351290296,Iris-setosa
+85,4.88273817544204,3.2245729671832533,1.4334570825989092,0.13352536364897424,Iris-setosa
+86,5.6822932662723336,2.5717899827483013,4.506782536509353,1.725661924522211,Iris-virginica
+87,4.901852896546038,3.01751855293911,1.652845967480579,0.44822295925884426,Iris-virginica
+88,6.561375180088399,2.890818772916293,5.310584492284237,2.313337855347428,Iris-virginica
+89,4.917227932356222,2.9403041002789725,1.3382332910235935,0.20886301259777196,Iris-setosa
+90,4.722183376758806,3.2303000654257272,1.622423825934101,0.2888360518119131,Iris-setosa
+91,6.7546198530410075,2.970828878206588,4.3955290588783456,1.3418435340778783,Iris-versicolor
+92,5.335517015659801,2.4904533732392906,3.4124882910480334,0.675445026358342,Iris-versicolor
+93,6.944586557971928,3.2581625376583263,5.583311365987205,2.349681492808418,Iris-virginica
+94,5.580366515398427,3.1319793688666957,1.6667456830913616,0.17969427088595608,Iris-setosa
+95,5.800633621914924,2.5183017059195962,3.792164079027274,1.3271239805238033,Iris-versicolor
+96,5.599791470397549,2.711400161973814,1.5372471421820835,0.29103953607667354,Iris-setosa
+97,7.2385369514008016,2.9094475826501736,5.69976493440154,1.7883946978334375,Iris-virginica
+98,4.677933218458401,2.9358089743216835,1.2383043059125063,-0.04209322529733167,Iris-setosa
+99,6.636811462644226,2.922768140959834,5.063506123042227,2.1312304918372504,Iris-virginica
+100,6.862307466291942,2.8802917320331898,4.625910452354987,1.3299373275004431,Iris-versicolor
+101,5.8445055287481305,2.679503095128846,4.465448895057835,1.3276633086176592,Iris-versicolor
+102,6.250788755917735,2.519504121023777,4.2474348158125865,1.122020592071674,Iris-versicolor
+103,6.963541450316587,3.127841389517681,6.085778268741202,2.219958663748952,Iris-virginica
+104,4.5518095194986,3.024682920821715,1.2934673961751786,0.18769163346616724,Iris-setosa
+105,4.958915598601744,3.2988685873335424,1.485851565671442,0.15571808104036594,Iris-setosa
+106,5.223579310350561,2.7802545366692613,1.2797877691251287,0.16735965413565151,Iris-setosa
+107,5.088563819342449,3.207304385907179,4.719484592503146,1.9616325712915272,Iris-virginica
+108,5.037267880084857,2.9331651607978912,1.3484874455841096,0.9099973181680581,Iris-setosa
+109,5.167988462887492,3.701021236780204,1.147896504274105,0.19481555365912195,Iris-setosa
+110,5.393853449334669,2.724249539239156,3.8907255337255924,1.4410311250499497,Iris-versicolor
+111,5.691047202975942,2.692540034854962,3.7118359642834,1.3631444270869555,Iris-versicolor
+112,6.843675102125112,2.7999119437376034,5.475175022264402,1.6837014977986353,Iris-virginica
+113,7.2698305623200365,2.6378713894595007,6.278100630094901,1.8638688970676556,Iris-virginica
+114,6.227311050530107,3.279686155668204,5.217944456264117,2.2540228233044672,Iris-virginica
+115,6.99512354860616,2.8564376577755333,5.258154414965207,1.8097762697932978,Iris-virginica
+116,5.989206899177896,2.649948444403769,4.999816722889066,1.8536081139657037,Iris-virginica
+117,5.991544360779969,2.821948211506787,3.930054245898712,1.3250971616093459,Iris-versicolor
+118,4.911492723937253,3.457343394239018,1.4793109555632997,0.14216833504062654,Iris-setosa
+119,5.966540414469859,3.331644944746307,4.996844821956441,2.0391724280778116,Iris-virginica
diff --git a/iris/tvae/2/24/test.csv b/iris/tvae/2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/24/train.csv b/iris/tvae/2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/24/val.csv b/iris/tvae/2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/25/synth.csv b/iris/tvae/2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a392efdc9a5413f27191469a6d84aa860c2d8237
--- /dev/null
+++ b/iris/tvae/2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.765104043617908,3.056856046889588,3.8491502175528782,1.196309672239356,Iris-versicolor
+1,6.14991703721125,2.7642596201789273,4.355861912668116,1.5961438472548481,Iris-versicolor
+2,6.112284446828166,3.2503991729946833,5.302266630666462,2.7910478983618003,Iris-virginica
+3,4.902975929872219,3.2269963101481496,1.588478395295214,0.37605826911750745,Iris-setosa
+4,5.587897263213539,3.190912147997668,4.235352502581028,1.3814726795541785,Iris-versicolor
+5,6.887686264554435,3.3390333813615087,5.4980341886568,1.514198881262465,Iris-versicolor
+6,5.410190693696238,2.824312519215011,4.817018808049528,2.0551560310703816,Iris-virginica
+7,5.402076020802973,3.906990768745841,1.4311204739923185,0.20395473849135995,Iris-setosa
+8,6.234497069659704,3.154232437911388,5.348333779672259,1.922631700645634,Iris-virginica
+9,4.603372522652294,3.207082931096473,1.2397599994865853,0.2582588023770072,Iris-setosa
+10,6.2988475043487595,3.5100669120351378,1.8689279744498537,0.4826720735467798,Iris-setosa
+11,6.043604020493265,2.7233187172593216,4.5166823923627515,1.4648179612794876,Iris-versicolor
+12,7.031244880418002,3.117590475237472,5.923709984828748,2.6320071758502523,Iris-virginica
+13,6.26089593177007,2.72673797130686,4.851810082142694,1.524551966508811,Iris-versicolor
+14,6.3238917286503975,2.796031934801645,5.4583460602774645,2.332199885229247,Iris-virginica
+15,6.925843487580365,3.235953962601859,5.939564859502184,2.2363912047976497,Iris-virginica
+16,5.188249340872832,3.5793765148322008,1.3783426235938512,0.20670459786392364,Iris-setosa
+17,5.523689055369037,2.1821221717966015,3.799431308871821,1.1367697054201478,Iris-versicolor
+18,7.459284467303394,3.7371083324867294,5.96976628942741,1.9987888954795021,Iris-virginica
+19,5.651742922228089,2.8293633996098793,4.2640891053784,1.3030275012676702,Iris-versicolor
+20,6.225991963309188,3.25758123477741,4.7361525755495375,1.7543979821719091,Iris-virginica
+21,6.581912658873682,2.777169540190567,5.585319145215588,1.6658289494948324,Iris-virginica
+22,6.466781083928792,2.928752891372272,4.710857180579671,1.4813492404221278,Iris-versicolor
+23,5.964284789415732,2.709207234723838,4.907812715644927,1.6293432624832158,Iris-versicolor
+24,7.1184534939809465,2.9775489908596824,6.013260395807113,2.179983666062038,Iris-virginica
+25,4.3685295741624515,3.035354326190018,1.1883457350513171,0.1628941423849699,Iris-setosa
+26,6.450478267509293,2.696608197606548,5.215594482375559,1.607621188308671,Iris-virginica
+27,5.081195920855572,3.061372712742088,1.396610863611862,0.38474580815080206,Iris-setosa
+28,6.650022087652344,3.233212720445468,5.522873488421297,2.5861344084931135,Iris-virginica
+29,7.153185937461043,3.432506802273765,5.836041591957144,2.4078131050836915,Iris-virginica
+30,6.023953579389139,2.76565563229912,3.941053513371008,1.3080571539632841,Iris-versicolor
+31,4.8310542059164225,2.584570914974302,2.9642634138017483,1.0922454863746736,Iris-versicolor
+32,7.873260424332323,3.3389044241522425,6.233023119976249,2.2151582162939483,Iris-virginica
+33,6.3418011366893365,3.2759633386507625,5.5556516372505556,2.081303001853775,Iris-virginica
+34,5.67219406623082,2.678094832408125,4.507828970147511,1.4271797219511417,Iris-versicolor
+35,5.775524723203318,2.702855427871308,4.61759608703038,1.7827576507823535,Iris-versicolor
+36,5.785912752733915,3.132561098605218,4.645113164262177,1.589382827018469,Iris-virginica
+37,4.745981335006804,3.297507414301023,1.7786369973514502,0.269836540084652,Iris-setosa
+38,5.158145039000674,2.586138794379931,1.3632234688334988,0.1707902132865063,Iris-setosa
+39,6.170578901780198,3.2796109644880507,4.850335188339032,2.0111220688875315,Iris-virginica
+40,7.121615623467187,2.888322660566189,6.115798832152785,2.0414769652389118,Iris-virginica
+41,4.671941574122024,3.0433649266258382,4.939350166083334,0.26587536403571954,Iris-setosa
+42,5.629009437643296,2.9521584142441624,4.99642515450331,1.759876143725655,Iris-versicolor
+43,5.216870925873213,3.1215682194895504,1.443644126768186,1.0586918566965022,Iris-versicolor
+44,7.309639430519521,2.995753516248902,6.003638664624334,2.271762018973661,Iris-virginica
+45,5.240318791121673,2.3768555784800984,3.9618916246841556,1.3175385495697047,Iris-versicolor
+46,6.077608489673571,2.500594592491482,5.027275312352128,1.9150274793126347,Iris-virginica
+47,6.5615131434176694,2.837639131110972,5.740326159666428,2.134338628347802,Iris-virginica
+48,5.978907133247161,2.6320000369382166,4.6840991094127835,1.1252224473379084,Iris-versicolor
+49,4.8706636956323885,2.753041356923567,1.639120432761049,0.35277652094778555,Iris-setosa
+50,4.983159917049064,3.53282751913488,1.4785545137617442,0.3232156907636968,Iris-setosa
+51,6.351880665822285,2.2911911037919763,4.160522442168398,1.0139400385850064,Iris-versicolor
+52,5.118448552669052,3.6534014756347797,1.7678089540950261,0.425865883823188,Iris-setosa
+53,4.387995848019764,3.033876207985808,1.166595934525772,0.2418700639069669,Iris-setosa
+54,6.176195700953967,3.3151066961029265,4.90442045990546,1.8061715077512623,Iris-virginica
+55,6.903853872070006,3.1916000602295056,5.750868411383333,2.314430161377033,Iris-virginica
+56,6.469246817385724,2.8132802662933596,5.1043284715599295,1.788595682795548,Iris-virginica
+57,6.958200888738949,2.981249845409372,5.608787761391217,2.2234431134137953,Iris-virginica
+58,5.821679396015977,3.000967030071807,4.999832455211249,1.9125353717656195,Iris-virginica
+59,6.367874405992903,3.127972218384536,4.593330990446368,1.4085464681771513,Iris-versicolor
+60,5.395822850464865,2.7957510407132538,4.695909093752937,1.1673228033283651,Iris-versicolor
+61,5.195983721108012,3.5459352435425413,1.240535269868106,0.08898216064000775,Iris-setosa
+62,4.522194548256808,3.481499893192505,1.1853589244335185,0.18058599644713874,Iris-setosa
+63,4.628126160666471,2.619643776601227,1.1902559839786198,0.14809752082088862,Iris-setosa
+64,6.430402245562617,2.509104496703777,4.619690520291789,1.2959516041195391,Iris-versicolor
+65,5.621336920306704,2.827906502874553,1.4155827021253904,0.4298409754340933,Iris-setosa
+66,6.817723691838815,2.798765125480339,5.223011813412503,1.6420053190769912,Iris-virginica
+67,5.830539683917272,2.998252434259146,4.215963508483767,1.0826668326606574,Iris-versicolor
+68,5.962697744170484,3.0141134498925033,4.796675111762968,2.061330774228549,Iris-virginica
+69,5.362647781812864,2.7078763344869725,1.5846331327034933,0.32198187143176776,Iris-setosa
+70,6.161328876025174,3.7391267300245405,1.8449990723041028,2.187374958069257,Iris-virginica
+71,4.829206322575492,3.2038438233051125,1.4722604153347059,0.19469928701395353,Iris-setosa
+72,7.379367799574328,2.6417775573161935,6.013467521716519,2.1471484969121084,Iris-virginica
+73,7.001979455121346,3.25378266311941,5.378943455782542,2.1481168098676338,Iris-virginica
+74,6.481717246007731,2.9603309873790282,5.380939644676301,2.038245361989628,Iris-virginica
+75,5.639748408235123,2.6387028791176537,4.814188191042044,1.7620281211555817,Iris-virginica
+76,5.198679394611274,3.280267673446921,1.6350212543444937,0.2645784106063017,Iris-setosa
+77,4.800170362144731,2.9924068461709683,1.575216246566846,0.29781180926208844,Iris-setosa
+78,6.825716431432564,3.068447106634873,5.614112035151386,1.768940556232306,Iris-virginica
+79,6.23265396228196,3.0033933205502374,4.843434988037919,1.9029641093891911,Iris-virginica
+80,6.516347404631901,3.0233860359689593,5.47456138863379,2.0172386395653734,Iris-virginica
+81,6.194843182338394,3.4695055706028723,5.199253955395859,2.378685760529143,Iris-virginica
+82,5.72022163024224,2.6038291835732514,5.243388034608065,1.6391002612171885,Iris-virginica
+83,6.1664735800345785,2.7031430325171093,5.0146358319192315,1.39657129408654,Iris-versicolor
+84,6.6025600183306805,2.8492785875228646,5.075116056139016,1.34227663407625,Iris-versicolor
+85,5.370840115305979,2.9133487372670244,1.4760391906609833,0.3880158206634995,Iris-setosa
+86,7.627802958775003,3.550952252115505,6.259574667039657,2.3313822688661103,Iris-virginica
+87,5.552249706245304,2.586953766236165,3.5260542130568266,1.4730344300313891,Iris-versicolor
+88,7.000038250143631,3.808236744227327,5.823403670579597,2.697087242371216,Iris-virginica
+89,6.443214564887459,3.552838252691635,5.354316393217098,2.1346874251288703,Iris-virginica
+90,5.061411940602544,2.4391260128836745,3.1931127438334848,1.150369600579638,Iris-versicolor
+91,6.439503477363272,3.0314163984892977,4.323794823090338,1.7768998825594986,Iris-versicolor
+92,6.782454044660739,2.6082234244438602,5.967297879402236,2.290435900895085,Iris-virginica
+93,6.509959749424601,2.613618101581353,5.132990587292551,1.4272879091914776,Iris-versicolor
+94,6.182850233202324,3.036006417824138,5.103356477917723,2.1188201841921783,Iris-virginica
+95,6.051387997862616,3.03309962684349,4.839014955757326,1.9696866936458468,Iris-virginica
+96,5.658326069807523,2.418544622875821,3.558885018021031,1.0019920134078026,Iris-versicolor
+97,5.357001439952277,3.079368719453498,1.6521039225413967,0.32182266299329854,Iris-setosa
+98,4.44255155998,2.779856619219557,1.2206165563112705,0.13972169476177088,Iris-setosa
+99,7.060333337088592,2.8018771453928992,5.4377160445994015,1.4895914356293445,Iris-virginica
+100,5.048707477163047,3.8669341339904486,1.5963715518242367,0.26110313777871447,Iris-setosa
+101,7.627454242512097,3.431986907190684,6.327611229381146,2.275707352974732,Iris-virginica
+102,5.291888727305174,3.5256535464274688,1.2029276295627764,0.31360003080904575,Iris-setosa
+103,6.463297916866328,3.3823720798319257,1.974701079460265,2.1381184507825006,Iris-virginica
+104,5.144899486336967,3.11061425854481,1.6127728715027547,0.29054217273863564,Iris-setosa
+105,6.056805592690604,2.6749905623557786,5.238027323050852,1.9624602098445554,Iris-virginica
+106,5.215972069031083,3.644584176550296,1.5609132209533108,0.2669694123673647,Iris-setosa
+107,5.922403400984462,2.6544336391651657,4.658348482152435,1.6257380161585806,Iris-versicolor
+108,5.059041998728577,3.2024924975112827,1.4050583633563165,0.25773627614457545,Iris-setosa
+109,5.01735710164381,3.638073823423816,1.690109440830195,0.29987777216579103,Iris-setosa
+110,6.055330370284612,3.27973454392108,5.333077989353983,2.2334383789167687,Iris-virginica
+111,5.559550553940946,3.148508329444166,4.548049287361821,1.9270638119652204,Iris-versicolor
+112,5.861492994278641,2.448060850636335,3.7461052351652686,1.1217892411382617,Iris-versicolor
+113,6.786895012202605,3.25722729157357,5.11628583011176,1.4733835479975936,Iris-versicolor
+114,6.203528497296533,3.4484844270975947,5.0781814953342925,2.1478340927126656,Iris-virginica
+115,6.435655319638967,3.0302295164487183,5.032327618943396,1.449908354153228,Iris-virginica
+116,6.279764901341464,2.6502133023599015,4.2594531809703025,1.334041931886858,Iris-versicolor
+117,5.792417918259473,2.7034255079391754,4.097638118333232,1.4271296867392462,Iris-versicolor
+118,5.576416337661567,2.6937724692076537,4.28953934688656,1.3448624385100563,Iris-versicolor
+119,5.661808774991954,2.533253961405069,3.6845123752209803,1.0256102105168357,Iris-versicolor
diff --git a/iris/tvae/2/25/test.csv b/iris/tvae/2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/25/train.csv b/iris/tvae/2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/25/val.csv b/iris/tvae/2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/26/synth.csv b/iris/tvae/2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4afa7b580ab3e36c1014458cc847c0f7f8c96972
--- /dev/null
+++ b/iris/tvae/2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.752126759079376,2.335760736220613,4.245019656186422,1.2897757288641758,Iris-versicolor
+1,5.026301864646952,3.3734005524051414,1.5107476669037743,0.24334983566467433,Iris-setosa
+2,7.520067441454487,2.766809595746342,4.824113238195223,1.3708888493992248,Iris-versicolor
+3,6.723684890221359,3.2447110295268993,4.656137974568589,1.3939148542453852,Iris-versicolor
+4,4.818547659593234,3.15280843600464,1.615229862535772,0.36293246428117576,Iris-setosa
+5,4.651529299367869,2.9415686893134816,1.590339456002009,0.30145564888932835,Iris-setosa
+6,6.016067561683472,2.626259916059455,5.029926377457897,1.9367906486727295,Iris-virginica
+7,6.04017602240105,2.502325648710274,4.492439883760354,1.3479619144669122,Iris-versicolor
+8,7.206146763837737,3.0561647330578037,5.328144121851577,1.6245552352313875,Iris-versicolor
+9,6.412450218135185,2.9841694313743257,5.367932425473812,2.0365141050911126,Iris-virginica
+10,5.105194506544469,2.8583977010791703,1.3251741403526691,0.10094984284968167,Iris-setosa
+11,5.313430012977225,2.786956752438107,4.709551236705213,1.7156873670457846,Iris-setosa
+12,6.193273214524695,3.440416257508347,1.8331819162270948,0.45901904960494594,Iris-virginica
+13,6.947276363302447,2.875165596795831,5.504173676926316,1.8702756092304067,Iris-virginica
+14,6.890294141128657,2.8420489565035743,5.663819339125914,2.2817380264286244,Iris-virginica
+15,5.07368496907143,3.226919915185512,1.7002030244397082,0.23981267316862476,Iris-setosa
+16,6.9690725230439,2.8341568162714705,5.685199902875127,2.1233196852253835,Iris-virginica
+17,6.52458781820482,2.6161570819914424,5.457220249457537,1.7644101532671583,Iris-virginica
+18,6.889797363362558,2.857775664118365,5.538308297618073,1.5664778499354004,Iris-virginica
+19,6.289321837011744,2.554162639601526,4.617899458545685,1.3566750214608336,Iris-versicolor
+20,6.006861508471654,2.9155608725170614,5.04042329960314,1.6604055921671033,Iris-virginica
+21,4.642253275495788,3.121541457722803,1.4434855189939122,0.24847663317742547,Iris-setosa
+22,6.406036561163903,2.995461903814594,4.662100683471714,1.456306308995216,Iris-versicolor
+23,6.749842022217351,2.5957947509419057,4.9331855303313805,1.4115457633572106,Iris-versicolor
+24,6.140713732157793,2.5971410940243764,3.5734286227456904,1.27977758663176,Iris-versicolor
+25,5.595916739217521,2.4088889265011315,4.088849836756199,1.2529083506139493,Iris-versicolor
+26,5.805331233054281,2.826476360401007,3.5294329994996376,0.9459683075861858,Iris-versicolor
+27,5.732056558077699,2.889740024129268,4.651173036937581,1.6732088460573378,Iris-versicolor
+28,6.231530345166884,2.810018509309803,4.045980034703317,1.5060716126525342,Iris-versicolor
+29,5.140176716572897,3.268986648728049,1.4948841015638086,0.13113831826013095,Iris-setosa
+30,6.782969226094978,3.2922276339096253,4.414279867870262,1.4140314763944795,Iris-versicolor
+31,6.070471787659379,2.981401573581357,5.065942752741897,1.7289044133374178,Iris-virginica
+32,6.575726822557085,3.00033618851255,5.6103883408571145,2.2875038817666233,Iris-virginica
+33,6.360266219503225,2.648614390747214,4.481039618759506,1.291252063488033,Iris-versicolor
+34,5.9823076638218815,3.103884778091312,4.415026624884056,1.4473381453558407,Iris-versicolor
+35,4.680890110543362,2.6782632647462608,1.27794304329134,0.1541780284058828,Iris-setosa
+36,6.664689253261399,3.1052369607540373,5.304964232762144,2.6384670351332957,Iris-virginica
+37,6.940381664235263,2.8767403142162165,5.016040675092995,1.529272772885153,Iris-versicolor
+38,6.096336456460121,3.0539174014411157,4.778106436969437,1.7664556122181494,Iris-versicolor
+39,4.778181997096274,3.1279573300967525,1.5715292273286472,-0.17000817909237032,Iris-setosa
+40,5.912938314599396,2.4509910700442132,4.2235355407721915,1.3153675702068433,Iris-versicolor
+41,4.995274947701675,3.7661883738884567,1.4584860969404292,0.14055534009775814,Iris-setosa
+42,6.107204758433313,2.475994094322262,4.58006234955538,1.3008115236351017,Iris-versicolor
+43,4.6868279995722695,3.441586851485373,1.4445950007506074,0.3233179927302317,Iris-setosa
+44,5.7945033970684605,2.4699610032188692,3.8281109611477864,1.1190277782047184,Iris-versicolor
+45,6.046373706655109,3.084199810052038,4.571930522781834,1.7341645560447867,Iris-virginica
+46,5.709671012849083,3.03674431839549,4.030984455016213,1.3177007813047543,Iris-versicolor
+47,5.480513755097893,2.832767857478453,5.120740188252116,1.6920906933510764,Iris-versicolor
+48,5.541184081795783,2.6956763685747163,4.3461534432986095,1.2822897862697102,Iris-versicolor
