diff --git a/iris/tvae/2/0/synth.csv b/iris/tvae/2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..59399bc6787741bc9e6a4aed2b1b4512166b4436
--- /dev/null
+++ b/iris/tvae/2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.860392630531377,3.0027530808174867,1.3979416713749113,0.32459840820837405,Iris-setosa
+1,6.554802476953448,2.749432367141687,5.213761871625303,2.032666689436349,Iris-virginica
+2,5.370197611770184,3.3208790678768603,1.4902288001747204,0.2736081243497156,Iris-setosa
+3,5.7542713490559105,2.9322285201876737,3.726971474007887,1.4112404664755618,Iris-versicolor
+4,7.4006331303749695,2.8510320585342965,5.887062254485872,1.9480248355670275,Iris-virginica
+5,6.5464077804009,3.0802257468299934,5.205294312158442,2.2865359785746646,Iris-virginica
+6,6.612687525113735,2.7199396236409332,5.219815249056488,1.637543940270077,Iris-versicolor
+7,6.359889936065665,3.104957156350711,4.452618119903505,1.2992857261694857,Iris-versicolor
+8,6.173003636984391,2.899451165178989,4.717731460430581,1.6568578919013417,Iris-virginica
+9,5.706291578083726,2.686295131699458,3.4850705258306744,0.9948012769194052,Iris-versicolor
+10,7.163454688145281,2.558827923683319,5.592355596119074,2.0571088517269214,Iris-virginica
+11,5.888376707589813,2.9513985225025583,4.096855172553659,1.2289937057332692,Iris-versicolor
+12,6.320582346607205,2.702331726274481,5.017832366135501,1.8988429079991616,Iris-virginica
+13,6.314747577184533,2.9628346564239028,4.979675236718537,2.028725461070087,Iris-virginica
+14,5.5255238000421105,2.5373134734664613,4.057888805445058,1.4085964450231587,Iris-versicolor
+15,5.675446247680214,3.096028327160336,1.5772948992650875,0.32994843064610524,Iris-setosa
+16,5.833145947856908,3.02575193202347,4.378471348146263,1.649996464297733,Iris-versicolor
+17,6.174658312130705,2.864118808533568,4.770132735372139,1.719085099356725,Iris-virginica
+18,5.4622959824624155,3.857418027649809,1.3360306217684443,0.29664900679250245,Iris-setosa
+19,6.331267203537177,2.4862164013366135,4.522950086541267,1.454969145532051,Iris-versicolor
+20,6.315334587619751,2.9494713557076997,5.158431220226873,2.0386333374671093,Iris-virginica
+21,8.022516806561365,3.937390141789522,6.26623301538309,1.9971965353246066,Iris-virginica
+22,5.18501424976008,3.18292615995271,1.4982711633860804,0.006004106641346207,Iris-setosa
+23,6.925903347534302,2.8364862080120337,5.249588211594569,1.8721410234914893,Iris-virginica
+24,6.41177800500114,3.5104693440584134,4.568891154018695,2.0293491625422035,Iris-virginica
+25,6.041127835127693,3.083956176923605,5.159163829359916,1.7312807824553393,Iris-virginica
+26,5.168597273209485,3.5434895894782996,1.7068077155803527,0.2988708460402559,Iris-setosa
+27,6.292390106295509,3.0315287591270215,4.430067873767145,1.1690288440968883,Iris-versicolor
+28,6.9020596954555415,2.850363097975467,5.4332032932626095,2.425350414143796,Iris-virginica
+29,5.481151397116988,3.5309732374685403,1.591239000324995,0.35032642599814023,Iris-setosa
+30,4.849100095393098,3.3500201365610027,1.5028794876061604,0.26243996052384944,Iris-setosa
+31,5.080080220410874,3.1012778334477202,4.162773789102028,1.8374746866640872,Iris-virginica
+32,6.132159829877446,3.0086824772733682,5.514832917076315,2.0605433619344717,Iris-virginica
+33,5.099860477390686,2.756085003236796,1.5269182971843156,0.12425688877160684,Iris-setosa
+34,6.794049739231345,3.0347652279947184,5.453257233511871,2.082826929430361,Iris-virginica
+35,6.2221733664979455,2.8819381693320443,4.929622021719491,1.9308268271070688,Iris-virginica
+36,6.431765462611951,3.404264406226476,5.1748361776995555,2.165116422405589,Iris-virginica
+37,5.464883027857341,2.8550605732305963,1.5517067264802842,0.2546677933271041,Iris-setosa
+38,5.065871408052968,3.2054745884693228,1.2675916932190874,0.33070836523908775,Iris-setosa
+39,6.07627336351735,2.6819917383074343,4.787950419419497,1.408639007333039,Iris-versicolor
+40,5.861549144760579,2.607481676900805,4.45982192341335,1.5118866514223805,Iris-versicolor
+41,5.418899187290596,3.26916208712597,4.947009209773294,1.461133953616862,Iris-versicolor
+42,6.358376147231381,3.2556710517799194,5.2630260052837885,2.319404126295174,Iris-virginica
+43,6.794133928004263,2.910446718461235,5.620710559252723,1.961326261998182,Iris-virginica
+44,5.365984296931414,2.79172345074846,1.4389322349219227,1.0974394813911406,Iris-setosa