+49,6.878229064169569,2.9396209668973152,5.660659669028203,1.9798187136288203,Iris-virginica
+50,5.802797351641346,2.892227807609804,4.807912597663394,2.0291871207652976,Iris-virginica
+51,5.806200401928011,3.014937195453501,4.884322794600938,2.105703445503718,Iris-virginica
+52,4.931631014406083,3.638593502657306,1.6989859053377188,0.41126701094040563,Iris-setosa
+53,5.51608589341318,2.659091290401341,4.098369580537453,1.2414899438228675,Iris-versicolor
+54,5.541487097911363,3.9096233427431315,1.1866671147357333,0.29496504375747296,Iris-setosa
+55,6.690142588419134,3.107051608875944,5.719308117547392,2.0100487302415164,Iris-virginica
+56,6.496334180708847,2.974096499173296,5.512382317856283,2.5565516174006846,Iris-virginica
+57,5.055705020974243,4.298231408923824,1.3147832980863763,0.1737499557382147,Iris-setosa
+58,5.702625464073215,2.9846261920878856,4.571813475673853,1.541282164445016,Iris-versicolor
+59,5.117493488875839,3.202414582453886,1.3168661401511959,0.22043258091016504,Iris-setosa
+60,5.980861018889851,2.8955171646453572,4.889703744551628,1.610681984515977,Iris-versicolor
+61,6.816231022580023,3.3135123182382413,5.633203549324293,1.9034831493753253,Iris-virginica
+62,7.07962458271877,2.9903005016321433,5.935556016640367,2.311542619293982,Iris-virginica
+63,6.511849456423283,3.144823371436317,5.361587315492731,2.304915132357145,Iris-virginica
+64,6.590837098179106,3.4965725539605206,6.053232982616317,2.598221945436494,Iris-virginica
+65,5.810497106937733,2.7790311529985723,4.200957151118795,1.264836739939949,Iris-versicolor
+66,5.345684297920283,2.8575742406233324,1.3449553033883206,1.426050912943378,Iris-setosa
+67,6.634131057563503,2.8623141480656824,5.276756851844927,1.9775990583974117,Iris-virginica
+68,5.144438619280328,2.921926468984495,1.5311744823198157,0.23095764754725237,Iris-setosa
+69,7.3396173112163385,2.938553684824436,5.021283314612639,1.5067887406591767,Iris-versicolor
+70,4.860190877262004,3.5753402624665713,1.4914745813092982,0.25851707358547027,Iris-setosa
+71,6.545640059962177,3.0846024437419506,4.9567481310135815,1.841949895664069,Iris-virginica
+72,4.5563520847066075,3.3238335794464478,1.4729346036914375,0.16751514177249807,Iris-setosa
+73,5.711823293618918,2.9302769002236477,5.082058941422462,1.855266268078397,Iris-virginica
+74,6.216535707224475,2.8481258581608966,4.527600678027705,1.4923921175307,Iris-versicolor
+75,5.684519426831782,3.1416953774035985,4.389355456748691,1.4161988519016293,Iris-versicolor
+76,4.924927488396986,3.372577855317853,1.4900918969547752,0.3956975766562905,Iris-setosa
+77,5.327122177165956,2.9788027528245844,4.12673791704627,1.34485444721502,Iris-versicolor
+78,5.244709847176944,2.284217858043139,3.149168245053491,1.1161547862534977,Iris-versicolor
+79,7.344189370202784,2.6637433873620804,6.214791111216373,2.062176984018635,Iris-virginica
+80,6.515476345427787,3.084201610313168,4.754209910455768,1.9507379124907205,Iris-virginica
+81,6.091907022395167,2.715443954168044,5.15464472381113,1.929380457995073,Iris-virginica
+82,5.647602481421058,2.574219248760644,3.5097552717737757,1.2485936037908127,Iris-versicolor
+83,5.478071210776249,3.7320107517483865,1.6083991670139695,0.17368456655073594,Iris-setosa
+84,7.050192363234862,2.9676258461311407,5.696693208298839,1.7320741999797313,Iris-virginica
+85,6.286743852604911,2.9676019151991024,5.275572132426827,1.740336469208502,Iris-virginica
+86,6.3601346017683555,2.6513068356959897,5.0474321348027456,1.5351781576905936,Iris-virginica
+87,4.2338633846263525,2.997025067998788,1.5959351070762018,0.15194689783553234,Iris-setosa
+88,6.122503436820479,3.0136501701977076,4.71997521947261,1.986410662701945,Iris-virginica
+89,4.374361236302128,3.469947125901359,1.2777332777754093,0.16011821916311475,Iris-setosa
+90,6.5053391262507105,2.8640662559416596,5.228612444913527,2.1179581371213496,Iris-virginica
+91,6.020137044658932,2.434407432739243,4.645692768683286,1.5052721461214729,Iris-versicolor
+92,7.459813508822121,2.8214461800080057,5.968766430838346,1.9692877043807107,Iris-virginica
+93,6.13506968017612,2.526473355299873,4.988998925942946,1.6091775433625763,Iris-virginica
+94,6.589389338009116,3.320381394019609,5.242557455166251,2.114854117020038,Iris-virginica
+95,5.047481691989213,3.0884386424656554,1.2554618051641695,0.05464520915407206,Iris-setosa
+96,5.887860933260016,2.7383302167006245,4.46489646261797,1.370757757069442,Iris-versicolor
+97,6.6920753156161785,3.2813482348798053,5.77368539954009,2.392091330005035,Iris-virginica
+98,5.297820699444035,3.116765879980745,4.190830871736298,1.2721707369134125,Iris-versicolor
+99,5.142758192742896,2.9530487270142673,1.379329928945901,0.03161451754443764,Iris-setosa
+100,5.677615257307398,2.9535997867950794,4.437246573932629,1.451324620549555,Iris-versicolor
+101,4.992634459998929,3.3806555168086936,1.3832404393371212,0.297495316926819,Iris-setosa
+102,4.895857906821144,3.172172543236254,1.732657455125577,0.3584991310972617,Iris-setosa
+103,4.970052246888258,2.5647971898487967,3.582117993692414,0.9424694404521015,Iris-versicolor
+104,5.3088882681814455,2.9867868749339963,4.351814702344143,1.5224886544562906,Iris-versicolor
+105,4.826850794797301,2.675188036151425,1.2329032010636223,0.2441298467165321,Iris-setosa
+106,5.134183684589389,3.4342143684586635,1.4405519827342324,0.31966053698715985,Iris-setosa
+107,5.052385355011255,2.2009264440627576,3.949581908756175,1.3175216331317359,Iris-versicolor
+108,4.892090192851244,2.5934788855299225,4.985208307596951,1.8406348497111313,Iris-virginica
+109,4.6640005671021605,3.1588988653973855,1.564726574370232,0.2532581423374348,Iris-setosa
+110,4.281251480838169,3.124519100717514,1.2201384115315794,0.13530911472806417,Iris-setosa
+111,6.249909872013254,2.894340699825432,4.678240262599337,1.3738396922020857,Iris-versicolor
+112,5.854714118408931,2.8840447921757457,5.085464151723434,1.717106653316808,Iris-virginica
+113,7.351424631856848,3.345443260551173,6.477551757756688,2.2798064403732217,Iris-virginica
+114,5.896385916475234,2.5757244115374656,4.291300275944364,1.3959126258033552,Iris-versicolor
+115,6.545196782220199,2.94889343277498,4.912152637516497,1.6451014127494248,Iris-virginica
+116,6.417144046647166,2.7478093142798308,4.525318798135835,1.4329099863897357,Iris-versicolor
+117,5.289015923873004,3.7569151434702035,1.4493052972259362,0.25214285863412356,Iris-setosa
+118,4.4231696670048,3.1292051400929326,1.2447073404542925,0.07844226579184921,Iris-setosa
+119,6.779723953500671,3.8311868825363247,5.426623826670624,2.5326290895351438,Iris-virginica
diff --git a/iris/tvae/2/26/test.csv b/iris/tvae/2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/26/train.csv b/iris/tvae/2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/26/val.csv b/iris/tvae/2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/27/synth.csv b/iris/tvae/2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9d9212c360c63da20803f5bb0185fb91fdf73325
--- /dev/null
+++ b/iris/tvae/2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.923869940175723,2.9391210952187494,5.239286185552077,1.5534650266815957,Iris-virginica
+1,6.422193673716221,3.131135923360091,5.227660555477653,1.9294209178647028,Iris-virginica
+2,6.235211806532898,2.3872897960747235,4.045796327351226,1.4750425087851748,Iris-versicolor
+3,6.297524288708552,3.1078705673947935,4.713370827622416,1.5860362483713317,Iris-virginica
+4,6.089669008821962,2.660545795931317,4.339155662076845,1.2782236790607275,Iris-versicolor
+5,4.8255395598311805,3.3771986166834473,1.2854647419269092,0.10884071435289389,Iris-setosa
+6,6.709224829719989,2.897623200172452,4.978537151661588,1.332376374315874,Iris-versicolor
+7,5.110696267680735,3.704063810274445,1.513408040479135,0.20238816930288445,Iris-setosa
+8,7.405538298613445,3.1155280609373186,6.234719170260862,2.419478234930564,Iris-virginica
+9,4.960281424883575,2.910147146439633,1.5175749737112592,0.3237598255731325,Iris-setosa
+10,5.577894333041747,3.0145468951503114,4.610670032032748,1.4681796827289069,Iris-versicolor
+11,6.086984248269325,3.2621944547974335,5.372097749686468,2.180497031711652,Iris-virginica
+12,5.464714685990108,2.692048260249251,4.484546821202071,1.7343678077965263,Iris-setosa
+13,6.645622378717576,2.8980020823230297,5.479300526591126,1.7767468008999527,Iris-virginica
+14,7.798334867339935,3.318196998374489,5.5931248158958535,1.5342742698536989,Iris-virginica
+15,4.834993628824084,4.00300843423505,1.3714886313741566,0.20558420524000517,Iris-setosa
+16,6.3887386101968735,2.73970556928547,4.128480514065544,1.4641953904091363,Iris-versicolor
+17,6.445843306460029,3.273920291572481,5.592024255223805,2.441502074328638,Iris-virginica
+18,5.985469140346687,2.515787310033089,4.915815491947956,1.9542815348725593,Iris-virginica
+19,6.280948398157423,2.7511829574649,4.696658588969167,1.5747444512914017,Iris-virginica
+20,5.460732556990697,2.8068762773916958,3.726563203335788,0.9932179767550093,Iris-versicolor
+21,5.087101642902591,3.7831887939764064,1.6431730196079235,0.2865470082040624,Iris-setosa
+22,5.205337768908518,2.370121039126502,3.4569974637581677,1.0573801221819346,Iris-versicolor
+23,4.519043947437679,3.4769634492886907,1.3564785165183681,0.29242492706616613,Iris-setosa
+24,5.886641518723578,3.1170036883960703,4.522836029634751,1.3021264830620218,Iris-versicolor
+25,4.577041303842451,3.1267921998122015,1.6728122529385618,0.17587308426786621,Iris-setosa
+26,7.0921924246799355,2.594858098422898,5.769967366614589,2.1128959254749566,Iris-virginica
+27,6.071890279054801,2.8325309628649937,5.0346329424705685,1.678210063131785,Iris-virginica
+28,5.079104140878915,2.5152221410467144,3.6088986885001537,1.156774405751236,Iris-versicolor
+29,6.490464335366741,2.8620992385818926,4.843146694631714,1.604196802365635,Iris-virginica
+30,6.11062956118428,2.9347071274227745,5.2353172439624185,2.102112206460425,Iris-virginica
+31,4.999343792601621,3.488377100717914,1.5039644519045432,0.30349501052633243,Iris-setosa
+32,6.660541137234128,2.2519234582110603,4.606569815169788,1.279434226625063,Iris-versicolor
+33,6.666111119092094,2.8033197667600818,5.242227416469387,2.1140791684301607,Iris-virginica
+34,7.074947081504694,2.802537983945468,5.109985685873132,2.2680199736470787,Iris-virginica
+35,5.210749419083068,2.83224937533266,3.4394391359933136,1.074575918372143,Iris-versicolor
+36,6.590677107785591,2.9413814831649003,4.165909266279508,1.5023105631440217,Iris-versicolor
+37,7.585091471704429,2.5809403792711234,5.368876927014754,1.7683315725501951,Iris-virginica
+38,6.238198776712917,3.194962224970345,5.1041242325781715,2.008528371790402,Iris-virginica
+39,5.82582920048103,2.2355874334998704,5.197865521959655,1.5849509007093328,Iris-versicolor
+40,5.157019984798085,4.131606280569764,1.578404680033628,0.18322677596585657,Iris-setosa
+41,5.718831048381794,2.959327110086579,5.026767015700955,1.8666950214617448,Iris-virginica
+42,4.709691373136672,3.0137471201184383,1.4534249982309384,0.17542966730523868,Iris-setosa
+43,6.388320478308202,2.829797853155582,5.468775214209417,2.0285917348030957,Iris-virginica
+44,5.743174824910576,2.8413130349994637,4.746638539405975,1.7813189189073966,Iris-virginica
+45,6.790070746867649,2.919931654854828,5.827183294409685,2.0075328918208566,Iris-virginica
+46,6.6266281733503885,2.944862829481741,5.7385377345251225,2.0216080355108437,Iris-virginica
+47,6.51217423985351,3.2925641496538756,5.52589543002823,2.1585259073857808,Iris-virginica
+48,6.541888500207471,2.8154421609944986,5.159636015185629,1.7650218814259258,Iris-virginica
+49,7.007363293133066,3.257988441707118,5.448320026571095,2.079869220077965,Iris-virginica
+50,5.615671539671253,2.861973765620665,4.464881567160722,1.6326729480885251,Iris-setosa
+51,4.84793520695583,2.9754527846124583,1.4081300214765924,0.3306720227616571,Iris-setosa
+52,4.963407388248652,3.8863528737878186,1.3509289697775066,0.2036653397717099,Iris-setosa
+53,4.358846613852481,3.158004741641558,1.18211421028016,0.1273254783512334,Iris-setosa
+54,5.6291976491231335,3.077148242635708,1.4881216727540791,0.32871831814459557,Iris-setosa
+55,6.6095288683775815,2.570126378285867,5.298598015338793,1.757122687486251,Iris-virginica
+56,6.189918039710381,2.1767381128752774,4.367368864530208,1.3388534963711176,Iris-versicolor
+57,5.999521715020191,2.7727813361665454,4.65676353644295,1.8777919589639689,Iris-setosa
+58,4.819057373370042,3.242361721143409,1.2637027829848595,0.14155897394657826,Iris-setosa
+59,5.019178234950127,3.1708706703835836,1.3783484980575373,0.23510651774473232,Iris-setosa
+60,5.7223746783123755,3.2572436059271594,1.693836883796469,0.4997456707359176,Iris-setosa
+61,7.405708983384822,2.7488993856835724,6.261785679031063,2.3051357591345125,Iris-virginica
+62,4.40929247955034,3.1211017608032923,1.1145838560948658,0.16613786320248541,Iris-setosa
+63,5.914515853438411,2.7609880495350767,4.60259823379212,1.7798181004492097,Iris-virginica
+64,5.169073473778521,3.129688323937326,1.5784853994205748,0.37186878748136576,Iris-setosa
+65,6.589405606439172,3.0009273145766415,5.655470324734702,2.2778102151710287,Iris-virginica
+66,6.449683674501361,3.278015142893314,5.51313992700199,1.8153949733677084,Iris-virginica
+67,5.8585995735252645,2.977268941847913,4.402525096336709,1.6771050675571542,Iris-versicolor
+68,4.897542774113484,2.654373190377648,3.551619983416856,1.0774433165143145,Iris-versicolor
+69,6.268882067014043,2.661961148787217,5.412166343128597,2.084904684290674,Iris-virginica
+70,5.309345111301001,3.3224194663649484,1.7480948377891135,0.36973128848329384,Iris-setosa
+71,5.159513937208325,3.5192382244460476,1.3907800187099908,0.18596282575992257,Iris-setosa
+72,5.461685444016992,2.9271712778077714,4.015417808657485,1.3808075836708085,Iris-versicolor
+73,5.0894379448612055,3.4715440532577166,1.4435346822009223,0.326261096847142,Iris-setosa
+74,5.469423143304946,2.211948643137177,3.6989865218999896,1.2413447188945737,Iris-versicolor
+75,5.105870539061274,3.8788253706926614,1.4710807695032844,0.1852583985706893,Iris-setosa
+76,5.488987220799509,2.934679096149802,4.607404544047968,1.5740442828697876,Iris-versicolor
+77,6.8543281590021685,2.969767907980258,4.543632755860934,1.2840381889864694,Iris-versicolor
+78,5.853545234467584,3.4469474771228743,5.342672977822639,2.0407817885603348,Iris-virginica
+79,4.552031716113267,2.7442373526529265,1.502928432106527,0.19482688565404754,Iris-setosa
+80,5.250752350959674,2.8482948285597463,1.6426525077094918,0.43182803769758227,Iris-setosa
+81,7.07017000790699,2.664616244727307,5.40339391523484,1.815516779784665,Iris-virginica
+82,6.158817057935242,3.1808336598078792,4.401007137358414,1.2741789522983116,Iris-versicolor
+83,5.648317727041121,2.848828774095378,4.303054423045315,1.312569541442932,Iris-versicolor
+84,5.530176602997058,2.8070161765447277,4.238358786805567,1.2255686454761354,Iris-versicolor
+85,5.637711138466836,2.7135687944202673,4.064329253722938,1.1573651391004538,Iris-versicolor
+86,6.0346826444029364,2.715113348152176,4.68346295363443,1.7251912378354572,Iris-virginica
+87,5.028972347304186,3.4254363709514544,1.305162319746322,0.2186691627446985,Iris-setosa
+88,4.892607575271243,2.9247086700839877,1.6607939992589076,0.3549262039556253,Iris-setosa
+89,4.757962305255743,2.9876465505228005,1.4382817692631673,0.3145607352255843,Iris-setosa
+90,5.9681811342214,2.863296285037207,4.594165999848793,1.6773824613539252,Iris-versicolor
+91,6.627535356426335,3.165609805709531,5.445570115404486,2.1252363802565624,Iris-virginica
+92,5.655487850793946,3.636478737712554,1.2766706760618305,0.32118963800977307,Iris-setosa
+93,5.568076368913224,2.952613516485362,1.4259594272340652,0.28142150890967643,Iris-setosa
+94,6.023067908672372,3.2234355728797914,5.306349931794805,2.164162682647851,Iris-virginica
+95,6.556892958629556,2.888173004634621,5.660135497615232,2.09901820709248,Iris-virginica
+96,5.421495693882258,2.649201747329234,3.2361057622613343,1.2009082343812238,Iris-versicolor
+97,6.839985818184508,3.067285732790855,5.434546990113417,2.0193993549466893,Iris-virginica
+98,5.048094433640556,3.136614525162747,1.5124969018226677,0.39095501234633623,Iris-setosa
+99,5.109809845357798,2.848447329395442,3.6279332906974253,1.1874794874566652,Iris-versicolor
+100,5.5711726817928335,2.6595695010731304,4.243398656960873,1.8103407146799582,Iris-versicolor
+101,5.76904193625386,3.014958662921908,4.932692502115802,2.029262164392624,Iris-virginica
+102,4.779574925713719,3.108673145584807,1.606335744361501,0.3442432275654665,Iris-setosa
+103,6.579791908055222,2.8673938870566933,5.64529293396112,2.503541336404845,Iris-virginica
+104,7.136458995517899,3.1270717962014603,5.1597464262165555,1.5866037733985976,Iris-versicolor
+105,6.363354929405972,3.0162178681221294,4.9161358498884695,1.614842245907089,Iris-virginica
+106,4.876545743992592,3.154012697149252,1.3445908247304574,0.09370557497499107,Iris-setosa
+107,5.0125535990141135,2.969886519982097,1.5335698058933507,0.148367042000144,Iris-setosa
+108,6.319715837978644,3.011970307195517,4.763427615563942,1.4042754121293952,Iris-versicolor
+109,6.791143379777392,3.101908017342359,5.628089394126097,2.481508383344336,Iris-virginica
+110,4.892728598542157,3.5544585336495085,1.228963435971612,0.12175756734943383,Iris-setosa
+111,5.7119366929748585,2.9765834615234263,4.91461670723963,1.6250902312718458,Iris-versicolor
+112,6.3543586790887865,3.0925503864422432,5.0714966963790715,2.133834608241508,Iris-virginica
+113,5.754021667122082,2.671889853469021,4.391571123621243,1.4802369774802149,Iris-versicolor
+114,6.034196205187003,2.833773272421134,4.553589652306702,1.4458896557898242,Iris-versicolor
+115,6.183264136429318,2.6857622609799434,3.913279074871859,1.4441419618160785,Iris-versicolor
+116,6.09416184047686,3.1163778964689928,4.974937442178752,2.4380433896029823,Iris-virginica
+117,7.151593587193202,3.0410387915098895,6.299919199621377,2.4083776078732306,Iris-virginica
+118,5.307574265337052,2.6577561532162637,3.243487057518427,1.1642490288436909,Iris-versicolor
+119,6.4426400750896216,3.2563824924405087,4.738230215270536,1.4097331834948932,Iris-versicolor
diff --git a/iris/tvae/2/27/test.csv b/iris/tvae/2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/27/train.csv b/iris/tvae/2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/27/val.csv b/iris/tvae/2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/28/synth.csv b/iris/tvae/2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..882b86738132a49fcc8a91157310d445fcb88f40
--- /dev/null
+++ b/iris/tvae/2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.186077574614527,3.077177858522733,5.964638935603791,1.647490386676751,Iris-virginica
+1,6.1539515851429405,2.9801576729775094,4.570970732541598,1.2790547866364181,Iris-versicolor
+2,5.532971205032724,2.8791970495417267,4.777692251043415,1.8225918702175379,Iris-virginica
+3,6.741189187467187,3.09922759253206,5.897961446752579,1.868279382200804,Iris-virginica
+4,4.978829221934405,3.0217906555420435,4.704098214127597,0.3788682497599912,Iris-virginica
+5,7.050779030903994,2.878012720558338,5.916305017597162,2.0419505846966812,Iris-virginica
+6,4.85604108030836,3.2982453437607835,1.5847125578953702,0.43005735178088444,Iris-setosa
+7,4.905066488724468,3.4327300856127523,1.6143724260062535,0.2723129724694639,Iris-setosa
+8,6.923329095636423,2.888223073135819,5.717956900316223,1.7113570909792808,Iris-virginica
+9,5.949073229643743,2.6627389633481933,4.102563105124927,1.2222523184182892,Iris-versicolor
+10,6.1686227674648295,2.912581069782791,5.262242945637249,1.7437025296751218,Iris-virginica
+11,7.0400537339830445,3.174441911936413,6.371592800639677,2.20345991495628,Iris-virginica
+12,6.261424564087218,2.959461749621341,5.3054125794320655,2.4140037174721507,Iris-virginica
+13,5.978350790752714,2.9700569765353273,4.9191375421547185,1.9259631389208725,Iris-virginica
+14,5.033989313705932,3.0535977160878285,1.581674798129304,0.3583843413790446,Iris-setosa
+15,6.146832664495853,2.7127184767310584,4.643367094607251,1.3547376803004016,Iris-versicolor
+16,5.271911260625877,3.914311376453015,1.5706562568004965,0.2928078380034325,Iris-setosa
+17,5.43940253473936,2.776286125573027,4.221105529568753,1.6360654506681116,Iris-versicolor
+18,6.704531915230161,3.197891914189247,5.124883888741164,1.7009407631033673,Iris-virginica
+19,5.444594846548089,2.979945065926581,1.4388967826830408,0.1704198944532053,Iris-setosa
+20,6.930278421095496,3.209235827781325,6.068337622728483,2.4797059689054146,Iris-virginica
+21,6.424091096957351,3.179658373448632,5.593374199735205,2.582355543822785,Iris-virginica
+22,7.187392553020644,2.9492876722970203,4.992842372871258,1.546382709840028,Iris-versicolor
+23,4.848909733983633,3.3694221902039088,1.59880795228525,0.33220949615628736,Iris-setosa
+24,6.119329997729136,3.0573134003731837,4.5341407486683325,1.4979834394675748,Iris-versicolor
+25,5.774246105885144,2.661068006603705,3.9492786512602027,1.2398931200529135,Iris-versicolor
+26,6.017895685338011,2.838042667725907,4.732613195146282,1.4179358831893345,Iris-versicolor
+27,6.2171893424443425,2.611332648668721,5.249655483741457,1.8984049866531183,Iris-virginica
+28,5.562973536731193,2.777424356651241,3.991245358659607,1.2965956212625778,Iris-versicolor
+29,4.981173626133649,3.551616252333643,1.5594762739997077,0.20923211863523097,Iris-setosa
+30,6.550250320269152,2.9146372704445502,4.745809710956451,1.3559747347938558,Iris-versicolor
+31,5.339241064249833,3.4982514116219052,1.6211207614848084,0.40567182413740943,Iris-setosa
+32,6.811603744506536,2.8724035715171787,5.451544168886612,1.8427497159779644,Iris-virginica
+33,4.932848708101045,3.4758116609315217,1.6692366829993912,0.2785916395932091,Iris-setosa
+34,6.18360363332469,2.8189484221798238,5.280843797369451,2.145192987185215,Iris-virginica
+35,6.473074048107266,2.7243451749735708,4.342102108837597,1.2986549838812884,Iris-versicolor
+36,4.344870194804452,3.3919209162983495,1.3622180299155002,0.17618379869553583,Iris-setosa
+37,5.671260018347838,2.9468142969898317,4.7206210326456315,0.20573192969510817,Iris-setosa
+38,5.76599354844864,2.696898707318416,4.500936053164701,1.646091136516705,Iris-versicolor
+39,5.973648875768264,3.0627642155966726,4.962325769602718,1.6911925988860508,Iris-versicolor
+40,6.44792842269186,2.819317974561348,5.665463206761425,2.142889944986316,Iris-virginica
+41,6.296387039350583,2.431274036680829,4.5047851951760265,1.2950094763435802,Iris-versicolor
+42,5.798847794426542,2.899838286864651,4.986242781288059,1.8879246358221733,Iris-virginica
+43,4.769074135644138,3.1183450426916126,1.556693266432757,0.2329936089254947,Iris-setosa
+44,5.262535163200798,2.9373137846533917,4.682150426484614,0.19323936697862454,Iris-versicolor
+45,5.645807774021262,2.913571477348121,4.63555829031054,1.6134735990549114,Iris-virginica
+46,6.239055985382283,2.825634788356464,5.369920954914743,2.453241059991875,Iris-virginica
+47,5.891465497915737,2.789781107365786,4.737821718164743,1.5763149698720675,Iris-versicolor
+48,7.045210816283768,2.7716314700799067,6.351529059189144,2.0444105616269055,Iris-virginica
+49,5.856321202815602,2.932980796347677,4.806895013753362,1.8150261358253417,Iris-virginica
+50,6.709881838235273,3.7803979343859955,4.586221127587739,1.6770665200429808,Iris-versicolor
+51,5.966255991384215,2.5935763947079384,4.902013917948349,1.636114465935329,Iris-virginica
+52,6.6719889813665905,2.8058611566340526,4.475993812928278,1.35036884635175,Iris-versicolor
+53,5.617489805715097,2.372705837290284,4.670023821444824,1.4126103979260216,Iris-versicolor
+54,7.126628879690558,2.9642953823301066,5.570833921628906,1.9957145317148477,Iris-virginica
+55,5.753444638535917,2.879304957429256,4.8750685965566145,0.5458912467731258,Iris-virginica
+56,6.420028770628973,2.9318430097271153,4.529858305625134,1.5391935098855167,Iris-versicolor
+57,5.521552907927002,2.894701709509437,4.717269548415311,1.6077149528645578,Iris-versicolor
+58,5.280375006215329,3.6634112044715583,1.536668960104414,0.07598269979015262,Iris-setosa
+59,6.213949377875518,3.427271402467931,5.29775469203488,2.3087654722933815,Iris-virginica
+60,4.974311179649317,3.382950501711507,1.5850381549906853,0.2436695850076922,Iris-setosa
+61,5.227098077135287,3.480776020928497,4.964489445831843,2.2152174056701353,Iris-virginica
+62,7.4163762348380935,3.6594214642707286,6.168177169136963,2.263577229046964,Iris-virginica
+63,6.131324827124869,3.122119620548115,4.7451367528327095,1.3972709830066166,Iris-versicolor
+64,6.599953988311041,2.4298736509127767,4.643321197393531,1.3695275424538966,Iris-versicolor
+65,6.993150446790715,2.5696915513741736,5.567668340020139,2.1112908310934726,Iris-virginica
+66,4.844167355423805,2.6927530066510403,1.53435611265711,0.2973403406352724,Iris-setosa
+67,5.067281944058936,3.074286882813236,4.865422646524354,1.9538350425164213,Iris-virginica
+68,5.761548437930909,3.4224011548380506,4.607851987718346,1.4918336038008049,Iris-versicolor
+69,5.02764035368322,3.5947127968457466,1.5200568584245207,0.38580770900574307,Iris-setosa
+70,5.21774727255125,3.527550758067375,1.4197831109309345,0.3226313253905683,Iris-setosa
+71,7.46165154917758,3.537241942791151,6.7434246180537984,2.264277749086997,Iris-virginica
+72,4.530696177292152,3.181542162119378,1.6573218907130722,0.2418559066798878,Iris-setosa
+73,4.524467490364348,3.0964433838533894,1.6917177796884637,-0.10926997974049035,Iris-setosa
+74,7.339338582480449,3.9287988380043677,6.430510082234255,2.3096477090426277,Iris-virginica
+75,6.137579871316796,2.431389691034213,3.460104905234619,1.2628949037040593,Iris-versicolor
+76,7.236909537150386,2.70568060271532,5.005491508035109,1.4773680679473007,Iris-versicolor
+77,6.59734104823974,2.8207901536676805,4.530580623635332,1.2797323669886806,Iris-versicolor
+78,7.061052608957346,2.878060828169383,5.807845356302602,1.8340492745437516,Iris-virginica
+79,5.838821564951807,2.925921981844133,4.904207412993333,1.9188045684766712,Iris-virginica
+80,6.80823491108092,3.0715909844284304,4.850914762409222,1.3351975411180388,Iris-versicolor
+81,7.117776470150117,3.453997283307606,5.8288827380474135,2.4713313980015856,Iris-virginica
+82,6.318031993832657,2.9804490853752625,5.1206351370652,2.0232677638939327,Iris-virginica
+83,5.657371750831656,2.679225467584896,4.732029501699123,1.7359368793985261,Iris-versicolor
+84,5.727431235200216,2.8423676104315865,4.298987429898497,1.3705242079416622,Iris-versicolor
+85,4.667664498273348,2.725476533847583,1.3637004383537896,0.24905148836846952,Iris-setosa
+86,5.336625535051621,2.6513774439434585,4.910069273478335,1.741179215566499,Iris-virginica
+87,6.979119559234846,2.8946062280295997,5.41976232518981,1.5492260646927214,Iris-virginica
+88,6.291204693995387,2.663331238857375,5.14254963125928,1.9226252983125072,Iris-virginica
+89,6.231902828146852,3.382207664284292,5.3368986425894045,2.2088506394673293,Iris-virginica
+90,6.891843837133351,3.1857051050349097,5.645255477585276,2.3008367494619777,Iris-virginica
+91,6.154723099933799,2.750342046508701,4.195075607014068,1.3999728227667363,Iris-versicolor
+92,5.101281619019239,3.637791327625423,1.550246623698861,0.3461235400983534,Iris-setosa
+93,4.907472427903906,3.2474015800949596,1.5131841440878004,0.3088195224027285,Iris-setosa
+94,5.925023488085338,2.5800927373130964,3.9749441095450804,1.252519115169304,Iris-versicolor
+95,6.2902846984373255,2.761907518309317,4.601006232097829,1.8226305153619962,Iris-virginica
+96,5.6282733775879095,2.8097712019818384,4.803068251361921,0.3773953591093787,Iris-setosa
+97,6.118435790603408,3.0108003378044863,4.9266417381117975,1.8831396523968915,Iris-virginica
+98,6.536890172885685,3.0261553371372027,4.495547926200808,1.4060402121207545,Iris-versicolor
+99,6.98398934296165,2.755144034068933,5.224870342650669,1.8994553007498447,Iris-virginica
+100,6.017440113269797,3.015582872364095,4.712041986426131,1.6212399653459053,Iris-versicolor
+101,6.480260036201495,2.8458663564307174,4.575068439655717,1.4904388693220854,Iris-versicolor
+102,7.011155235549523,2.88502929415961,4.817030470059992,1.5940092043911345,Iris-virginica
+103,7.441185272092058,3.971883821048575,6.6072845211784745,2.3883624279854545,Iris-virginica
+104,6.0289326845265245,3.2260996715164665,5.59625514265197,2.5071437155660554,Iris-virginica
+105,5.016063834600577,3.546660972628366,1.38589765021542,0.2525891575100024,Iris-setosa
+106,7.973171971436598,2.3540190133997596,6.3816347904969835,2.3116727191613062,Iris-virginica
+107,5.82076113384077,2.2971677152834196,4.3703142745427845,1.3899858466070982,Iris-versicolor
+108,5.057534694090599,3.7975311509958742,1.449918587903328,0.33861828589216214,Iris-setosa
+109,7.268459358882009,3.065877696359145,5.007973349485458,1.4920829766404329,Iris-versicolor
+110,5.536293983968606,2.4848621411338536,3.251846775520725,1.386147193554478,Iris-versicolor
+111,6.523859849039923,2.887933754844755,4.469368619227103,1.350100776143238,Iris-versicolor
+112,5.592698257254404,3.555885048989537,5.230300578826353,1.781461922821486,Iris-virginica
+113,4.24480379728818,3.2070179819954716,1.3320275042295884,0.12941647273261447,Iris-setosa
+114,7.060834309436762,3.0012359314834125,6.16642008054213,1.983154926288143,Iris-virginica
+115,5.866953577577789,2.997992335956357,4.698200129817245,1.9008581352814762,Iris-virginica
+116,6.020346920349388,2.799180211837056,5.356399290887216,2.1455863022326174,Iris-virginica
+117,5.648153025896665,2.5611881423289837,4.2160992615333015,1.2447627060254882,Iris-versicolor
+118,7.123849384174256,3.052192709481728,5.995297112393542,2.461695985614982,Iris-virginica
+119,6.390680989483534,3.0118627900363166,4.738796048750482,1.8734599210261995,Iris-virginica
diff --git a/iris/tvae/2/28/test.csv b/iris/tvae/2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/28/train.csv b/iris/tvae/2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/28/val.csv b/iris/tvae/2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/29/synth.csv b/iris/tvae/2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1e2cefbd4620a89f0f0926b3f4ab79892ad3c482
--- /dev/null
+++ b/iris/tvae/2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.745883040985252,3.017525903654318,5.713601400523829,2.128662662036791,Iris-virginica
+1,4.815931075157112,3.3325211728353312,1.5274534352582418,0.21135702310616436,Iris-setosa
+2,6.496029391524721,2.4939716022074863,4.831680592852435,1.4627595454024194,Iris-versicolor
+3,4.896749298877907,3.3122727131815544,1.5375126273382174,0.3813142821831849,Iris-setosa
+4,6.656752230705233,2.600583978043711,4.80327007465067,1.5076082190588909,Iris-versicolor
+5,5.986147526560342,3.1024879330591677,4.354063576485109,1.4360494931499592,Iris-versicolor
+6,5.3179029612917565,2.8690154897622353,1.5047004429377586,1.2068916341550509,Iris-setosa
+7,5.209276827952502,4.024117373876677,1.1992128597082574,0.23075691771756485,Iris-setosa
+8,5.468311861181721,2.852683936752328,4.046545577157421,1.0228539479754661,Iris-versicolor
+9,4.805760475999405,3.1729757930584146,1.5625696460547367,0.30937974210220276,Iris-setosa
+10,6.968890031813545,2.974787405153356,4.659107141212686,1.3548972385923959,Iris-versicolor
+11,4.563937899979339,2.9049986132117285,1.4642912787824858,0.19637648430362942,Iris-setosa
+12,6.057022007293608,2.511437504790585,5.020135398995071,1.533621156214289,Iris-versicolor
+13,6.197712202314832,3.0847877502416505,5.087871710672699,2.0551089868909598,Iris-virginica
+14,5.1753795957808135,3.2600914879240595,4.926389072985865,2.147477935635822,Iris-virginica
+15,5.334783167263168,2.4158469255558295,3.616396690033455,1.0222589758323721,Iris-versicolor
+16,7.0392121178431974,2.928966707633181,5.884071162930181,2.2144369386074008,Iris-virginica
+17,5.344384772994998,3.0657983972357745,1.4830653130219351,1.552774606777928,Iris-setosa
+18,5.6468477422833345,2.454956876113867,4.103453953256461,1.4186690039060361,Iris-versicolor
+19,5.6680166327771255,2.7313958841100527,4.288777097023544,1.528673715323543,Iris-versicolor
+20,4.7315769614270415,3.1304285776223524,1.622828026294317,0.2312632356769279,Iris-setosa
+21,5.635708499852802,2.9016231355250564,4.8037419472917495,0.8099799259790853,Iris-versicolor
+22,6.11096843532744,2.987152715681501,5.432758926350173,2.043414120214857,Iris-virginica
+23,4.752573424342843,3.061038488826853,1.6177497137506183,0.21965249563702183,Iris-setosa
+24,6.6972226278898805,2.788830878093247,4.7895489631915416,1.7129261722581488,Iris-versicolor
+25,5.48986107817882,2.341798289899956,3.520434147727232,1.3279493989646092,Iris-versicolor
+26,5.480034121900998,2.562995698452151,3.8080322593565468,1.1539720819231118,Iris-versicolor
+27,7.0816481079336455,2.9695113118253134,5.911349065298492,2.184256869631718,Iris-virginica
+28,5.934383815228995,2.970981685224454,4.882641187857527,1.499274204899317,Iris-versicolor
+29,5.461253525121663,2.5978987359451766,3.77533265399436,1.0729784009077898,Iris-versicolor
+30,6.083774556942775,2.725438712523558,4.096374170890454,1.30033858648041,Iris-versicolor
+31,6.091566892114652,2.4949248388309733,4.330375876855142,1.3510693735082535,Iris-versicolor
+32,5.206632799441053,2.856334849293721,4.00205305927716,1.0959335995434065,Iris-versicolor
+33,5.174546457577774,2.6090592073107532,3.7138494901644252,1.3340973552279716,Iris-versicolor
+34,6.218970854818187,3.085205243367209,5.082152515441209,2.3778858871457507,Iris-virginica
+35,5.073138847398784,3.3660143825531126,4.899060379706379,2.0119593830855824,Iris-virginica
+36,5.300556028104441,3.554369322433252,1.3736824282173576,0.34495167686901695,Iris-setosa
+37,6.186071068529476,2.707308537115791,4.936780003692262,1.796705934690138,Iris-virginica
+38,5.810608645386839,2.253942582298579,5.048526874267645,1.591618528762067,Iris-versicolor
+39,5.422265347721035,3.395969279728932,1.3941657568368664,0.31593957351480406,Iris-setosa
+40,4.437003679028354,3.1315819695865263,1.5228113901518316,0.189231661828624,Iris-setosa
+41,4.33163379062133,2.964903727391893,1.3574005486180885,0.27079458659143607,Iris-setosa
+42,4.580460595004626,2.8514386476137337,1.4621137591057016,0.23379495161217712,Iris-setosa
+43,5.270097032212328,2.9317060081959636,1.2906512638672611,1.5355618116348015,Iris-setosa
+44,6.938860430553653,2.8280184757923674,5.749393802195109,2.217476666391713,Iris-virginica
+45,6.931523105385198,3.041497909869609,4.862289392739706,1.6735749133636704,Iris-versicolor
+46,5.969455709873195,2.965263828266234,5.257420779108819,1.939310053242218,Iris-virginica
+47,4.956878889411401,3.1623783091398714,1.4866986970453215,0.3496203283725942,Iris-setosa
+48,5.522981217987592,2.853257147768069,4.796965275220663,1.5384450200715147,Iris-versicolor
+49,6.861132213166596,2.902884453587868,4.746093432612023,1.3550159745522208,Iris-versicolor
+50,4.701745178434018,3.3804604161471152,1.5637257546416965,0.13297929086588975,Iris-setosa
+51,5.048917823554821,3.0522131471597502,4.717791678216382,0.7418203225124367,Iris-versicolor
+52,6.11408392598976,2.865390609743887,3.936772307556998,1.2525203668709974,Iris-versicolor
+53,6.1588229582081535,3.008082178925853,4.964821261770448,2.2016112738748106,Iris-virginica
+54,6.621284323815833,3.10030789200408,5.364109098032733,1.9928458998140717,Iris-virginica
+55,6.325846035491245,3.134068066877886,5.067613586586688,2.2112845744987975,Iris-virginica
+56,6.062584779257108,2.700008965727042,4.386897820822111,1.327922166781206,Iris-versicolor
+57,5.076755549364286,3.5878791331917665,1.8691581844415985,0.5218987772236616,Iris-setosa
+58,6.736345044371105,2.579895924871958,4.681737602891136,1.2697761242813594,Iris-versicolor
+59,6.073061655278744,2.946916665605419,4.920548746128088,1.4351220522593258,Iris-versicolor
+60,5.58893788510813,2.96406346218196,4.524929438024019,1.3883217040011497,Iris-versicolor
+61,5.268753954568623,3.7017539636777914,1.47581791602959,0.06460311538158078,Iris-setosa
+62,5.070562205283102,3.2954756518780637,1.147448834748866,0.24809178526961131,Iris-setosa
+63,6.1112829738128,2.6795739212006575,4.764643783975066,1.3931702156130479,Iris-versicolor
+64,6.10532918912726,2.998527879623859,4.900742155475539,1.9270212284641564,Iris-virginica
+65,6.137810939429121,2.2419953578399054,3.996887135117279,1.338774879859618,Iris-versicolor
+66,4.742169645096298,2.3314303115637802,3.418549937883693,1.1367930631891139,Iris-versicolor
+67,4.891607720327422,3.2048230901580395,1.3079647645304724,0.19619040867211068,Iris-setosa
+68,5.907689892524302,2.6745426866022015,5.046723044590371,1.5944207797520162,Iris-versicolor
+69,5.794921830760635,2.960018578904161,5.068756771983266,1.5845656581420924,Iris-versicolor
+70,5.607885714827818,2.7685923260618415,4.303112747075338,1.600000379901013,Iris-versicolor
+71,5.859577530280956,2.72916346292628,4.4091184341320515,1.0992580932715796,Iris-versicolor
+72,7.290528162379207,3.176128873832714,5.642247189005316,1.8992092431616991,Iris-virginica
+73,5.159019106555684,3.757685832480416,1.4864651470791868,0.0856979760892215,Iris-setosa
+74,6.140314757781622,2.4544413333673787,4.517806680536481,1.3343504437267186,Iris-versicolor
+75,5.755457814733764,2.983649770950873,4.272508147653939,1.2245485499028328,Iris-versicolor
+76,5.899211641447921,2.942339390826933,5.45506387317863,1.891777670348322,Iris-virginica
+77,6.6694281513949125,2.738264899136917,5.271223592896485,1.6488322492509875,Iris-virginica
+78,6.742202459825087,2.872223263124328,5.3668039365447875,1.67170462846171,Iris-virginica
+79,5.216078950486254,2.4873548620947594,3.3178798902564735,1.0022173504035163,Iris-versicolor
+80,4.054559438989742,3.2363509460384687,1.505719986766872,0.12496018284150498,Iris-setosa
+81,6.0302379752066635,2.7301269520835225,4.693302752410255,1.3511697362424897,Iris-versicolor
+82,6.184637772362977,3.5060224268986677,1.5981259061368234,0.557083790435873,Iris-setosa
+83,5.331446691948067,2.900161651652745,1.4358409575809545,0.31315822270170696,Iris-setosa
+84,4.839805586376152,3.1510122064543857,1.4302352565341652,0.3655989098132429,Iris-setosa
+85,5.778842475624963,2.8802465463776072,5.08569099023154,2.151147580241469,Iris-virginica
+86,6.3913061532075535,2.6837966010680843,5.579985870220666,1.8983532361260638,Iris-virginica
+87,6.222196231054454,2.9672225499016687,5.142442740699759,2.2536602902032645,Iris-virginica
+88,6.695176254342889,2.7516575926043005,4.642705032012055,1.4577469204219025,Iris-versicolor
+89,5.2329632856015245,2.4555236384666546,3.4386481720570794,1.2191781606942558,Iris-versicolor
+90,6.422582125424888,2.2897327101988942,4.549532597246863,1.4862638364930303,Iris-versicolor
+91,7.2175899387637905,3.1287125774587836,5.712473703281611,1.7925337217305544,Iris-virginica
+92,5.2590543402267125,2.901894245248443,5.3276344688937005,2.1774589894742666,Iris-virginica
+93,5.628562528764266,2.27732857189478,4.249138169680166,1.1014415390155055,Iris-versicolor
+94,5.172309627133499,2.940574286414292,1.3326203975490518,1.176805080452552,Iris-setosa
+95,5.97218541167997,3.127682330240353,5.154306389671813,2.094356214641193,Iris-virginica
+96,5.095255343076346,3.358860633056806,1.408703030894031,0.26718950799518587,Iris-setosa
+97,4.43289591467098,3.5061659621055083,1.5180828774675508,-0.009050273912135365,Iris-setosa
+98,6.976112133154589,3.1002700659554083,5.960426431376074,2.1058662424967842,Iris-virginica
+99,6.208347095859181,2.62181640076831,5.025760703441423,1.879180153760923,Iris-virginica
+100,5.0575945052501075,2.984861575593151,1.1848864166842596,0.23692075868573176,Iris-setosa
+101,4.395047228973644,3.06163896456763,1.5326733451153312,0.1673969584729385,Iris-setosa
+102,6.122868269540641,2.7640008871798,4.855218448270004,1.5574633286348991,Iris-versicolor
+103,6.352263523060638,2.918412770098855,4.479761832544212,1.4227651584057228,Iris-versicolor
+104,6.550023921770047,2.5939103921115807,5.231421205165052,2.2411257111933254,Iris-virginica
+105,6.087779199548983,3.0573986748276325,4.6175617795641335,1.736654207438475,Iris-virginica
+106,5.498318305206317,3.037343767208193,1.6712334326673495,0.30235329450487824,Iris-setosa
+107,5.391180785361706,2.6055420407277956,4.81645262338994,1.3337494246815624,Iris-versicolor
+108,5.415347339770603,3.1324602734267715,1.734584286316573,0.350339726841072,Iris-setosa
+109,5.474446148565862,3.3307000090435146,1.5455033627832255,0.4798364035010762,Iris-setosa
+110,4.950380356417967,3.86631220852603,1.6065274379701515,0.3331059679788028,Iris-setosa
+111,5.693489822104754,3.024555493856735,4.403863103653207,1.5885430555822313,Iris-versicolor
+112,6.390415536952171,3.1590264836374087,4.790067179381694,1.8845451873672134,Iris-versicolor
+113,6.561566737032594,3.1928150542284066,5.324907493688828,1.8839441481357702,Iris-virginica
+114,5.509652100984537,2.9409687828143967,4.120560389350727,1.3790360817413838,Iris-versicolor
+115,5.538254469032834,2.837961514447984,4.840777441417269,1.530130200113505,Iris-versicolor
+116,5.418435640198331,2.5623618524735,3.7974565155700626,1.3923844872579867,Iris-versicolor
+117,5.778101798735748,2.966863564661518,4.231795125766744,1.4231795149397979,Iris-versicolor
+118,6.017574968583273,3.0076959710138866,4.796553770986167,1.4489280753443532,Iris-versicolor
+119,7.074486204833157,2.7866507412201234,6.127370823028956,2.1860330181175898,Iris-virginica
diff --git a/iris/tvae/2/29/test.csv b/iris/tvae/2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/29/train.csv b/iris/tvae/2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/29/val.csv b/iris/tvae/2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/3/synth.csv b/iris/tvae/2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f94f69b97a77fd4a19aa62e58f7bbf5d1dcf1511
--- /dev/null
+++ b/iris/tvae/2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.415513605951186,2.7591752253844453,4.870626502003201,1.811432164098649,Iris-virginica
+1,5.74304235622425,2.9636353759648757,4.998732221841576,1.684490999464131,Iris-versicolor
+2,5.132046647637105,3.387394774328847,1.4205267074948313,0.10375756635886144,Iris-setosa
+3,6.057936533497461,2.9263125846252587,5.594204012739949,2.2909304552956256,Iris-virginica
+4,5.7871809392011,2.5918763892594447,4.19207754736941,1.195592113284769,Iris-versicolor
+5,4.955535214499613,3.4500588794612943,1.6765424233608355,0.21749772071992257,Iris-setosa
+6,5.802959476550811,2.864936706399397,4.866942715231011,1.8450747356203774,Iris-virginica
+7,4.663062675054549,3.2776551843933515,1.7239631586604478,-0.04000542303886434,Iris-setosa
+8,6.551327696798132,2.6629851421166597,5.154834798340189,1.6336525735842675,Iris-versicolor
+9,5.132918254794645,3.240333583828984,1.6633648029520147,0.4632234549542464,Iris-setosa
+10,6.606578838993977,2.859825295475035,4.828454198928741,1.5591100042872859,Iris-versicolor
+11,5.493049944556749,3.326672337433962,1.1809808483784208,0.16951236969661793,Iris-setosa
+12,5.577722232030836,4.202884994970782,1.3747915328972584,0.34699531466163147,Iris-setosa
+13,5.70344863009672,2.491977397695556,4.0559415405368355,1.149274921033646,Iris-versicolor
+14,5.5643888609264955,2.984559442560993,4.6227556813301485,1.7444108118257744,Iris-setosa
+15,4.569318751625078,2.8359491134958352,1.4457990628079875,0.22862517294098872,Iris-setosa
+16,5.255713816141862,2.874048876416102,1.3970551074412323,0.2231706366444096,Iris-setosa
+17,6.07012080878268,3.05620283684692,4.501600290004669,1.7068449296488055,Iris-versicolor
+18,6.2531260200317895,2.63174700742232,5.271629959213292,1.3702428688556991,Iris-versicolor
+19,6.446589031862596,2.646934114684256,5.63728590925869,1.913980888382764,Iris-virginica
+20,6.595698641719267,2.5936467634502853,5.311931596541031,1.4476653116898002,Iris-virginica
+21,6.9093196773353025,3.051039510075224,6.03583358260773,2.229547757995638,Iris-virginica
+22,4.944891819533954,2.518192619761262,3.5403867715576536,0.8938578381239096,Iris-versicolor
+23,6.752883881548234,3.189077098042737,5.070322745455003,1.547294109677785,Iris-versicolor
+24,6.3976223110180035,3.0705398173982448,5.629034847211246,2.243943561100017,Iris-virginica
+25,5.622324940466702,2.9810167420558007,4.753281291160719,1.2544209810662565,Iris-versicolor
+26,5.937011298402165,3.0949156698762974,4.6220152510727095,1.8545766863300037,Iris-virginica
+27,6.294496435544455,2.839508383344222,5.2542082398951075,1.9403454446595194,Iris-virginica
+28,5.751321096574816,3.0681024599808193,4.716771576553736,1.6139840740893,Iris-versicolor
+29,4.838896062238153,3.505767801429218,1.4613621265121421,0.22300812512055804,Iris-setosa
+30,6.4954040415787375,3.3559898531588694,5.545441192465599,2.3111428272331187,Iris-virginica
+31,4.911865012294653,3.307437062505419,1.473617667504796,0.28513899694371275,Iris-setosa
+32,6.204365852301774,2.697625290443852,5.425028147901596,1.6611339481153589,Iris-virginica
+33,4.8589944025303575,3.237847809318054,1.5648322019301457,0.2947474565012247,Iris-setosa
+34,6.654458856367684,2.9700591505407923,5.698135116491121,2.0568339408076066,Iris-virginica
+35,5.060905000737034,2.591911689411342,3.5317366040777642,1.337944706972647,Iris-versicolor
+36,5.837161337205747,2.6695870538636712,4.996316603778418,1.929599679462604,Iris-virginica
+37,5.382392600792138,2.4910752405258103,3.0271105100046967,1.3125109307923664,Iris-versicolor
+38,4.520540348614687,3.0408108312426196,1.4641864310596884,0.1845853094862945,Iris-setosa
+39,4.784223937099018,3.224858767179951,1.3345014348390127,0.1614892186239092,Iris-setosa
+40,6.70476064447443,2.7472327326385115,5.554016662404708,1.6139597642183896,Iris-virginica
+41,5.204403496535903,3.555272903901731,1.5425778124622571,0.26125169083466043,Iris-setosa
+42,5.4604422339632315,2.8481288446188398,1.487232100845157,0.317131478365711,Iris-setosa
+43,5.002297660097349,2.73558874283771,1.4598160047515487,0.216939171149964,Iris-setosa
+44,6.4474225163102075,3.25988444889119,4.841741484416285,1.3443649447874002,Iris-versicolor
+45,7.4759440130991415,2.7382833809819402,6.4698042508087035,2.0703930028449453,Iris-virginica
+46,5.401641171277033,2.570945431414545,4.3561761870302185,1.5814312453426103,Iris-versicolor
+47,5.982594701742546,3.2642884804526044,5.096831360941743,2.0960195593340787,Iris-virginica
+48,4.84988099734622,2.328803068479483,3.6977608126173838,1.1275346495441732,Iris-versicolor
+49,6.913774911580232,3.0390039086674974,5.016861041489165,1.33900939286194,Iris-versicolor
+50,5.5236227179328,3.5058362102041225,1.8806074868212546,0.2925094087357826,Iris-setosa
+51,5.661596307726776,2.6222042168136332,3.9401997211143827,1.1739747353978458,Iris-versicolor
+52,6.852166716429569,3.448514285638563,5.170171601005909,2.377670300417572,Iris-virginica
+53,5.428596769830732,2.531979021008962,3.765145548611093,1.4037152566706586,Iris-versicolor
+54,6.999454927389821,2.901089422706662,4.447113637804751,1.5355181572640912,Iris-versicolor
+55,4.59877070088476,2.738313988710008,1.2829177903098496,0.2393056143980936,Iris-setosa
+56,5.130386319379176,2.940939826839637,1.5100680277628866,0.3206627607416934,Iris-setosa
+57,5.1619368544548685,2.649169502589843,3.9082559003598907,1.3854517309628671,Iris-versicolor
+58,6.259856035628663,3.065888118659937,5.109132645895314,1.6723858458449599,Iris-virginica
+59,4.78269034651876,3.121180624317537,1.6715923333724876,0.2153423863334909,Iris-setosa
+60,7.101651464550054,3.425253738478468,5.702972190861288,2.4325472300389297,Iris-virginica
+61,5.7300284717753245,3.2385892242493144,1.480804691419283,0.37379197208269316,Iris-setosa
+62,5.446326233971456,2.795606675656127,1.314124356168163,0.10914537104233221,Iris-setosa
+63,6.778537340391834,2.815548249390824,4.951994124155323,1.6285156337690576,Iris-versicolor
+64,5.990023206119526,2.456263522373796,4.590683993458448,1.5289566365162626,Iris-versicolor
+65,6.62496294306068,2.7325740595723085,4.650177769355835,1.4030766869963491,Iris-versicolor
+66,6.66891847479095,2.6525154653223075,5.349625668305686,1.6322425346976146,Iris-virginica
+67,5.285455203134957,3.711218847141456,1.5568731195313483,0.35322221610307547,Iris-setosa
+68,6.451204491817731,3.344490891033442,5.4344885765129,2.510487805140012,Iris-virginica
+69,6.5852857920379355,2.5770862884214196,5.368644538017831,1.5581659361975655,Iris-virginica
+70,4.8875205549904015,2.960582403671323,1.552561632831697,0.2823905582409752,Iris-setosa
+71,5.056900063354752,3.107822090668278,1.613715995638834,0.3479266153806446,Iris-setosa
+72,4.9936480158883265,3.3746040660064907,1.4547845135035686,0.2993025766339749,Iris-setosa
+73,6.097097049485238,2.8431484341550637,4.304783104558586,1.3016129423753178,Iris-versicolor
+74,5.140421619737592,3.3599774771822095,1.5530561155936287,0.4154222447841135,Iris-setosa
+75,6.488678781513857,2.558413644608443,4.865452013585717,1.7232077650422652,Iris-virginica
+76,6.17712796509433,3.17137447644555,4.7312068780390195,1.261203823100983,Iris-versicolor
+77,6.392508599785093,3.0671564776495677,4.905028427443778,1.786999421255874,Iris-virginica
+78,6.588742475184758,2.945291460475555,5.4021857041836645,1.9764432578433828,Iris-virginica
+79,6.210374278592401,2.718163471992277,4.141518722153402,1.4886001929240706,Iris-versicolor
+80,4.579587013833315,3.0117229155609158,1.6776729034728968,0.3149024949708602,Iris-setosa
+81,4.2475751344008685,2.950393953818934,1.3976329758018797,0.16033141261317874,Iris-setosa
+82,6.922046688369629,2.8842977941415207,5.166250774861407,1.7401910720951654,Iris-versicolor
+83,6.362497089777281,3.301195710557971,5.577829629251982,2.3862827122963433,Iris-virginica
+84,6.509113760229,3.0542307707878256,4.7443162457510075,1.756311087719957,Iris-virginica
+85,6.754080548117728,3.164656536290654,4.425829472642569,1.6085987079636934,Iris-versicolor
+86,7.248238885091199,3.115223301581037,6.138418733367159,2.0995394776758447,Iris-virginica
+87,6.464635503621771,2.8452671121087763,5.029734731601057,1.536068916226882,Iris-versicolor
+88,5.1282416286344175,2.658818430051356,3.9190180707695843,1.2152428069112988,Iris-versicolor
+89,6.002159651916021,3.0772864266454487,5.426806353085592,2.324269414913415,Iris-virginica
+90,5.807182364392654,2.744261614892821,4.730215172198314,1.5459493614910922,Iris-versicolor
+91,6.113809407891771,3.430263574610521,4.90653893747694,2.0410573215378256,Iris-virginica
+92,7.373752146874284,2.7304166181282867,6.337776289116144,1.8825399796543374,Iris-virginica
+93,5.130306657299676,2.9020954653525743,4.0546411424191575,1.2826466588331127,Iris-versicolor
+94,5.5700983629112715,2.8552825500467547,4.720273282203557,0.29712007698518406,Iris-setosa
+95,5.55169616892373,3.5066475360562652,1.363262648876171,0.3665360086585126,Iris-setosa
+96,5.256390253457367,3.2491938951950035,1.3494504803114435,1.2303922329789792,Iris-setosa
+97,6.208785149177814,2.768866551699775,5.1538568761307815,1.6455693452596898,Iris-virginica
+98,4.907444396019835,3.5244115190650924,1.6167693550636482,0.25481386238658676,Iris-setosa
+99,7.391294560150948,2.968708167681405,4.464446838034249,1.2432401864974998,Iris-versicolor
+100,5.393323394212858,2.821822550103229,4.266207896176079,1.0119802201125512,Iris-versicolor
+101,5.954424292604968,2.4757924242128246,3.506335529583726,1.3482332929550807,Iris-versicolor
+102,5.526406696528762,2.8075772918009547,4.714577350085666,1.3570753217291418,Iris-versicolor
+103,6.793655279054343,3.2480368917995026,5.1052748775946375,1.5140553693690795,Iris-versicolor
+104,6.367306222276469,2.8586767174727186,5.225519549720347,1.7356416475052292,Iris-virginica
+105,5.9788240437935665,3.083895230703256,4.02931519266982,1.2212454443178373,Iris-versicolor
+106,7.119573877299574,2.8385097410252733,6.093429916370714,2.6247989417270645,Iris-virginica
+107,6.226940252800186,2.8624160365174958,3.9348472995690056,1.628038058434119,Iris-versicolor
+108,6.618618231072642,3.0491478498713196,5.458303544152864,1.8271878725168642,Iris-virginica
+109,6.171255184035516,2.6822205542487967,4.547750498021211,1.3245481495406928,Iris-versicolor
+110,7.00460044095394,3.1639943653632425,4.863103828163471,1.4708402592275065,Iris-versicolor
+111,6.159383906654207,2.827018493326743,4.719181280239278,1.3154090291655356,Iris-versicolor
+112,4.814496244591441,3.2475342475913207,1.506082550670361,0.15933359470780353,Iris-setosa
+113,4.921669413882863,2.5862764857389697,3.8021515128641363,1.09175156274291,Iris-versicolor
+114,4.923097797822241,3.8214704102360435,1.5580939714546278,0.4023549496026081,Iris-setosa
+115,7.177288599394415,3.1931966188040453,5.969366625616628,2.3768959313628413,Iris-virginica
+116,6.2114432014456105,2.7782364332844263,3.8312001571111796,1.4618213180027517,Iris-versicolor
+117,7.216352320317758,2.863503371551708,5.445701338292059,1.7292969654118882,Iris-virginica
+118,6.0179967464291355,2.974288754040586,4.92929511125307,1.8233434314139656,Iris-virginica
+119,7.729676663742553,2.589321194444524,6.205546352762706,2.1995515905948277,Iris-virginica
diff --git a/iris/tvae/2/3/test.csv b/iris/tvae/2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/3/train.csv b/iris/tvae/2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/3/val.csv b/iris/tvae/2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/4/synth.csv b/iris/tvae/2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..52c9f07304cb4729d2ce764aba4f7b6a918f1ac7
--- /dev/null
+++ b/iris/tvae/2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.744894089778876,3.3934841759885463,5.571727265914175,2.233903109935263,Iris-virginica
+1,7.134898587469514,3.2487305375868623,6.023257271890096,2.139421656073571,Iris-virginica
+2,5.320748203025431,2.5664445156650655,3.998600561915918,1.2493602972946896,Iris-versicolor
+3,4.864503540376932,2.72736984683069,1.5456105652084953,0.25458186610569533,Iris-setosa
+4,5.022655899082405,3.0936009324117766,5.117234147512221,1.9511609343786713,Iris-virginica
+5,6.633504601925059,3.095329761743428,4.873924523350989,1.9158408708243817,Iris-virginica
+6,5.1966291582429305,3.4996399202481405,1.7247272208782878,0.41600582619710813,Iris-setosa
+7,5.2471829342674665,3.4132524195186984,1.5177396827940317,0.3410470579897706,Iris-setosa
+8,4.913954059400704,3.190727440436764,1.3255749735038886,0.19567840106813156,Iris-setosa
+9,6.248977023051931,2.439092232121518,5.208841412665556,2.060072285472957,Iris-virginica
+10,5.766114951841548,2.991051921255292,4.908488800714608,1.520806514511488,Iris-versicolor
+11,6.495675760042698,2.82039896244846,5.5232817605159035,1.7737536872339796,Iris-virginica
+12,6.111122555226567,2.8127316678780363,5.14881386310807,2.2178148175436636,Iris-virginica
+13,6.620964029007686,2.7339365738043306,5.208063646892992,2.1091758148721973,Iris-virginica
+14,5.345557250333798,2.895474601455166,3.6519602453141404,0.9397072946419364,Iris-versicolor
+15,7.359107012365419,3.0260727824344666,6.284288198821804,2.234607516187245,Iris-virginica
+16,4.947615098980999,2.65735206466079,3.6902305200416943,1.2618693921480157,Iris-versicolor
+17,5.482327691711899,3.1449971229847558,1.3883949022476738,0.1545526944753366,Iris-setosa
+18,7.241070559169401,2.789429654130428,5.958609535011696,2.1079504688452966,Iris-virginica
+19,6.609263517294973,2.6299049794717115,5.502374235989802,1.9062247252769184,Iris-virginica
+20,5.3617299445972835,2.69038935269105,4.26896513841384,1.2191277134678855,Iris-versicolor
+21,5.0260478403792055,3.004190082929559,1.497155463210642,0.4051298533293908,Iris-setosa
+22,5.586097943731111,2.852308521151242,4.520836117585534,1.2539932251180723,Iris-versicolor
+23,4.152614591010014,2.671238181530034,1.1070084919665382,0.003502797690370374,Iris-setosa
+24,4.910891000189908,3.306847862963906,1.6507345648647649,0.2746236330306223,Iris-setosa
+25,5.633965987939041,2.428432373038669,3.832787165840953,1.1572646802075313,Iris-versicolor
+26,6.022656624553517,2.768811992664921,4.091705937100019,1.230825233553333,Iris-versicolor
+27,5.215166479648836,3.565344521573403,1.5699633510512985,0.2842200600553366,Iris-setosa
+28,4.496934356196099,3.2319686205313305,1.3879787549090101,0.09604018507969644,Iris-setosa
+29,6.229349492419288,3.6210078214167987,5.421162578721502,2.0839824411424965,Iris-virginica
+30,5.968870572386344,2.8657211940762677,4.585342775423414,1.4234797670527426,Iris-versicolor
+31,6.135046026773641,2.720753510900104,3.4413828622361384,0.8899037103186587,Iris-versicolor
+32,6.182032588039368,2.6623083644848196,5.003721086931532,1.7732059985913948,Iris-virginica
+33,5.926453291806862,3.393820373314944,5.698507045602421,2.3831991712941907,Iris-virginica
+34,6.024723205046753,3.0811953923681474,4.916398223350315,1.7624593329177827,Iris-virginica
+35,7.025979081073236,2.9540143230356475,5.619026426278244,2.1926574159301526,Iris-virginica
+36,6.175619108402176,2.9216309307341404,4.529679908532288,1.2786741435083702,Iris-versicolor
+37,4.768668407148663,3.237844765243502,1.3956304495664131,0.2509011069354667,Iris-setosa
+38,6.505010947341589,3.035889310590862,5.346464292253205,2.255934588543094,Iris-virginica
+39,5.602529162369045,2.9154217671260687,4.5889393921204364,1.4017419661444217,Iris-versicolor
+40,5.089573621025598,2.436109367729406,4.139097484462714,1.2772129905639895,Iris-versicolor
+41,6.284808132773219,2.9905559811817537,4.933603042292916,1.9612538167403386,Iris-virginica
+42,6.450656876561913,2.6521735872713244,5.274456419961164,2.183994899021419,Iris-virginica
+43,5.779082729520334,2.579240821879157,4.445252805322859,1.3038235595455094,Iris-versicolor
+44,5.544695509964411,2.6603058043068306,3.7909263866202894,1.0666012779372678,Iris-versicolor
+45,6.0653674757512235,2.704493628591856,4.830358130821521,1.7556006747705748,Iris-virginica
+46,5.734722979520337,3.039269637487478,5.154313634793985,1.4504517095754341,Iris-versicolor
+47,5.232750633618548,2.4649828522408592,4.552095070313324,1.858744761343671,Iris-virginica
+48,6.9799109794476255,2.8380873559216053,5.55262329319425,2.176116170390995,Iris-virginica
+49,4.802104706571279,2.8937395378271735,1.855405041420649,0.2125702880632133,Iris-setosa
+50,4.781956807704981,2.8934126604572303,1.5268648872734978,0.20468997345763357,Iris-setosa
+51,6.1331226597689605,2.8075119851132158,5.528845250461207,1.735090616823607,Iris-virginica
+52,6.842253785144247,3.294045366857975,5.973411212234431,1.8168880073842975,Iris-virginica
+53,5.264342183483061,2.8966603226590264,3.95567323228515,1.3851458194954611,Iris-versicolor
+54,5.386460151554927,3.2246604146762934,4.873967289686704,1.5955003990074836,Iris-setosa
+55,5.247809001095464,3.493092451886078,1.6264419593477997,0.5220154103978905,Iris-setosa
+56,5.6094394925335145,3.3523922727216355,4.514981000942523,1.3707312003830534,Iris-versicolor
+57,5.408032593469694,2.9233896374721584,1.5401184809414528,0.2462889911049167,Iris-setosa
+58,5.98403948222742,3.0658064989916305,5.31973508731122,2.1329862580149292,Iris-virginica
+59,6.638082005545975,2.623101505258641,5.2616424865912945,1.7168488142856464,Iris-virginica
+60,6.617515983370705,2.8128423048477607,4.588336908989978,1.3256619724122634,Iris-versicolor
+61,6.311542524885916,3.0100492954867417,5.182397442902125,2.004544720544875,Iris-virginica
+62,4.784459513964157,3.063050764062697,1.5634343363903225,0.39891694691756424,Iris-setosa
+63,5.899188219227314,2.8757160801743256,5.2266858612063265,1.694203352644863,Iris-virginica
+64,5.918536541744351,2.7715050006171142,4.5136050634244596,1.3237283641836357,Iris-versicolor
+65,6.533430563696616,2.740748176433002,5.613720113048895,1.9288718728554488,Iris-virginica
+66,5.941232172536454,2.8589725868154816,5.227659301158655,2.006311531763579,Iris-virginica
+67,5.2687655430044344,2.743921057213354,1.7217760135707556,0.22362542280154482,Iris-setosa
+68,4.6211154183902945,3.428036600449179,1.598003633554902,0.16305274805768488,Iris-setosa
+69,7.093821981688712,2.553945318740162,4.927936192759368,1.6306342679633996,Iris-virginica
+70,6.011340993982083,2.6814854668143964,4.5117002610230195,1.7481816694643681,Iris-versicolor
+71,5.758702481974849,2.891530394035548,4.889355903946181,1.4799894505198745,Iris-versicolor
+72,5.560997045192285,3.109310928935017,1.621023842471139,0.23286533440607612,Iris-setosa
+73,6.125091429699388,3.1217880590917506,5.103482071448686,2.2404546617599514,Iris-virginica
+74,6.173173981221375,2.475994630066354,3.7800528611067263,1.1736578777909767,Iris-versicolor
+75,4.960997274587386,3.408550165656114,1.608336172728164,0.4470686945093112,Iris-setosa
+76,4.362358804381792,2.964077833000678,1.5687487296621647,0.19184352129359808,Iris-setosa
+77,4.377341452896635,3.3213482001654837,1.087272796976265,0.13609812980558736,Iris-setosa
+78,4.871585012940665,3.3797741648228006,1.7155315373506388,0.24326487322794335,Iris-setosa
+79,5.77758929955154,2.470108722973868,4.664314357657557,1.464691932724415,Iris-versicolor
+80,4.973997884119908,3.1105158062964504,1.562041283597715,0.3077693076696936,Iris-setosa
+81,5.197351831898231,2.4469733301696404,4.009998196553614,1.2136009415330067,Iris-versicolor
+82,5.480397457860505,3.018774462462317,4.406840519266384,1.2995278797494154,Iris-versicolor
+83,6.710954842959045,3.6540197686263727,5.795262642580646,2.505470490026905,Iris-virginica
+84,6.055921208485522,2.628651357639517,5.266452951217813,1.7981997497200575,Iris-virginica
+85,5.858296422044404,2.636874940678078,4.9912927796546835,0.3886060241022922,Iris-setosa
+86,5.411202025429161,2.646702153045849,4.235590974706526,1.3075148660466542,Iris-versicolor
+87,4.419426513418068,3.627076268518128,1.388069544659386,0.2786210658201993,Iris-setosa
+88,6.180709726432647,2.730961940951768,4.672235696691653,1.4808718537724894,Iris-versicolor
+89,5.035562120011797,3.0931874243797393,1.4169243352965653,0.19561849543815646,Iris-setosa
+90,7.186469591977198,3.906128339225045,6.415164729310261,2.450008144131367,Iris-virginica
+91,6.658397206766037,2.8296667119497942,5.262200736816567,1.634374797741928,Iris-virginica
+92,6.005114319245307,2.7335778400772783,3.8775355730605368,1.3279235275066963,Iris-versicolor
+93,6.170198518869723,2.5752736134193372,5.010344009819774,1.376497101610864,Iris-versicolor
+94,6.198408448997176,2.5506289546704224,4.783861568710708,1.669445615467543,Iris-virginica
+95,6.500531628883193,3.250791042615609,5.395031181470156,2.374834403171435,Iris-virginica
+96,5.85503963318477,2.9939297602541872,4.637556032014936,1.6448765311547144,Iris-versicolor
+97,5.430271484518385,2.4500117000787007,4.06036687438441,1.2908355229423945,Iris-versicolor
+98,5.667780472386748,2.7052203836202886,4.060273410610828,1.0778934064633954,Iris-versicolor
+99,4.459679904922807,2.7334625896754785,1.579342877412742,0.22481822145334657,Iris-setosa
+100,4.965310592088732,3.1912677127622464,1.3682292620196521,0.30989798947887415,Iris-setosa
+101,6.817331405709317,2.9782370899547193,5.211966201967967,1.8255439935582396,Iris-virginica
+102,7.222842885084544,2.6918262424996864,4.787111378664306,1.6466777828783938,Iris-versicolor
+103,6.61848757169083,2.80474375873197,5.739224281668458,2.1241889733275987,Iris-virginica
+104,5.2462386485438905,3.418990484529034,1.4902806125979804,0.25876247183476964,Iris-setosa
+105,5.036527697671748,2.9030439501619325,3.690873812658573,1.2356013581401672,Iris-versicolor
+106,5.140973467851463,3.484513016937973,1.7369532382434056,0.2800009486705351,Iris-setosa
+107,6.424242967953877,2.870992621268579,5.324422566570891,1.8440308308903999,Iris-virginica
+108,6.1783323821296285,2.204843008099175,3.9312175524392643,1.356532176144483,Iris-versicolor
+109,4.993993251029435,3.756962402862365,1.5006046210255823,0.1253378848744138,Iris-setosa
+110,7.047037722483505,2.9077376090160794,4.727916332270963,1.4895503468277076,Iris-versicolor
+111,5.041027945461048,3.7917873981840344,1.552142925768818,0.28612801509238817,Iris-setosa
+112,6.2821258494073255,3.4030973774268682,5.131118978457618,2.252303585312562,Iris-virginica
+113,5.083328591771525,2.897087023069673,3.868093837906572,1.069402078552025,Iris-versicolor
+114,4.953900066607039,3.303502494317711,1.59712292806099,0.30511156849151905,Iris-setosa
+115,6.171465721275691,2.6823828483624736,4.639950092031477,1.5008546994365402,Iris-versicolor
+116,5.535965834733923,2.971603819411405,4.482797027086449,0.7963037274771875,Iris-versicolor
+117,5.554662875778289,2.9021983821070494,4.284281689198023,1.5949904569925333,Iris-versicolor
+118,4.771072604401216,3.144456855377551,1.6119778504295599,-0.0939544930654937,Iris-setosa
+119,6.399038169278161,2.9855870048719457,4.424014069619051,1.3205142599773776,Iris-versicolor
diff --git a/iris/tvae/2/4/test.csv b/iris/tvae/2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/4/train.csv b/iris/tvae/2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/4/val.csv b/iris/tvae/2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/5/synth.csv b/iris/tvae/2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fd15c189368eacd4991bf63da62ce44fc7c2de12
--- /dev/null
+++ b/iris/tvae/2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.994636843300746,2.9041120080543763,6.652126433957539,2.3544574069720428,Iris-virginica
+1,5.765561136189284,2.871818052202954,4.225756955476272,1.1978159374194992,Iris-versicolor
+2,5.951484894400027,2.604684522777102,3.969844940398053,1.065006999947197,Iris-versicolor
+3,6.076472184158169,2.439424094959443,4.776225613206819,1.7417614837105728,Iris-virginica
+4,6.764336037239759,2.588896766211302,4.714602848089504,1.4712487162241459,Iris-versicolor
+5,6.627907849564579,2.6055464788395732,5.2306803042744185,2.053167272424334,Iris-virginica
+6,5.6636839664348315,2.916064637030588,4.683466553253296,2.03470108220832,Iris-virginica
+7,6.462461661523371,2.459820151589756,4.8473139573055795,1.6152170464422035,Iris-virginica
+8,6.631023797181494,2.6101812506693727,5.186707006873293,1.9245358022213945,Iris-virginica
+9,6.482919647114246,2.9452095816531756,5.302489626146231,1.8322655401622328,Iris-virginica
+10,7.38922440856618,2.906329585637503,6.292806717283027,2.109634549484916,Iris-virginica
+11,5.053295606749893,3.044447283167554,5.262060012619292,1.942858723022915,Iris-virginica
+12,5.967628073518148,2.767160518239393,4.754825595094509,1.6871777196660418,Iris-versicolor
+13,6.480788164375753,2.6079210468548757,5.280020163703741,1.4999088559461071,Iris-virginica
+14,5.830837928619397,3.8748584498823777,1.803107042414546,0.5929037513609516,Iris-setosa
+15,6.70376031272295,3.4228147196708045,5.681161770543888,2.182366663837127,Iris-virginica
+16,6.588394330164207,3.2119913516666814,4.332648028858631,1.2683607660747773,Iris-versicolor
+17,5.208271608554988,3.293248011953325,1.6373971924309954,0.4376516044706298,Iris-setosa
+18,5.49201538412617,3.0034812265938755,4.884364620257895,1.9254417170756661,Iris-virginica
+19,6.873071125041703,3.7327717650984282,5.685063237252228,2.424958186904771,Iris-virginica
+20,4.949116390183364,3.8402300193436307,1.632413864979844,0.23809916175559678,Iris-setosa
+21,6.174185716309611,3.7009859154667244,5.279635264260468,2.4682424950310713,Iris-virginica
+22,4.291226732699053,3.18501955309896,1.4357520726252517,0.24208602232479257,Iris-setosa
+23,6.366472295440318,2.628024515405991,5.035135060888196,1.7937310709834078,Iris-virginica
+24,5.91039279565954,2.4599706250229323,5.068043885811953,1.9815833577422233,Iris-virginica
+25,6.011317074209613,2.9776557857444965,4.646004226289937,1.4439418269674957,Iris-versicolor
+26,6.0659477346205755,2.7784470105858725,4.551518809422258,1.4063703309191316,Iris-versicolor
+27,6.420451818327111,2.793634782303874,5.626113971676661,1.8793032818826942,Iris-virginica
+28,4.8537260046458375,2.9594267084221277,1.5013955214879322,0.21954547309142408,Iris-setosa
+29,6.303151505954601,2.60108692643642,4.805533053233019,1.4908323341119118,Iris-versicolor
+30,4.944648837632914,3.3332690856756075,1.522630718237098,0.33360959212198305,Iris-setosa
+31,4.988788471753945,3.5271050576292047,1.5906793516826139,0.1504042637742205,Iris-setosa
+32,6.136874006524718,2.5947728594377786,4.530758834614531,1.7409168776603174,Iris-versicolor
+33,5.849210555820884,2.9185399557062026,4.3983260269874425,1.591350044558561,Iris-versicolor
+34,5.926121485446875,3.1331083654428578,5.544489681519111,2.0722192200355183,Iris-virginica
+35,5.160336103178531,4.117151653366457,1.4203396573432414,0.26681616960511245,Iris-setosa
+36,5.189454390263389,2.9882661769310026,3.999654755945917,1.4675030115261611,Iris-versicolor
+37,7.071135880998378,2.854966192648178,5.49844869594643,1.7404796490988468,Iris-virginica
+38,5.072578359806426,2.307104443317333,3.9758341714902063,1.252404325190726,Iris-versicolor
+39,5.016142782015363,3.2015993140442975,1.1717378108656162,0.2798180578709651,Iris-setosa
+40,5.433804307707792,2.8227580378357127,4.6796735088088255,1.409220377884139,Iris-setosa
+41,4.719003914788463,3.3822495946386955,0.8958103066472836,0.24659248874171977,Iris-setosa
+42,5.087811316839257,3.415773703178771,1.3878395633308704,0.22030763172653411,Iris-setosa
+43,6.570482365757989,2.819707509546657,4.932238200339433,1.3235522878727544,Iris-versicolor
+44,5.455450760373568,3.5281488043524147,1.4001961781701342,0.437318183256882,Iris-setosa
+45,6.485753273556216,2.8873001795132525,4.926062326680106,1.4203151955453004,Iris-versicolor
+46,5.126635964264563,2.9750679270985265,1.3765460060738866,0.004573045948771892,Iris-setosa
+47,6.025422287722959,2.921595035014592,4.933783008256805,1.662925657271007,Iris-virginica
+48,4.563016600262124,2.936694033067717,1.2291947000927004,0.2731852003557489,Iris-setosa
+49,5.379157427490025,2.73910179521544,1.4502466242948682,1.3348329997173085,Iris-setosa
+50,6.654693838159908,3.4420910410799417,5.521346241958227,2.4528057930826215,Iris-virginica
+51,6.708744482403043,2.8267033512091047,4.713271084151231,1.3465832651616712,Iris-versicolor
+52,5.5973268076137925,3.1139129344637517,4.054539263677717,1.1315517955881789,Iris-versicolor
+53,6.63494191415817,2.9449181710601313,4.7113747871631775,1.3871118252254369,Iris-versicolor
+54,5.1050828952728615,3.382701153565111,1.7381571179546367,0.47340703541970375,Iris-setosa
+55,5.726055134731695,2.547246281776604,3.3820209459735056,1.1776584343375827,Iris-versicolor
+56,6.9770958328643085,2.96019507610226,5.715423964107108,1.9489453544898583,Iris-virginica
+57,4.608294982170627,2.6027773433994743,1.3391218946486478,0.17762824295958435,Iris-setosa
+58,5.9728031134642405,3.057735916663784,4.786823521828226,1.6606828786455146,Iris-versicolor
+59,4.650378966656109,2.915479561548171,1.415207362665936,0.1395622627342732,Iris-setosa
+60,5.692348514542521,3.046520155741568,4.914870516470583,2.0016726023444233,Iris-virginica
+61,5.662330457612435,2.760253943505041,5.140737482689092,1.2977059458003646,Iris-versicolor
+62,6.433539627216545,2.956777330714271,5.404365386443573,2.100029285412477,Iris-virginica
+63,4.686666005418875,3.1791103083588044,1.6036796988604307,0.3036664749643457,Iris-setosa
+64,5.879367095196548,2.798902723077221,4.9688675379283795,2.0414884229890964,Iris-virginica
+65,5.279744147854236,2.4584236600523446,3.7653487436640187,1.1849727023152776,Iris-versicolor
+66,5.386787339805771,3.608011404552652,1.6479518972512668,0.3613056610039619,Iris-setosa
+67,5.994263930256668,2.6408704534347045,4.449593332502716,1.57808218725282,Iris-versicolor
+68,5.795855050511717,2.538749787682912,4.560593476913386,1.651783617516716,Iris-versicolor
+69,6.754815076832417,2.835815454091001,5.374928569876596,1.6035828342434564,Iris-versicolor
+70,6.430798162096327,3.201501088096966,5.68333696209497,2.170807700154503,Iris-virginica
+71,6.930229352836675,3.134595685510099,4.6909027032516635,1.409789299059479,Iris-versicolor
+72,6.692982094859813,2.7646298407748846,4.739403837186483,1.3261273919606387,Iris-versicolor
+73,5.682521720138835,2.75811086252729,4.1833298461117465,1.1777394744372842,Iris-versicolor
+74,7.378759088141333,2.676608963502396,6.373976650939016,2.2619839215793602,Iris-virginica
+75,6.683471873276291,3.1559671877394013,5.126196369946216,1.9042876955140866,Iris-virginica
+76,6.406764126835659,2.7027032863701326,5.801893321543631,1.6776500414725015,Iris-virginica
+77,4.594940514749706,2.889036979337138,1.4003469912713389,0.26116834177892545,Iris-setosa
+78,6.165835878928068,3.1806360000230898,4.977505955814387,1.9124610457758138,Iris-virginica
+79,6.309771883447506,3.218280282519832,5.289440823988842,2.201960131893886,Iris-virginica
+80,6.269320406026857,2.9823085222827084,4.851226631960054,1.7679970933000981,Iris-virginica
+81,6.2994396331593245,3.1787137559477117,5.173441661280089,2.004171125185184,Iris-virginica
+82,6.69994565352134,2.765645328302827,4.956554905749734,1.565872626687148,Iris-versicolor
+83,5.5742267392151,2.6080232424930805,1.522028377408003,0.3608986904103545,Iris-setosa
+84,4.60539027477544,3.057519043340652,1.1910916726003966,0.2641017703566901,Iris-setosa
+85,6.732473627714758,2.8670719608492137,4.998071593524323,1.7354686011724179,Iris-virginica
+86,4.787334389744803,3.5521183372000755,1.6887154172783394,0.2533422421269243,Iris-setosa
+87,5.531494903016316,3.618669799901813,1.7931172218064682,0.5227164279634112,Iris-setosa
+88,4.8715154335905515,2.948971300800995,1.3893984252514209,0.18590604216524448,Iris-setosa
+89,6.498681387919993,3.1884099889237003,5.512902326995082,1.9046956548728522,Iris-virginica
+90,6.652582125104935,2.630226303893903,5.333987011029502,1.770222333304894,Iris-virginica
+91,5.012669960457797,2.308704161847315,3.5633485064772987,1.0246388311939376,Iris-versicolor
+92,5.901089336787145,2.719396385510559,4.337611297291108,1.579489069425415,Iris-versicolor
+93,7.123895232475101,2.9991233589336326,6.259310398034188,1.9843752683448115,Iris-virginica
+94,7.1414057067980234,2.9625022143448305,5.840956097750869,2.105831785896911,Iris-virginica
+95,6.431093407160817,2.6731421806329854,5.546262393288478,1.7309479830618888,Iris-virginica
+96,4.755307473738295,2.741387103271344,1.4567436180328721,0.3005163625930142,Iris-setosa
+97,4.656726426014997,3.2321699899788428,1.4667051284119184,0.2621732418365773,Iris-setosa
+98,6.485997690835231,2.9765764459702515,5.201707962206096,2.125054954099934,Iris-virginica
+99,6.355206153336922,3.1110850874526617,5.33845531820287,2.3574497023066545,Iris-virginica
+100,7.151646169745345,2.8032974486007616,6.025237230416678,2.1025517473036515,Iris-virginica
+101,6.635290191925823,3.0379357053059657,5.551414828530852,2.402411625580605,Iris-virginica
+102,4.594577296299045,3.0702090539941347,1.490242431836177,0.22977391643587458,Iris-setosa
+103,4.903528237997736,3.3439250149968704,1.4135585149388759,0.3217472808007511,Iris-setosa
+104,5.175204975973303,3.3739013924283894,1.5378808482140802,0.3763867181008646,Iris-setosa
+105,5.939779188069248,2.953968032278474,4.845019184496444,1.8284935619202844,Iris-virginica
+106,4.951484540689652,2.2242665863410562,3.056885502300068,1.0346712458944713,Iris-versicolor
+107,6.894824117850187,3.142753005916371,5.958830499043765,2.207079733255133,Iris-virginica
+108,6.538814846161872,2.9312805629732206,5.044348430365283,1.5089588670847607,Iris-versicolor
+109,6.4271017567388515,2.7380850846323437,4.249391007548441,1.2572460700807766,Iris-versicolor
+110,5.767182510119454,2.629020454895525,3.8856671468087933,1.3633505055507968,Iris-versicolor
+111,7.377986709140131,2.681408617013717,5.973519721575533,1.6137624015800491,Iris-virginica
+112,4.504566883453622,3.140954284899152,1.7932190457401025,0.2886365376547122,Iris-setosa
+113,5.120995236243272,3.742339483464666,1.526007556612457,0.27507925181236476,Iris-setosa
+114,6.746921328315417,3.0667572092827746,5.69689603124928,2.355875689745494,Iris-virginica
+115,5.767146819250252,2.6691859248745966,4.635810590145322,1.3277470500867354,Iris-versicolor
+116,5.591577559808536,2.1398463192173174,3.6562800063097507,0.9373505717260904,Iris-versicolor
+117,7.779106268598563,3.3221840399943474,6.139547064934193,2.5020501823389987,Iris-virginica
+118,5.712366123335661,2.339562726525037,5.2900974529592055,1.5905372074932087,Iris-virginica
+119,4.409648232179955,2.713357011006152,1.3889735848411098,0.19757699071483606,Iris-setosa
diff --git a/iris/tvae/2/5/test.csv b/iris/tvae/2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/5/train.csv b/iris/tvae/2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/5/val.csv b/iris/tvae/2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/6/synth.csv b/iris/tvae/2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b6f3d92d1241c3fcadf4bd4c774454b331bd3851
--- /dev/null
+++ b/iris/tvae/2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.321070842386307,3.0141180573846293,1.2579544412552308,0.21483622436876887,Iris-setosa
+1,5.117335674363043,3.2961740870726324,1.4643234973769585,0.36243992393465224,Iris-setosa
+2,6.746519413393967,2.949074751289248,4.987373848604129,1.8075858142182102,Iris-versicolor
+3,6.849911789122643,2.8149535161890005,5.135159989984177,1.5070730556232808,Iris-versicolor
+4,5.351469776728053,2.777506428169769,4.829350220571057,1.493057073442965,Iris-versicolor
+5,5.620642989673798,2.8520113352059937,1.4936221283530622,0.26858115710655467,Iris-setosa
+6,5.958981707531404,2.2714949193627563,3.5962655876831207,1.1434484970276433,Iris-versicolor
+7,5.8745655249619135,2.4772240484309016,3.98449168877423,1.4058037968012633,Iris-versicolor
+8,6.7117686390988105,2.739240883548837,5.456482528724586,1.8596104268695879,Iris-virginica
+9,7.372438784639867,2.6777885099759056,6.144666959884583,1.7595449184294987,Iris-virginica
+10,6.753106653782838,3.030729644106223,5.464939546625815,2.160213135458049,Iris-virginica
+11,6.734139263739789,3.1824582768369556,5.908743156948945,2.549990145432679,Iris-virginica
+12,7.237778324567415,3.125983799530771,6.504869596957643,2.1481372518217325,Iris-virginica
+13,5.096288814513893,3.442539231023944,1.306399199809711,0.15109441738836576,Iris-setosa
+14,4.478203948463336,2.9649166174986985,1.2999006101060115,0.1559090698528614,Iris-setosa
+15,4.706235950326069,3.274263914212994,1.5663008087692525,0.345221579363822,Iris-setosa
+16,5.7468707927370355,2.8111878246021766,4.912002081780113,1.7978783419738906,Iris-versicolor
+17,5.108877382314014,2.645047881888673,4.365845367942975,1.3703412155752923,Iris-versicolor
+18,6.108151633636011,2.809254305229766,5.0685029948191165,1.3811396526703694,Iris-versicolor
+19,5.43457591928465,2.597012014457348,4.5747566169909835,1.161759869226799,Iris-versicolor
+20,4.422076678786377,3.106000451571784,1.58707072850438,0.19019612404224015,Iris-setosa
+21,6.606829341859313,2.691952950815872,5.148086313205974,1.819050374930312,Iris-virginica
+22,5.071073689040551,2.1569641931985943,4.65051330458859,1.910822752305803,Iris-virginica
+23,4.4260585374580925,3.2254698128613044,1.2909045009705908,0.12609952330510696,Iris-setosa
+24,5.964774115930887,2.695056578928722,5.098626358882988,1.8191783918867257,Iris-virginica
+25,6.540915474614372,2.9471049001524077,5.940138295303856,1.7279687471642275,Iris-virginica
+26,5.00926725790825,2.7273255946980073,4.8211387437978885,0.3606269822278704,Iris-setosa
+27,5.271897151278686,3.0006326838359323,1.3336758075073782,0.8027501235909336,Iris-versicolor
+28,6.85903618173619,3.593257381742217,5.946681492354731,2.5116306895294827,Iris-virginica
+29,6.21894730518372,3.002255964141102,5.257842679290919,2.3154669627246385,Iris-virginica
+30,5.70370560603445,3.399606945096943,1.6871873378504736,0.3815046758773396,Iris-setosa
+31,4.760387723876224,3.050918857430252,1.7943908063419796,0.12985724715700228,Iris-setosa
+32,6.553491755585859,3.000396917247455,5.447289388490573,1.4155572147641964,Iris-virginica
+33,6.717058584269264,3.1539198866015288,4.948763243176207,1.5850419751209501,Iris-versicolor
+34,6.518257389167935,3.0790579032908236,5.5804795157707305,1.8937474765510065,Iris-virginica
+35,6.251270841819988,2.996019392559264,5.237646849291317,1.9265051633853223,Iris-virginica
+36,7.209911136111831,3.5271052787567676,6.072394045923867,2.0528360328327566,Iris-virginica
+37,7.520453099073583,2.91292021506455,6.6439553557544855,1.9980031030174603,Iris-virginica
+38,6.581751599479803,3.0064356735038813,5.179592307019487,1.5661402081206486,Iris-virginica
+39,5.662941075337742,2.5747390096265006,4.024353749517961,1.2083038607611256,Iris-versicolor
+40,5.103184670812703,2.7925104151865847,4.160515110156574,1.54818280833404,Iris-versicolor
+41,4.801904621327388,3.323166949865877,1.6033861429708964,0.23048206045136652,Iris-setosa
+42,5.6855833782277125,2.700100666296124,4.6080612239234995,1.8040377301732653,Iris-versicolor
+43,5.616011016252494,3.2033129995517338,1.6775889226900582,0.38281470454960287,Iris-setosa
+44,4.630442507239715,3.009636412891604,1.6200458219562777,0.14630745328431638,Iris-setosa
+45,5.799028000834383,2.8340465373195585,4.680375910429381,1.5411221471917134,Iris-versicolor
+46,7.326815855208632,3.106158807683203,4.669280496910038,1.5836585647463157,Iris-versicolor
+47,4.523081551521864,3.2102066811542644,1.2776692418111373,0.10457466832394913,Iris-setosa
+48,5.002301966860941,3.0180149452216805,1.4467472341313075,0.01834262560630276,Iris-setosa
+49,5.259872040546926,2.6950570659091624,4.486465747203702,1.3531202136996416,Iris-versicolor
+50,4.70144343237508,2.981241948080441,1.6064279644634685,0.2873426556106347,Iris-setosa
+51,4.637960129666934,3.237593708310642,1.4743839257708071,0.17800347433371208,Iris-setosa
+52,6.007634034886298,2.801725766484465,5.183037956201314,1.8953772835772371,Iris-virginica
+53,4.253140678653042,2.970245395758035,0.7985223480176421,0.23139968013914222,Iris-setosa
+54,4.914724362673246,2.9499564640685403,1.459873647762489,0.31095804401641886,Iris-setosa
+55,7.354873555469961,2.8124711942177503,5.817581063401199,1.7997933892594493,Iris-virginica
+56,6.967797602740629,3.217432642608917,5.599067262640784,2.671562634479784,Iris-virginica
+57,5.745231025371692,2.5762422692493647,4.515955459729691,1.4534606670456822,Iris-versicolor
+58,6.580326163115066,2.9630002457051234,5.313089406501816,1.9013945327100896,Iris-virginica
+59,6.887601017249808,2.7731156269322192,5.493719104469882,1.763006748151346,Iris-virginica
+60,4.974880340754321,3.1581942369423373,4.894358216070062,1.8201081021957628,Iris-virginica
+61,4.4890925551285115,3.0397438096450737,1.4864305111857747,0.190056143883586,Iris-setosa
+62,6.6450413545052225,2.911332615961766,5.056090863160112,1.8776287013603796,Iris-virginica
+63,6.680971420322869,2.5886209733179704,5.59367400780483,1.7750992219706283,Iris-virginica
+64,5.676271974031991,2.42184508672662,3.374236712900953,0.9818838435990884,Iris-versicolor
+65,4.8790045494604115,3.4397464534592537,1.485459990546981,0.23801756385854553,Iris-setosa
+66,5.141937443045304,2.8367689393806446,3.9529588882808184,1.474286894101124,Iris-versicolor
+67,5.96265411169278,2.5096141071867617,4.622387614128762,1.329110531900357,Iris-versicolor
+68,5.737270438137626,2.4992573314635145,4.121772567051144,1.3422956876524914,Iris-versicolor
+69,4.7825788588557945,3.0416089396501453,1.3464285515470436,0.21309576752697407,Iris-setosa
+70,6.768706609132629,2.982992336066044,5.381004999694838,1.959477336845794,Iris-virginica
+71,6.266828119002319,3.5071899885799724,5.2509359241699265,2.096386711524954,Iris-virginica
+72,7.155987854280745,3.0937228707482913,5.049754248187646,1.490800845434201,Iris-versicolor
+73,5.052531936452193,3.545143768925792,1.3327913214396279,0.18410911913477612,Iris-setosa
+74,6.092198938202248,2.800045854292706,5.0106447526610145,1.8328046919593586,Iris-virginica
+75,5.262907409525546,2.8884225301483992,1.460228777961866,1.3248784555163657,Iris-setosa
+76,6.3378813906119085,2.4430963695714976,4.900362736326517,1.437343946799713,Iris-versicolor
+77,5.557075106170811,2.2955464931752108,4.506908672439997,1.404710222284423,Iris-versicolor
+78,5.033842465726231,2.617882702699929,3.3327135252879816,1.049861016372601,Iris-versicolor
+79,6.40953811248509,2.9074360909013994,4.989858680985412,1.4719681498202488,Iris-versicolor
+80,6.402095577601902,2.3404033470236576,3.8518881927467667,1.040700118751305,Iris-versicolor
+81,5.8679206441726,2.760536030616308,4.273062046035484,1.1848720936798696,Iris-versicolor
+82,5.730200487668202,2.4272380100429984,5.1292209406581435,2.006075785151933,Iris-virginica
+83,6.847457601329985,3.346502002655961,5.699581343091935,2.1797544125447015,Iris-virginica
+84,5.591419727056661,2.583618615960834,3.589079591802472,0.973388296133628,Iris-versicolor
+85,5.0415331579899,3.842754894135826,1.2579861763619826,0.1537455599231618,Iris-setosa
+86,5.602576217613884,2.5218477424898555,4.333223076176461,1.505878235262159,Iris-versicolor
+87,6.460164472560506,3.1259622408511967,5.387385739043361,1.8270866967081436,Iris-virginica
+88,7.378980902762136,3.0798512828627436,5.768460655102725,2.0713362606601486,Iris-virginica
+89,6.184125764455317,3.013316136824374,5.095754044916982,1.9903601351027105,Iris-virginica
+90,4.747192603758039,2.7162300783897737,1.3657992793959797,0.31171087419596766,Iris-setosa
+91,4.834532717061404,3.1008740128177648,1.3981037562123535,0.25680530370951693,Iris-setosa
+92,6.245419299103788,2.8229883139350607,4.92455761093683,1.4976520274821172,Iris-versicolor
+93,5.17811119100728,3.003312057750223,4.924604785928224,2.1644339819172203,Iris-virginica
+94,5.252393191349366,2.8760768143172015,1.4917957822138326,0.4381955742051643,Iris-setosa
+95,4.6563876496735475,2.7102229093256875,1.6868296326139331,0.16240455440701457,Iris-setosa
+96,6.022517503611649,2.711045688130448,4.728211106018475,1.523675278405791,Iris-versicolor
+97,5.4500832759907425,3.864130745304803,1.5865128603026526,0.31757538245499184,Iris-setosa
+98,6.636914822628165,2.9776863701688634,4.514780747924456,1.307306319502331,Iris-versicolor
+99,5.676157150393836,3.054866047826262,4.2964980165951925,1.169746404853662,Iris-versicolor
+100,5.504768910608237,2.8939685733184164,4.422245806186913,1.1974514649204793,Iris-versicolor
+101,5.634947982653817,2.6110417453897554,4.138890783481042,1.6577426563739017,Iris-setosa
+102,6.72463208550684,2.7695617098749654,4.8767152514897605,1.3268145747537217,Iris-versicolor
+103,5.769384128760261,2.3884172497814062,4.137776955404862,1.0983473504579924,Iris-versicolor
+104,6.5405704418574135,2.960015613171846,5.673461351042136,1.8919970315959505,Iris-virginica
+105,4.430983396806598,3.364627707795964,1.1570821168043879,0.15978918157171523,Iris-setosa
+106,5.7013729949944665,2.5366879361462353,3.906913218100818,1.1048927014501544,Iris-versicolor
+107,6.42629046006466,2.6510161793125073,5.835415380237827,1.8871151934564878,Iris-virginica
+108,6.275611609903734,3.307401146543989,5.516918243083584,2.1442540786676356,Iris-virginica
+109,6.992186222754966,3.0557536357040447,4.3741291911190645,1.403030138455778,Iris-versicolor
+110,6.489895248213198,2.9991699384225345,5.410788630507126,1.8558556581751948,Iris-virginica
+111,6.03394194122366,2.3253296931144964,3.8338071346032363,1.1586838922773408,Iris-versicolor
+112,5.225776935572632,2.838170045604253,1.5831997945574485,0.21027490593407916,Iris-setosa
+113,5.838180933816116,2.3973968297148485,3.2060877818036273,1.309469104094187,Iris-versicolor
+114,7.180500828589325,3.271086924923685,6.098825610769834,2.327851261322542,Iris-virginica
+115,5.9698901159478215,2.5686848057551526,4.045531820336605,1.0142485070013167,Iris-versicolor
+116,6.904754340597709,2.705478452170123,4.80303388819686,1.4826008433811295,Iris-versicolor
+117,6.1736886587010655,3.100522942708662,4.502433028437842,1.2933576365959754,Iris-versicolor
+118,5.185812018911062,2.480444775477377,3.5890124480149326,1.2460791114933714,Iris-versicolor
+119,4.417313564919651,2.99519922991639,1.3880071499588837,0.15147510772627654,Iris-setosa
diff --git a/iris/tvae/2/6/test.csv b/iris/tvae/2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/6/train.csv b/iris/tvae/2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/6/val.csv b/iris/tvae/2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/7/synth.csv b/iris/tvae/2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..94a890607284ad701d8a0e116e74982d3fc8e705
--- /dev/null
+++ b/iris/tvae/2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.08570723781901,2.989444135016232,1.4373809157624002,0.20389451823880086,Iris-setosa
+1,6.385746418422406,2.59881845573409,4.852604114594396,1.7436337619732754,Iris-virginica
+2,5.967293441569875,2.9781847604387117,4.923664279378512,1.6590375725393458,Iris-versicolor
+3,5.837707131718121,2.75316982682534,4.138130079794976,1.273760997712339,Iris-versicolor
+4,5.497610956618865,2.501895413600735,3.8504716065367717,1.01659251084387,Iris-versicolor
+5,7.202205623936091,2.9985932419449886,5.244626230442645,1.6788151866765164,Iris-virginica
+6,4.905370243295679,3.3235562650600734,1.544098664747412,0.2160887138576329,Iris-setosa
+7,6.175118880967666,2.995466431742085,4.985171634589191,2.0264096387534902,Iris-virginica
+8,6.854292591010841,3.172880610543969,5.312367622138028,1.7184840306985425,Iris-virginica
+9,6.415109534083078,3.2647994290057434,4.874526638739051,1.8983614358387313,Iris-virginica
+10,5.064852978708347,3.068698305463864,1.5008475384489526,0.43107695782573563,Iris-setosa
+11,5.893848377986368,2.4931344783783835,3.7353307707920935,1.0137996133416676,Iris-versicolor
+12,6.349968934326457,2.9390042800095215,5.242493164484494,2.1471679564835187,Iris-virginica
+13,5.057273809683959,3.151402088089229,1.591415946135125,0.5078284855086074,Iris-setosa
+14,6.6400883357517495,2.717732018479477,5.262897655601653,1.8272970217732556,Iris-virginica
+15,5.13196372738551,2.9355580498357083,5.256930422070399,1.934495427317607,Iris-virginica
+16,5.025151409865822,3.4297881658561304,1.5413232601951108,0.24701387915124698,Iris-setosa
+17,5.430329170522649,2.661111861555198,1.3836669908869246,0.37304675177164465,Iris-setosa
+18,4.970059340802262,2.558424185095946,4.808136983405755,1.8263214238972192,Iris-virginica
+19,5.207576328983803,3.67397330921323,1.5831216641179207,0.2934095462145799,Iris-setosa
+20,6.598276991272755,2.8585181019579196,5.393134153042552,2.0835975080439724,Iris-virginica
+21,5.786121380952669,2.7454451024124404,4.33788804681838,1.2034307265933046,Iris-versicolor
+22,7.478198711048273,2.6008333383508853,5.894663104224214,1.935409230994099,Iris-virginica
+23,4.725572415319443,2.926909487942283,1.32140573493575,0.10646343652417231,Iris-setosa
+24,6.765988799060187,2.5720779970416707,5.940427257929163,1.3548294185635823,Iris-virginica
+25,6.316827831214816,2.784433910518332,5.210285375518049,1.5928611378552033,Iris-virginica
+26,5.5066938099667375,2.622546126195622,3.694428074534092,1.3448018072518872,Iris-versicolor
+27,5.222463831492984,2.7372150210124127,4.63947581447405,1.4949752340394116,Iris-versicolor
+28,6.1683333286947395,2.879702931354554,4.402448759873807,1.4411759847261583,Iris-versicolor
+29,4.574230102316985,2.6967349417533057,1.4418140633109198,0.17119502134346415,Iris-setosa
+30,5.7217286245553955,2.893502701941566,5.046354802305231,1.5277049454969074,Iris-versicolor
+31,6.1722524908536895,2.1351826632876056,4.178956228001629,1.3006714778459796,Iris-versicolor
+32,4.884730581394546,2.2331258680415087,3.03518180882648,0.8833111563744321,Iris-versicolor
+33,6.043414773826224,3.107852938835276,4.758545288041061,1.8323988783218692,Iris-virginica
+34,6.301059864400701,3.1413537962900193,4.880783870813245,1.2941446932409522,Iris-versicolor
+35,5.134801300051257,3.546037409099341,1.58565488920273,0.3992325676748243,Iris-setosa
+36,6.646368003743975,2.606235341914643,5.4495631381467575,1.9475633907737873,Iris-virginica
+37,5.225023739006445,3.808946681986342,1.4586540662416951,0.23416907511828855,Iris-setosa
+38,6.828125920844898,3.1195555313123307,4.852884291219529,1.9821741772236563,Iris-virginica
+39,6.052193228205494,2.991338799800646,4.727383506395556,1.6077045382121549,Iris-versicolor
+40,5.212335792336968,3.1904940310495733,1.4939183718575182,0.37016684256167887,Iris-setosa
+41,4.647501695137004,2.987485817543568,1.2086752031015102,0.30717356690135905,Iris-setosa
+42,5.0405347582308675,2.828357308602355,3.112188588626986,0.9507643146110154,Iris-versicolor
+43,6.8046400143260986,2.9176883113276784,5.597669281030759,2.532888699885812,Iris-virginica
+44,7.051152191237179,2.8873280638921295,5.688859502150381,1.8016181624605256,Iris-virginica
+45,6.336080182765828,3.3264392298234515,5.312976604189648,2.011882811627276,Iris-virginica
+46,4.793764824440773,2.9736814403751457,1.5742295919786014,0.34179503389864857,Iris-setosa
+47,5.028374719604028,3.1982428190601886,1.4165438414297418,0.2913654650583867,Iris-setosa
+48,6.494053539847977,2.787194548877167,4.852736770250004,2.155311078656136,Iris-virginica
+49,5.04520592549975,3.2605455312664597,1.296993169047259,0.20743161437969107,Iris-setosa
+50,6.182821827736995,2.7230305746607084,4.869014381242941,1.880191312433014,Iris-virginica
+51,7.100409259275209,2.941701251808861,4.847007782260062,1.6726832480312508,Iris-versicolor
+52,4.590212299346189,3.034900315382257,1.5472048233654425,0.14116405741504337,Iris-setosa
+53,5.096082011008845,3.6709293686725726,1.479672705342447,0.23780466966545014,Iris-setosa
+54,5.015881234200286,2.9342663854501185,1.4392391282102923,0.22795750140759052,Iris-setosa
+55,4.545264720492802,2.977040953372084,1.5540431410058795,0.24040456778451816,Iris-setosa
+56,4.302771060117288,3.364423534540125,1.2966399933413555,0.1110425765564251,Iris-setosa
+57,5.023900002315885,3.6786364997926038,1.23660543879584,0.14128627528940108,Iris-setosa
+58,6.156849515853137,2.4066019224485165,4.665877208359783,1.362416262336243,Iris-versicolor
+59,6.202299390087934,2.970535247976697,4.591067502759362,1.4159312565328144,Iris-virginica
+60,6.205200218285906,2.669247655240341,5.114036740056141,1.5803763509235418,Iris-virginica
+61,5.726463768420591,2.845195833696718,4.630668490801816,1.3150664086863322,Iris-versicolor
+62,5.786627255261866,2.761275036248208,3.450416980342115,1.3650228864267075,Iris-versicolor
+63,6.847800014054886,3.011127998085477,5.114029199180024,1.4016630495121383,Iris-versicolor
+64,4.932983208496633,3.5376460120464297,1.5760330235304836,0.18926909860624958,Iris-setosa
+65,4.344617620403413,3.1601221647430413,1.6115006339375666,-0.13707381839508093,Iris-setosa
+66,6.018410491474477,2.5336868652871605,4.69078235990408,1.3504464704219747,Iris-versicolor
+67,6.465924352010464,3.0065808903412834,5.679890771198667,1.7727679565029617,Iris-virginica
+68,5.1816888065428035,2.9556226196667086,1.3717389693148285,0.1748773161677683,Iris-setosa
+69,5.779444563908216,3.150660171083711,4.637007496504956,1.863624646035168,Iris-virginica
+70,6.3202611532478405,2.8707667371343324,4.63695137552452,1.5894948555299675,Iris-virginica
+71,6.303525907974406,3.114349128650301,5.407873387450641,2.548262624562031,Iris-virginica
+72,6.187077914079339,2.8570407145528742,4.301502138892705,1.2394739740442349,Iris-versicolor
+73,6.5170084626927505,2.9524275480125906,5.288669012306074,2.2065613109415003,Iris-virginica
+74,5.233581300202398,2.9385198369329775,1.4936511608310974,0.4434385339645519,Iris-setosa
+75,6.888089413677949,3.479234359292657,5.555101014467049,2.095689529181836,Iris-virginica
+76,5.461262125344701,2.3946914784557585,4.870693802748693,1.4416299197368374,Iris-versicolor
+77,6.621044508707746,3.4621475654408487,5.500329154014561,2.5211248554033703,Iris-virginica
+78,6.845424902609864,3.0781045874397255,5.536324172473199,1.9025527362475583,Iris-virginica
+79,6.8044729977283005,3.148615439614145,5.7490156477891174,2.2607182982585723,Iris-virginica
+80,5.246083357468764,2.7875844707558723,1.6702425428615755,0.23501521321176724,Iris-setosa
+81,5.772359635730945,2.6304822490465227,3.7123416415802684,1.1367455981347923,Iris-versicolor
+82,7.380540308387419,2.7643282436774315,4.828170624922051,1.7221825264452029,Iris-versicolor
+83,4.7593528167938235,2.5621154422661765,1.276828251415075,0.26165730398386977,Iris-setosa
+84,5.6107019043993605,2.8181015994214533,4.80465755237082,1.7837264447956513,Iris-setosa
+85,6.447649424032922,2.964384136140985,5.384250518988296,1.842238614066191,Iris-virginica
+86,6.4171505393403185,2.855553768837693,4.930881407101593,1.8032151435063695,Iris-virginica
+87,7.181183124094641,3.7220098126594863,6.219708071588659,2.5633569826655753,Iris-virginica
+88,6.145110681022755,2.685079540029185,4.412009265796465,1.4803124848423725,Iris-versicolor
+89,4.484976877836296,2.8920738676703546,1.397342087262778,0.05017168784414214,Iris-setosa
+90,5.007455718627886,2.8343211713433583,1.4448383778170752,0.09862496615872204,Iris-setosa
+91,6.3935018591138135,2.969513933183672,5.147164857944826,1.932576110064741,Iris-virginica
+92,5.516245314295393,3.1046729159068365,1.456384817863229,0.3327262501709668,Iris-setosa
+93,5.394188839941937,2.9201281677531448,1.3190685097172183,0.21266237893126627,Iris-setosa
+94,7.033988076522562,2.9030431898564397,5.990171766566875,1.764543451022768,Iris-virginica
+95,4.652161534356019,3.0296238180944317,0.8774356752946234,0.18903296306371142,Iris-setosa
+96,5.907018377210932,2.7821573493950287,4.20424068045449,1.6032343215417,Iris-versicolor
+97,5.364509894490492,2.663277491835882,3.753438096317776,0.9265166163165461,Iris-versicolor
+98,6.6887589838684205,2.930746982051338,5.45117297455921,1.9183409700673646,Iris-virginica
+99,6.45954648284236,3.2962557298381268,5.653512806828745,2.4370430154256084,Iris-virginica
+100,5.076014900492324,3.1641344792072035,1.830131756896697,0.3312779180294294,Iris-setosa
+101,5.169821985381463,3.389903484636024,1.2377774589869202,1.0627234548651006,Iris-setosa
+102,4.661142202713477,2.792774117890943,1.2189242405286538,0.1719850115097113,Iris-setosa
+103,6.292355652123332,3.008788852617096,5.606359843763787,2.221553287001427,Iris-virginica
+104,5.174458103933791,2.805317126857976,1.3410302980737154,0.21360139931635264,Iris-setosa
+105,6.264827496912962,2.6505434354013584,4.222004663829868,1.433523739422115,Iris-versicolor
+106,4.882968263360184,3.382646607193053,1.431845189277463,0.1912394630175816,Iris-setosa
+107,4.722943331560542,3.0048813167348065,1.6719955908622308,0.2947158163883513,Iris-setosa
+108,6.202997119346974,2.868605414772994,4.509812748410446,1.4192173943069684,Iris-versicolor
+109,6.4206740810707235,3.027878236188976,4.585674054679877,1.4260198422876018,Iris-versicolor
+110,6.431803793757982,3.194831959970168,6.119587671329287,2.489567249643264,Iris-virginica
+111,5.948667224060986,2.4837502436907606,4.300358534534773,1.2101745587291086,Iris-versicolor
+112,6.258390883217393,2.998357951373419,4.636458979765487,1.388378872615466,Iris-versicolor
+113,6.833800329959898,2.868809858184815,4.244922277036485,1.4014857683892914,Iris-versicolor
+114,4.7453239958793105,3.3707999948069456,1.106013393354618,0.10070561307563672,Iris-setosa
+115,5.159953508690918,2.6482426545163493,3.296863649892079,1.2023063623157357,Iris-versicolor
+116,5.0348334630526175,2.6683148480183316,2.896939132928773,1.2721576487032464,Iris-versicolor
+117,5.716738716525704,2.7311774534904227,4.210402606631952,1.0900689029619626,Iris-versicolor
+118,5.451804645862447,2.665081131870175,4.349129846167788,1.4133310062181197,Iris-versicolor
+119,5.914936220267407,2.839476787681981,4.294188894513477,1.4605932311744974,Iris-versicolor
diff --git a/iris/tvae/2/7/test.csv b/iris/tvae/2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/7/train.csv b/iris/tvae/2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/7/val.csv b/iris/tvae/2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/8/synth.csv b/iris/tvae/2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0ce61e66ddf4233b4c055290a770e019b7ae725d
--- /dev/null
+++ b/iris/tvae/2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0993405388305515,2.868965264182632,1.3908892376173716,0.33676056925996867,Iris-setosa
+1,6.383156981777035,3.4046500776740483,5.4053913349293525,2.051898191508946,Iris-virginica
+2,5.58518836352761,3.215608803694872,5.0006686791826915,1.6697762520565766,Iris-versicolor
+3,4.907644902507314,3.0026535010898114,4.2596164831173375,0.9546954998162577,Iris-versicolor
+4,5.965612875255777,2.7413584512821867,5.108023003455508,1.660567846469595,Iris-virginica
+5,7.492688251027483,2.969813122478992,6.309418953346308,2.007952365781539,Iris-virginica
+6,5.125445682134503,3.2285086427949903,1.4465723494959908,0.3236997471977462,Iris-setosa
+7,4.780752587748104,2.618450364134185,1.3832778478305274,0.3730035012774917,Iris-setosa
+8,7.579762787579786,3.329472531225352,6.1580653568000905,2.195702224792464,Iris-virginica
+9,5.38836488291229,3.4623036049155314,1.4988806192268975,0.21728600589713817,Iris-setosa
+10,6.585022376675639,2.807534875646296,5.098927614286952,1.4411336420438756,Iris-versicolor
+11,7.299868614924631,2.629716790621084,5.781847312459436,2.064397862355352,Iris-virginica
+12,6.756842290910602,2.7387280850300404,4.994018183039913,2.278900088899687,Iris-virginica
+13,6.629257477564981,3.6116260600442778,6.0171442600088465,2.490613874800592,Iris-virginica
+14,5.011890248418125,3.1095497293827985,1.652035080522627,0.36166895533236,Iris-setosa
+15,4.867081810067864,3.4165276080503424,1.4639625672136878,0.5024555695822295,Iris-setosa
+16,6.518719799519546,2.915812790457778,5.1293541345810265,1.5623220814192524,Iris-virginica
+17,5.1998927244342825,2.8444990975295834,1.5258616160537837,0.27182595646415814,Iris-setosa
+18,5.805554501707328,2.6917056819483287,4.246989434520298,1.3782765325957151,Iris-versicolor
+19,6.154134731717927,2.864541078450007,4.560114480820197,1.8257351783756293,Iris-versicolor
+20,5.21955263634918,3.7086457447626704,1.6771780576850157,0.26729529561244797,Iris-setosa
+21,6.6513486484251585,3.087722307791443,5.4543802892516755,2.3619109695449687,Iris-virginica
+22,5.946410820392249,3.255464200893292,4.850610587031094,1.7702104720532081,Iris-virginica
+23,5.301832843175413,3.211634102017277,1.630399347143435,0.36979291634428,Iris-setosa
+24,6.163513645806102,2.8220131841975458,5.120676081266546,1.8517336141384058,Iris-virginica
+25,6.894332811523766,2.8251320339142665,5.683616741431204,1.7989567294054822,Iris-virginica
+26,5.669293605670625,2.6631266238434623,4.210202538411706,1.0298050223155226,Iris-versicolor
+27,5.065698948533105,3.4585862196592077,1.6009563586396616,0.20981966595116144,Iris-setosa
+28,5.539748991918339,3.1273531744527694,1.472835006753014,0.37044500181474255,Iris-setosa
+29,4.410130643981844,2.652340847792031,1.2648979180238222,0.12419634338202062,Iris-setosa
+30,5.291397720354541,3.1725264644608573,1.500152169765134,0.3619129218385337,Iris-setosa
+31,5.454464525586042,2.9712068254878687,4.423129175677767,0.875494609703507,Iris-versicolor
+32,4.448261039097104,3.2395800844065405,1.48940391501372,0.13760878363315077,Iris-setosa
+33,5.837837794879269,2.6366869078982758,4.683779724398998,1.7905014101225707,Iris-versicolor
+34,5.1830865313532035,2.9068241077981876,1.2577553223362474,1.169995852429181,Iris-setosa
+35,4.855926028173812,3.3580958414586908,1.6665955403437431,0.3216145458868904,Iris-setosa
+36,6.35347636845917,2.8451295381897816,5.251710859489825,1.7813964146443566,Iris-virginica
+37,4.438001363416463,2.571501163016031,1.0303848072732702,0.12851162413339032,Iris-setosa
+38,6.7160355944339605,3.013702558037649,5.64539015107812,2.230005764022408,Iris-virginica
+39,7.025298130486754,3.128637449991736,5.863920463514917,2.2169310116083416,Iris-virginica
+40,4.5612806790453,2.9067251001099015,1.3007571498642039,0.19622756300367916,Iris-setosa
+41,5.7450935814955715,2.6177094479251366,4.041086000950128,1.2341116623160029,Iris-versicolor
+42,6.286990307899387,2.8614729989449468,5.045887367975866,1.4866201106658152,Iris-versicolor
+43,6.542738645077321,3.207037351097777,5.534941081529657,1.6865431239924897,Iris-virginica
+44,4.91999857896943,3.131386583314315,1.3312348916830954,0.220900069705213,Iris-setosa
+45,6.3015493473179855,2.763067746395708,4.6197169317247555,1.411760805777192,Iris-versicolor
+46,7.461756955277596,3.4819760866915046,6.559080069252419,2.3634312729746423,Iris-virginica
+47,6.707766909931223,3.231154705861264,5.264791825017458,2.2325076367344243,Iris-virginica
+48,5.412227705847918,2.9424488444075716,4.538272770653182,1.5952987834367198,Iris-virginica
+49,6.836293135845076,3.4107007192170444,5.392575236755385,2.278225637166581,Iris-virginica
+50,6.377823618147541,2.9723735790031474,4.744463100580792,1.4774291393470558,Iris-versicolor
+51,5.01187293523975,3.1613010275400577,1.5095347362355576,0.26297211121687575,Iris-setosa
+52,6.437392686775256,2.7431481483802496,5.0049318344951,1.6277980335474191,Iris-virginica
+53,4.750469708455764,3.340519246700139,1.7228164599223343,0.25125417544071643,Iris-setosa
+54,5.837764231081969,3.22481215038286,4.691655651433589,1.63521130345468,Iris-versicolor
+55,6.299173930463648,2.9373457818135917,4.354260956778701,1.2850600812077095,Iris-versicolor
+56,5.621615717479581,2.9023697603046448,5.165992875006053,1.9331870006020249,Iris-virginica
+57,4.474996261015869,3.440271274746205,1.335473415081186,0.13905069985910773,Iris-setosa
+58,5.6342860702948565,2.9336983675688635,4.807521310875341,2.152014136501482,Iris-virginica
+59,6.005104272141292,2.6163566183753693,5.2028284571992165,1.64467005547859,Iris-versicolor
+60,5.766203506478993,2.4167815106605626,4.395872160318831,1.5659540365800457,Iris-versicolor
+61,5.4670012672414146,2.9470099857301832,1.4260478139835293,0.14336584307296818,Iris-setosa
+62,4.670773361681359,3.1603099960789485,1.563179723848632,0.08368646611051922,Iris-setosa
+63,6.192088110136614,2.9954842649103366,5.256764294393069,1.956015567339406,Iris-virginica
+64,6.765974043256437,2.983905791087417,5.78198110189405,2.4031465735604307,Iris-virginica
+65,4.543402965772992,3.323971777811855,1.344032329326138,0.15814442204871804,Iris-setosa
+66,6.14416227390942,3.1800919334520166,4.609180795540739,2.1765078183005677,Iris-virginica
+67,4.89400346630649,3.374477605262141,4.999781143384242,2.037987468621839,Iris-virginica
+68,6.993629906688122,2.9087765908558785,5.466873832718159,2.4539101489546264,Iris-virginica
+69,7.506545606621195,2.7905639205104036,6.291731390720257,2.123792561293776,Iris-virginica
+70,6.17920487643213,2.988824292502739,4.122274566755242,1.431752202238077,Iris-versicolor
+71,6.595341944266737,3.0759947494298094,5.130766182239859,2.1594784695703773,Iris-virginica
+72,6.051716876070928,2.99071842557281,3.8458269101814175,1.2267206903073067,Iris-versicolor
+73,6.551858649869121,2.5737277377005636,5.185987413600775,1.8048554177600518,Iris-virginica
+74,5.565027448504741,2.2612318432976823,3.9488618887642906,0.8253614425992865,Iris-versicolor
+75,5.81605491374444,3.1787040014226955,4.759626443692924,1.4761649086487485,Iris-virginica
+76,6.4047380119761534,2.3922261452379328,5.069900173283594,1.7621705018986251,Iris-virginica
+77,6.504939468294787,2.7964232706431282,5.550657224700016,1.4795771525799046,Iris-virginica
+78,4.540496607561966,2.6764083167698036,1.5104607826923728,0.2342626769461294,Iris-setosa
+79,6.532958167915443,2.6506203817044156,4.979744355443712,1.6381164689910825,Iris-virginica
+80,7.473875026505317,2.965337023586717,6.318669502633771,2.1367705155610865,Iris-virginica
+81,5.851470624116025,2.7851461738660817,5.042263808882956,1.9253105275456013,Iris-virginica
+82,5.514586500727899,2.833731223690396,3.8399982408061915,1.4964235930496714,Iris-versicolor
+83,5.05605176204686,3.009242350614855,1.4991982839612175,0.23580822767581824,Iris-setosa
+84,5.998364225217701,2.852369804799825,5.19418934955361,1.9577125690462036,Iris-virginica
+85,6.118672704889146,2.614800303537045,4.53489876558816,1.5550258183442403,Iris-versicolor
+86,5.233708799821456,3.5742435773711514,1.7596113975169594,0.26487677405823984,Iris-setosa
+87,6.9416185621819215,2.461803497281069,5.185180211693882,1.7317007341546413,Iris-versicolor
+88,5.477528917258576,2.9626588837134675,4.4183087800483225,1.3529777489205066,Iris-versicolor
+89,5.473354122733592,2.5007640306871792,3.3730616075055586,1.1048583627972879,Iris-versicolor
+90,6.726907003842275,3.234608825293686,5.080496833752825,2.0152179304812172,Iris-virginica
+91,6.734434102950867,3.2783559642921234,5.401270851477309,1.5052845773843173,Iris-versicolor
+92,6.144587602377622,2.5140030965926616,4.784544762859021,1.3789246081337325,Iris-versicolor
+93,6.825935733776002,3.043206888183695,4.8456358405243884,1.5822292165726999,Iris-versicolor
+94,5.704838389269724,2.8357206763577163,1.3850545306627937,0.22019472526112832,Iris-setosa
+95,7.030504113934551,2.960643002245919,5.250024394284105,2.1525919862066614,Iris-virginica
+96,6.562500829319244,3.003454399124995,4.861811635449757,1.8618377073714798,Iris-virginica
+97,5.286867918954279,2.6373847262662817,3.5391361444483476,1.2382739414013866,Iris-versicolor
+98,6.385685183016039,3.0579023312305087,5.264857962206345,2.064862104136202,Iris-virginica
+99,6.090848039749555,2.816206698620118,4.559608155277115,1.5643002256653118,Iris-versicolor
+100,5.369678027453616,3.5784499171191557,1.7937426343076588,0.2718475963489529,Iris-setosa
+101,6.596839219543012,2.7058070523034154,4.841391492501577,1.752176566932295,Iris-versicolor
+102,5.04580248566103,2.9109770200706864,1.3641366976795004,0.13564959979738275,Iris-setosa
+103,5.408823177846333,2.9538296755882936,4.3373222654800765,1.711252208355634,Iris-versicolor
+104,6.620944754288094,2.9840116570894537,5.868103288608474,2.246604478937047,Iris-virginica
+105,6.374637487400035,2.6655601272658926,4.94863318263844,1.5566739460882857,Iris-virginica
+106,6.615842258726824,3.25827407500202,5.429088725252253,2.2619285424076154,Iris-virginica
+107,5.178167835648978,2.6126109483719127,3.8982588688063626,1.2922659434913821,Iris-versicolor
+108,5.008880813965987,2.2159917187614946,3.5785619076498767,1.0970315795947463,Iris-versicolor
+109,5.219646122717985,3.3945924767670497,1.5380911689232042,0.28075996704741774,Iris-setosa
+110,6.423127432528613,3.262270275572922,5.12865036986542,2.218030173669539,Iris-virginica
+111,4.726304971651561,2.8923031635546406,1.5191796514694464,0.18827148415616365,Iris-setosa
+112,6.8502852732743875,2.8384247914097185,5.445691753346359,2.2924789882170873,Iris-virginica
+113,6.385866637769417,2.8789131964074297,5.603880001399173,1.8808321152977652,Iris-virginica
+114,5.245056612598882,2.7938399234338718,1.4944221788588177,0.28695564987752636,Iris-setosa
+115,6.302692584032971,2.751848360462992,4.3714816704528525,1.485005303394426,Iris-versicolor
+116,5.123772196627505,2.278492845313671,3.4924549087763963,1.3942542182181876,Iris-versicolor
+117,5.062518103966952,3.098574453439725,1.4722081953162838,0.8091173021036824,Iris-setosa
+118,5.479029539279787,2.984881805507527,1.6021166859565934,0.24458794945818765,Iris-setosa
+119,4.9042647940057265,2.927551706807454,5.052442794543396,1.840367804463894,Iris-virginica
diff --git a/iris/tvae/2/8/test.csv b/iris/tvae/2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/8/train.csv b/iris/tvae/2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/8/val.csv b/iris/tvae/2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/9/synth.csv b/iris/tvae/2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fb385e4626a48ac0cb6ad37fd3990284ea522cd9
--- /dev/null
+++ b/iris/tvae/2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8884065936341345,2.977126775256923,1.4802463574826554,0.24661991853167906,Iris-setosa
+1,5.4758582832532285,3.1926185260437947,4.140826034894386,1.0787867201012498,Iris-versicolor
+2,5.9383146782582115,2.3763187121639366,4.104028966164292,1.0220310713907252,Iris-versicolor
+3,4.582355953521995,3.6377658116688627,1.4092866630611118,0.2844426773164074,Iris-setosa
+4,6.333007101474461,3.1270821375339763,5.040824552420406,2.1349112238398256,Iris-virginica
+5,5.581544658207283,2.8844566015149975,4.094488088187584,1.2560440322845736,Iris-versicolor
+6,5.55181885642121,2.661432070219121,4.313082280934351,1.2376227339999497,Iris-versicolor
+7,4.9960526029054,4.223730707180245,1.6258355528131814,0.22786051127628168,Iris-setosa
+8,6.22287733057205,3.093324408914263,5.22769357950909,2.3987441873988002,Iris-virginica
+9,4.663252220273529,3.2810108681915873,1.5079271111821366,0.3068267303452118,Iris-setosa
+10,6.157189139769035,2.777390117845832,4.9193047206530895,1.5146625152839426,Iris-versicolor
+11,6.978783428820071,3.092623677369589,6.192471285524603,2.6025856117627386,Iris-virginica
+12,6.778375644330764,2.5826282213849066,5.488412342038739,1.5253173751182665,Iris-versicolor
+13,6.906146451823794,3.228177037124247,4.476242072755216,1.241871807181109,Iris-versicolor
+14,7.513401270562611,2.9274522037276296,6.289850514585125,2.2771586785275217,Iris-virginica
+15,6.541367377050676,2.8458624371371073,5.121329302188139,1.7514062139147324,Iris-virginica
+16,7.032366221126848,3.230627296577902,5.591805320081424,1.7195763191702058,Iris-virginica
+17,6.066428166437994,2.927436730935911,5.0146622842829585,1.6371395276167606,Iris-virginica
+18,4.766927935054136,3.194745453011529,1.3069324372687219,0.24564114813259066,Iris-setosa
+19,6.183038656717556,2.452080081964416,3.4540183148396952,1.1961562313372345,Iris-versicolor
+20,5.55555607622948,3.196161747980892,4.773025727961761,1.6901146910735436,Iris-versicolor
+21,6.127770714170226,2.707448774760035,4.42489576099234,1.311059399963899,Iris-versicolor
+22,4.823023548765253,3.45738183338268,1.6385312461975452,0.21251432161334738,Iris-setosa
+23,6.393093510502359,2.958073687084909,5.643828144733211,2.190830614770371,Iris-virginica
+24,6.044142526524813,2.6156728735931374,4.238334948932968,1.470204942516423,Iris-versicolor
+25,5.336250502492183,2.970509420685332,1.450732801289842,1.5646121419565593,Iris-setosa
+26,6.142698796550762,2.6302204072500848,4.716806126829259,1.2898817077515712,Iris-versicolor
+27,5.933203516532082,2.8664005539590933,4.806838203231897,1.5853924779811184,Iris-virginica
+28,6.447152029467411,2.751541184646918,4.640126296116768,1.6750475726080818,Iris-versicolor
+29,4.777702798962555,2.4531484087122415,3.080478096179541,0.9318367248226682,Iris-versicolor
+30,6.7986240318856,2.8236520364089235,5.146825718434151,1.866773287480519,Iris-virginica
+31,6.871376142218927,3.327130725460077,5.533888444552962,2.307053620905103,Iris-virginica
+32,5.190489852912937,2.4369785819310588,4.061022031464615,1.1058016321497526,Iris-versicolor
+33,4.4195249198929325,2.955359678104,1.347984966577535,0.1888542096538385,Iris-setosa
+34,5.772575696334007,2.7908341686891895,4.319864552749925,1.1147302841342692,Iris-versicolor
+35,6.321483709557258,3.162792761936303,5.082697484494456,1.6303766238318151,Iris-virginica
+36,6.567654518634523,3.060183347393428,4.497619063194411,1.573047759635515,Iris-versicolor
+37,6.766996620155209,3.282983880976762,5.554233852011951,2.244603036590782,Iris-virginica
+38,7.506458595444711,2.750393454321976,6.040885811561981,2.2297434989065703,Iris-virginica
+39,6.548868114684855,2.6733349541794436,4.288734348217904,1.1751255451248714,Iris-versicolor
+40,4.965649665186913,3.60807550785637,1.512413071459876,0.2947022306077086,Iris-setosa
+41,5.0849794080176896,3.110150155978592,1.6291205255025452,0.1845272643746256,Iris-setosa
+42,5.530627734049437,3.0264501258133936,4.574793708561696,1.6274277761478808,Iris-versicolor
+43,4.735014259177761,3.0879764151216142,1.5358530182090324,0.23903843378295253,Iris-setosa
+44,5.231424782492397,2.7883490066789722,4.353523137524684,1.0783107778130723,Iris-versicolor
+45,5.221069143542666,3.2527484494339243,5.238388583576957,2.1868550335151644,Iris-virginica
+46,4.7558738390910165,2.782396142175254,1.3878590597035316,0.17594925389468594,Iris-setosa
+47,4.974847609828882,2.898867650110736,1.4614852056133898,0.2936150918373721,Iris-setosa
+48,5.876455456782821,3.034408872434888,4.680202079522506,1.629919147622289,Iris-versicolor
+49,6.344695441514744,2.3858972921464647,4.0874074172677926,1.075506577702723,Iris-versicolor
+50,5.794965770838041,2.85500257834586,4.958031435887304,2.1349625393033076,Iris-virginica
+51,6.499722828817805,2.624547791127915,4.953420490380331,1.6712187188397218,Iris-virginica
+52,5.163019379230338,3.878667715984454,1.334003401665666,0.3142314005796207,Iris-setosa
+53,4.398192045359,3.42728198517562,1.5482025565217303,0.1939012472262548,Iris-setosa
+54,5.765875759198694,2.9723976514041857,4.8526569679568095,2.2003151849297815,Iris-virginica
+55,5.9395359414463,2.3109352550531517,4.033114080882605,1.0943535749907207,Iris-versicolor
+56,5.707466135439126,2.7811959606755097,4.858482151359087,2.1110765105463676,Iris-virginica
+57,5.206669308012835,2.6952986030067585,4.205170311716303,1.1651326194048555,Iris-versicolor
+58,7.503778688244799,2.665086809570592,6.245102764849092,2.1088805159014625,Iris-virginica
+59,4.313138202992565,2.9152017990420114,1.226658402759082,0.18345148831313465,Iris-setosa
+60,6.687432032263016,2.6245207769258396,4.8655741571737625,1.756622685095579,Iris-virginica
+61,5.434288986134392,2.7690880146777532,4.225085599356235,1.2029353306182338,Iris-versicolor
+62,4.443220830041077,3.130915919204963,1.5427095462311253,0.2155873585656505,Iris-setosa
+63,4.962356329958542,3.517229991072216,1.4879435085343458,0.23941980302904778,Iris-setosa
+64,7.123090422561372,2.9924027053971565,5.954750969034197,2.0530002421588645,Iris-virginica
+65,6.887013262648649,2.624873155550277,5.103591678494207,1.554004143449653,Iris-versicolor
+66,5.159557165687371,2.924000448635965,1.7539417760769058,0.21514829962315585,Iris-setosa
+67,6.937344763556105,3.0844339172665927,5.358455904717256,1.313714293394746,Iris-virginica
+68,5.0392600647855375,2.800140043984421,1.5767574210460873,0.19105624846624553,Iris-setosa
+69,5.223456228963499,2.822506730243813,3.7414609039468103,1.1141902718272048,Iris-versicolor
+70,6.188171372368088,2.763000660925518,5.08424945973634,1.455967841034458,Iris-versicolor
+71,4.833757758797534,2.9463544162468067,1.456916649938682,0.2837074631144241,Iris-setosa
+72,6.604508703195621,2.4832324800547325,5.349591719937082,1.865572531732435,Iris-virginica
+73,4.63151083340127,3.3215909469856766,1.521717537599575,0.26332446093839396,Iris-setosa
+74,4.304680528152733,2.8578180890410096,1.1850491331335369,0.23390609100286275,Iris-setosa
+75,7.020347472411834,3.249316719393654,5.093749856056422,1.5221070262306176,Iris-versicolor
+76,5.311932567594595,3.2946306040834927,5.3533969379537805,1.9762399887917443,Iris-virginica
+77,6.48413069716168,2.6079161574747567,5.496805589990549,1.8353632492510064,Iris-virginica
+78,4.960318158525829,3.4130763654244545,1.3251224672407003,0.20283670495623915,Iris-setosa
+79,6.493891936143039,3.4597123410169583,1.4935728743355023,0.4881189245517906,Iris-setosa
+80,4.733464313491382,2.8906785216414796,1.6290861235256997,0.389838004133228,Iris-setosa
+81,6.766560647357131,2.7527642802102865,5.889513188702967,2.056188325139072,Iris-virginica
+82,6.485763145046723,3.1138130552828964,5.560549033426757,2.3343775361772092,Iris-virginica
+83,6.271144569103495,2.539242745174729,4.269199232477168,1.5998074177009733,Iris-versicolor
+84,6.676107700322883,2.747148194879598,4.403630847313904,1.2185032462772383,Iris-versicolor
+85,6.2623449794019255,2.97412155503097,4.634241582953364,1.700133318956123,Iris-versicolor
+86,7.23928248878367,3.007927335781697,5.6900820808993515,1.8473017457251117,Iris-virginica
+87,7.184469378252374,3.0308733360013034,5.6240148399862875,2.0300323253691435,Iris-virginica
+88,5.948901471815873,3.1874072917954575,4.493128217275503,1.4989607622903514,Iris-versicolor
+89,6.228035631868537,2.8686151636190664,4.332066536798214,1.1880471656996658,Iris-versicolor
+90,6.385282724404437,2.939300642596928,5.007338630210136,1.7945072717912272,Iris-virginica
+91,6.660474900773234,2.647311609108518,4.6973127576809075,1.6591183527241513,Iris-versicolor
+92,6.34716597423029,3.388587683156267,1.8939584977770059,0.5056873166590501,Iris-setosa
+93,5.569058356273964,2.6817845268447313,3.653833360284759,1.2498137767153845,Iris-versicolor
+94,6.585245240445661,3.2934687510994745,5.876874617316293,2.057983047877759,Iris-virginica
+95,5.276603582456264,2.568744603458759,4.119501851589869,1.2744313812655883,Iris-versicolor
+96,6.353108054653897,3.154193865728024,4.616407809081954,1.6309601173494894,Iris-versicolor
+97,5.623322136711135,3.212188593606082,4.73923959794548,1.7339544953421617,Iris-versicolor
+98,5.63359667257876,3.0995920125330305,1.4426410515888017,0.41502886687480633,Iris-setosa
+99,5.709319508913954,2.876693005462249,4.548441456108015,1.4778157762206636,Iris-versicolor
+100,5.833124498876788,2.876927755519574,4.516920557117671,1.5764399885414806,Iris-versicolor
+101,5.546257705254005,2.6697884287233866,3.9616541105613603,1.1530610594949182,Iris-versicolor
+102,5.092790702627948,3.1313842057936774,1.5632715664154215,0.3556009616913734,Iris-setosa
+103,5.849881577708739,2.494192858165661,3.903225002968649,1.3404513246722072,Iris-versicolor
+104,4.705861059475988,3.096451360360957,1.5417085998590991,0.08570170154890214,Iris-setosa
+105,5.472379820170268,1.9399313167489944,3.2420633927040763,1.2128928677441575,Iris-versicolor
+106,5.501686370283971,2.9033138235015175,4.323784935601289,1.2735022539645087,Iris-versicolor
+107,5.429232279222588,2.7771111022218515,3.952114298825129,1.190450917659741,Iris-versicolor
+108,4.812536847218924,3.3295635764526366,1.6416911457723729,0.22989463874503646,Iris-setosa
+109,6.753934399809468,3.7349617969421125,5.756258390522473,2.435244757996393,Iris-virginica
+110,5.386510200937439,2.6918823756945596,1.3897990940745406,1.4270217430143977,Iris-setosa
+111,5.050101669617528,3.0352681945946456,1.5404745513915543,0.47244840941600086,Iris-setosa
+112,4.729840096029849,3.437526680241805,1.5925577771478894,0.18592740300512484,Iris-setosa
+113,6.331174599926073,2.8999552629771217,4.577564383580605,1.5926093530241656,Iris-virginica
+114,4.912649691777922,3.829887147395108,1.5965531816901986,0.3274702390298614,Iris-setosa
+115,5.970983703664383,2.881436045273483,4.610363806001815,1.47312105547973,Iris-versicolor
+116,6.469409965534741,2.9058320487992253,4.38119065555126,1.401214107033186,Iris-versicolor
+117,5.4520030032506615,3.4368046512736745,1.4922662973806695,0.3272150009606757,Iris-setosa
+118,4.805166373309658,2.8553939739688965,4.9473047557374805,2.1714195009429664,Iris-virginica
+119,6.305037970469879,3.2201046744538284,5.3086282286256825,2.077381498107186,Iris-virginica
diff --git a/iris/tvae/2/9/test.csv b/iris/tvae/2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/9/train.csv b/iris/tvae/2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/9/val.csv b/iris/tvae/2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/model.pt b/iris/tvae/2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..42af086942d1acb2a0c0b06eedd4563257b5bf78
--- /dev/null
+++ b/iris/tvae/2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2c31805190b6ca086b2ef8ab89aa521efa611eba95decb33c593633873d98d6b
+size 847554
diff --git a/iris/tvae/2/params.json b/iris/tvae/2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..e914bc4a9dbe8454031ca6a1184a2cc4b7bcb2d0
--- /dev/null
+++ b/iris/tvae/2/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee4a86cc116ea1fd6d62b1dbcba3ed6e607fa59379ced3f4169eb7346a3132a0
+size 284
diff --git a/iris/tvae/2/state.json b/iris/tvae/2/state.json
new file mode 100644
index 0000000000000000000000000000000000000000..7f19a0672907eab9dcb786f1a2bebc9e858568a5
--- /dev/null
+++ b/iris/tvae/2/state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7790a440ec2e0a36e94ef5a42bf1e5ddf4f91c65f5130511763daef717bc0eee
+size 768194
diff --git a/iris/tvae/2/tvae_eval.ipynb b/iris/tvae/2/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..e75dbef8b6f1be3e401016e490c9a074db0b1cb0
--- /dev/null
+++ b/iris/tvae/2/tvae_eval.ipynb
@@ -0,0 +1,1679 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "88a9154c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:54.477635Z",
+     "iopub.status.busy": "2024-07-21T13:11:54.477281Z",
+     "iopub.status.idle": "2024-07-21T13:12:06.827622Z",
+     "shell.execute_reply": "2024-07-21T13:12:06.826480Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.363288,
+     "end_time": "2024-07-21T13:12:06.830288",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:54.467000",
+     "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... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 39%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "9e69ab00",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:06.855489Z",
+     "iopub.status.busy": "2024-07-21T13:12:06.855109Z",
+     "iopub.status.idle": "2024-07-21T13:12:06.863580Z",
+     "shell.execute_reply": "2024-07-21T13:12:06.862678Z"
+    },
+    "papermill": {
+     "duration": 0.023795,
+     "end_time": "2024-07-21T13:12:06.865819",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:06.842024",
+     "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": "e3dce96f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.01106,
+     "end_time": "2024-07-21T13:12:06.887708",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:06.876648",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "a9b35b65",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:06.911914Z",
+     "iopub.status.busy": "2024-07-21T13:12:06.911297Z",
+     "iopub.status.idle": "2024-07-21T13:12:06.919523Z",
+     "shell.execute_reply": "2024-07-21T13:12:06.918419Z"
+    },
+    "papermill": {
+     "duration": 0.022755,
+     "end_time": "2024-07-21T13:12:06.921774",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:06.899019",
+     "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": "818ad571",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:06.945939Z",
+     "iopub.status.busy": "2024-07-21T13:12:06.945231Z",
+     "iopub.status.idle": "2024-07-21T13:12:06.950954Z",
+     "shell.execute_reply": "2024-07-21T13:12:06.950027Z"
+    },
+    "papermill": {
+     "duration": 0.020252,
+     "end_time": "2024-07-21T13:12:06.953267",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:06.933015",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 2\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tvae/2\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "badea85b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:06.980301Z",
+     "iopub.status.busy": "2024-07-21T13:12:06.979956Z",
+     "iopub.status.idle": "2024-07-21T13:12:06.986415Z",
+     "shell.execute_reply": "2024-07-21T13:12:06.985425Z"
+    },
+    "papermill": {
+     "duration": 0.023275,
+     "end_time": "2024-07-21T13:12:06.988768",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:06.965493",
+     "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": "ba47b4b9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:07.013571Z",
+     "iopub.status.busy": "2024-07-21T13:12:07.012729Z",
+     "iopub.status.idle": "2024-07-21T13:12:08.343401Z",
+     "shell.execute_reply": "2024-07-21T13:12:08.341988Z"
+    },
+    "papermill": {
+     "duration": 1.346301,
+     "end_time": "2024-07-21T13:12:08.346392",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:07.000091",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cloning into 'final'...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "remote: Repository not found\r\n",
+      "fatal: repository 'https://huggingface.co/linearch/mlu_est_eval_5_nogp_iris/' not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "c828e00f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:08.372102Z",
+     "iopub.status.busy": "2024-07-21T13:12:08.371672Z",
+     "iopub.status.idle": "2024-07-21T13:12:09.481335Z",
+     "shell.execute_reply": "2024-07-21T13:12:09.480151Z"
+    },
+    "papermill": {
+     "duration": 1.126021,
+     "end_time": "2024-07-21T13:12:09.483922",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:08.357901",
+     "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": "92ce99d1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:09.509904Z",
+     "iopub.status.busy": "2024-07-21T13:12:09.509022Z",
+     "iopub.status.idle": "2024-07-21T13:12:09.519688Z",
+     "shell.execute_reply": "2024-07-21T13:12:09.518724Z"
+    },
+    "papermill": {
+     "duration": 0.025901,
+     "end_time": "2024-07-21T13:12:09.521852",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:09.495951",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tvae/2\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "e6adb2ba",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:09.549827Z",
+     "iopub.status.busy": "2024-07-21T13:12:09.548955Z",
+     "iopub.status.idle": "2024-07-21T13:12:09.959396Z",
+     "shell.execute_reply": "2024-07-21T13:12:09.958328Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.427144,
+     "end_time": "2024-07-21T13:12:09.962012",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:09.534868",
+     "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": "90c59458",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:09.989289Z",
+     "iopub.status.busy": "2024-07-21T13:12:09.988926Z",
+     "iopub.status.idle": "2024-07-21T13:12:11.805281Z",
+     "shell.execute_reply": "2024-07-21T13:12:11.804052Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.833237,
+     "end_time": "2024-07-21T13:12:11.807829",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:09.974592",
+     "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": "a01b2874",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:11.835941Z",
+     "iopub.status.busy": "2024-07-21T13:12:11.835482Z",
+     "iopub.status.idle": "2024-07-21T13:12:11.843226Z",
+     "shell.execute_reply": "2024-07-21T13:12:11.842351Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.024221,
+     "end_time": "2024-07-21T13:12:11.845293",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:11.821072",
+     "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": "d6a3b5f8",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:11.871003Z",
+     "iopub.status.busy": "2024-07-21T13:12:11.870225Z",
+     "iopub.status.idle": "2024-07-21T13:12:11.875291Z",
+     "shell.execute_reply": "2024-07-21T13:12:11.874328Z"
+    },
+    "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": 0.020587,
+     "end_time": "2024-07-21T13:12:11.877513",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:11.856926",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "c8dddfc6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:11.903621Z",
+     "iopub.status.busy": "2024-07-21T13:12:11.903295Z",
+     "iopub.status.idle": "2024-07-21T13:12:12.027265Z",
+     "shell.execute_reply": "2024-07-21T13:12:12.026362Z"
+    },
+    "papermill": {
+     "duration": 0.1403,
+     "end_time": "2024-07-21T13:12:12.029740",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:11.889440",
+     "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": "d2a8bfd2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:12.056964Z",
+     "iopub.status.busy": "2024-07-21T13:12:12.056127Z",
+     "iopub.status.idle": "2024-07-21T13:12:16.825467Z",
+     "shell.execute_reply": "2024-07-21T13:12:16.824587Z"
+    },
+    "papermill": {
+     "duration": 4.785939,
+     "end_time": "2024-07-21T13:12:16.828015",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:12.042076",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 13:12:13.968576: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-21 13:12:13.968636: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-21 13:12:13.970207: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "80a009eb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:16.854898Z",
+     "iopub.status.busy": "2024-07-21T13:12:16.853698Z",
+     "iopub.status.idle": "2024-07-21T13:12:16.860010Z",
+     "shell.execute_reply": "2024-07-21T13:12:16.859228Z"
+    },
+    "papermill": {
+     "duration": 0.021828,
+     "end_time": "2024-07-21T13:12:16.862054",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:16.840226",
+     "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": "b133df62",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:16.891452Z",
+     "iopub.status.busy": "2024-07-21T13:12:16.891097Z",
+     "iopub.status.idle": "2024-07-21T13:12:20.105822Z",
+     "shell.execute_reply": "2024-07-21T13:12:20.104902Z"
+    },
+    "papermill": {
+     "duration": 3.232757,
+     "end_time": "2024-07-21T13:12:20.108504",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:16.875747",
+     "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": "9d1ea2a6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:20.137778Z",
+     "iopub.status.busy": "2024-07-21T13:12:20.137447Z",
+     "iopub.status.idle": "2024-07-21T13:12:20.143550Z",
+     "shell.execute_reply": "2024-07-21T13:12:20.142587Z"
+    },
+    "papermill": {
+     "duration": 0.023554,
+     "end_time": "2024-07-21T13:12:20.145820",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:20.122266",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, None, True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "86ecb18f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:20.173574Z",
+     "iopub.status.busy": "2024-07-21T13:12:20.173245Z",
+     "iopub.status.idle": "2024-07-21T13:12:20.706080Z",
+     "shell.execute_reply": "2024-07-21T13:12:20.705226Z"
+    },
+    "papermill": {
+     "duration": 0.550129,
+     "end_time": "2024-07-21T13:12:20.708838",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:20.158709",
+     "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": "f4cfb586",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:20.738549Z",
+     "iopub.status.busy": "2024-07-21T13:12:20.738149Z",
+     "iopub.status.idle": "2024-07-21T13:12:20.744615Z",
+     "shell.execute_reply": "2024-07-21T13:12:20.743498Z"
+    },
+    "papermill": {
+     "duration": 0.02434,
+     "end_time": "2024-07-21T13:12:20.746913",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:20.722573",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "3d3706e0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:20.776059Z",
+     "iopub.status.busy": "2024-07-21T13:12:20.775713Z",
+     "iopub.status.idle": "2024-07-21T13:12:20.827151Z",
+     "shell.execute_reply": "2024-07-21T13:12:20.826252Z"
+    },
+    "papermill": {
+     "duration": 0.070009,
+     "end_time": "2024-07-21T13:12:20.829606",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:20.759597",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tvae.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "9d76035b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:20.858954Z",
+     "iopub.status.busy": "2024-07-21T13:12:20.858558Z",
+     "iopub.status.idle": "2024-07-21T13:12:20.864420Z",
+     "shell.execute_reply": "2024-07-21T13:12:20.863566Z"
+    },
+    "papermill": {
+     "duration": 0.02324,
+     "end_time": "2024-07-21T13:12:20.866486",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:20.843246",
+     "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": "606f691c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:20.894734Z",
+     "iopub.status.busy": "2024-07-21T13:12:20.894372Z",
+     "iopub.status.idle": "2024-07-21T13:12:20.898791Z",
+     "shell.execute_reply": "2024-07-21T13:12:20.897741Z"
+    },
+    "papermill": {
+     "duration": 0.021272,
+     "end_time": "2024-07-21T13:12:20.900966",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:20.879694",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "b9687816",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:20.928709Z",
+     "iopub.status.busy": "2024-07-21T13:12:20.928323Z",
+     "iopub.status.idle": "2024-07-21T13:12:20.935056Z",
+     "shell.execute_reply": "2024-07-21T13:12:20.934047Z"
+    },
+    "papermill": {
+     "duration": 0.023069,
+     "end_time": "2024-07-21T13:12:20.937166",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:20.914097",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "60407850",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:20.967445Z",
+     "iopub.status.busy": "2024-07-21T13:12:20.967094Z",
+     "iopub.status.idle": "2024-07-21T13:12:20.974025Z",
+     "shell.execute_reply": "2024-07-21T13:12:20.973141Z"
+    },
+    "papermill": {
+     "duration": 0.024924,
+     "end_time": "2024-07-21T13:12:20.976248",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:20.951324",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "e2893a87",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:21.005247Z",
+     "iopub.status.busy": "2024-07-21T13:12:21.004858Z",
+     "iopub.status.idle": "2024-07-21T13:12:21.013440Z",
+     "shell.execute_reply": "2024-07-21T13:12:21.012685Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.025771,
+     "end_time": "2024-07-21T13:12:21.015580",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:20.989809",
+     "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": "21aee89f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:21.044565Z",
+     "iopub.status.busy": "2024-07-21T13:12:21.044201Z",
+     "iopub.status.idle": "2024-07-21T13:12:52.568975Z",
+     "shell.execute_reply": "2024-07-21T13:12:52.567818Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 31.556152,
+     "end_time": "2024-07-21T13:12:52.585111",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:21.028959",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(-17.073741912841797, 4.642314910888672)"
+      ]
+     },
+     "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": "37ebb8f9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:52.619004Z",
+     "iopub.status.busy": "2024-07-21T13:12:52.618570Z",
+     "iopub.status.idle": "2024-07-21T13:12:52.656617Z",
+     "shell.execute_reply": "2024-07-21T13:12:52.655566Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.058944,
+     "end_time": "2024-07-21T13:12:52.659205",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:52.600261",
+     "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": "0782f3cb",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:12:52.689268Z",
+     "iopub.status.busy": "2024-07-21T13:12:52.688876Z",
+     "iopub.status.idle": "2024-07-21T13:12:53.767424Z",
+     "shell.execute_reply": "2024-07-21T13:12:53.766178Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "error",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "outputId": "57519fd1-a4d2-4922-c834-1fe290391c16",
+    "papermill": {
+     "duration": 1.097264,
+     "end_time": "2024-07-21T13:12:53.770265",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:52.673001",
+     "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": "18444617",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.015705,
+     "end_time": "2024-07-21T13:12:53.801355",
+     "exception": false,
+     "start_time": "2024-07-21T13:12:53.785650",
+     "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": {
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\ No newline at end of file