+45,5.144063161110882,3.5404562944505775,1.61655928470016,0.41672321022796766,Iris-setosa
+46,5.699981662950915,2.6463614624015244,4.3935934736753826,1.6198730291772678,Iris-versicolor
+47,5.265144266211357,2.5701375566202023,1.4362722291457206,0.6022364172063179,Iris-setosa
+48,6.726619816013335,3.3413177213828025,5.724432575499393,2.2007307636243727,Iris-virginica
+49,5.024461803118662,3.0905038515994994,1.5386738681363576,0.2744206038040522,Iris-setosa
+50,5.7103937934311,3.0561989330769515,4.795984003021599,1.6598104801977323,Iris-virginica
+51,5.938782022669923,2.78489899098345,4.125625215386096,1.4867143603545392,Iris-versicolor
+52,5.03298988850072,3.979539031699458,1.514353659873205,0.17058969979126026,Iris-setosa
+53,4.870394566915842,3.3441784529155196,1.3359044762713814,0.22351259323335565,Iris-setosa
+54,6.041939435897339,2.5384103356245338,4.5869336037711745,1.716418986563209,Iris-versicolor
+55,6.7146897786551705,3.388988477285689,5.5519530800151555,2.3107053296713786,Iris-virginica
+56,6.167827506022164,2.5365381369184004,4.307518875131411,1.3943437600152722,Iris-versicolor
+57,6.856664501614784,3.029336644652638,5.644539164375927,2.2609000492384275,Iris-virginica
+58,5.294781062870731,2.6357284416743925,4.090258105103686,1.5841282683902635,Iris-versicolor
+59,5.499111699905699,2.7225778352914896,5.280910259796009,2.1068051091313014,Iris-virginica
+60,7.241557471716313,2.9619859805305513,5.6290441397995545,2.2992054581144536,Iris-virginica
+61,5.789318762912839,2.5120711532082924,4.93694046943967,1.6213170442786566,Iris-versicolor
+62,6.430144224209799,2.9231992260756408,5.240492276798459,1.8877318097173168,Iris-virginica
+63,5.211572156753045,2.5610202530883286,4.340383900349849,1.1989787628649715,Iris-versicolor
+64,5.851463770180271,2.905901219516292,4.560669160860433,1.468608013612893,Iris-versicolor
+65,7.056632873451116,3.019216824436951,5.731993239597749,2.460442193793181,Iris-virginica
+66,6.412413535074038,2.5322234021782073,4.1344090400758,1.46604011901122,Iris-versicolor
+67,6.5288158879472915,2.7887461689995794,4.708852030314923,1.2910386463860433,Iris-virginica
+68,5.01602625899062,3.2173324621936823,1.704762613959932,0.35095496888376193,Iris-setosa
+69,6.879482052065367,3.6118062265418427,5.770103691756786,2.432158828125874,Iris-virginica
+70,7.3671765983409045,3.001299703409067,5.758397540133343,2.277019620033194,Iris-virginica
+71,5.643329023745601,3.730848554948958,1.7152996289168512,0.3716275761504043,Iris-setosa
+72,4.967324806816072,3.1205661460400975,1.4073496138732662,0.32462191065497137,Iris-setosa
+73,6.149330611208951,2.5972773802485616,4.997036297189659,1.8136653578929747,Iris-virginica
+74,6.472895993453313,3.234225992564974,5.352296716074824,2.1217756083553336,Iris-virginica
+75,5.507376574814709,2.8266600651684435,4.789474401722536,1.7353888896081835,Iris-setosa
+76,6.862177151469773,3.339470372977705,5.405983993661454,2.4228473919852407,Iris-virginica
+77,6.379857095787426,3.1115054663060184,4.930646559382048,2.0134934308620087,Iris-virginica
+78,5.916593375388663,3.3398517311431477,4.945621634766089,1.9478563212198083,Iris-virginica
+79,6.862062920284054,3.3282038705563712,5.511451370045482,2.195496238562492,Iris-virginica
+80,6.364588328930091,2.8016323458562806,5.222851650412773,1.7687575307237264,Iris-virginica
+81,6.8371201777548345,3.6568830180820875,1.6363331665662435,0.40735528660021736,Iris-setosa
+82,6.219038374895308,3.025877113119772,4.834031757741286,1.5066730776226118,Iris-versicolor
+83,5.138506227747556,3.4029752800706836,1.5461142054849442,0.4561414116907358,Iris-setosa
+84,7.089068726338062,3.008091507110134,5.411243527551643,1.9888891107672497,Iris-virginica
+85,7.132793503655062,2.981503490021497,5.567553733001462,2.3265003866808174,Iris-virginica
+86,5.238853670559339,3.05777973146084,1.4613199563260773,0.178442184068636,Iris-setosa
+87,7.10766077829632,3.2667924278884337,5.932309369224126,2.2244197665254077,Iris-virginica
+88,5.9683952896550325,2.857223968443056,4.8853865304622035,1.6770038907845055,Iris-virginica
+89,6.111910051833755,2.8621170475816426,4.814253185668168,1.473970336667524,Iris-versicolor
+90,5.176033314606219,3.80110389274855,1.4312789311934142,0.15350524141658936,Iris-setosa
+91,5.190678118710483,3.2643362416174697,1.4394716419543414,0.46935388728366684,Iris-setosa
+92,6.791792829604584,2.933264110662273,4.5535061519162365,1.3897977038311637,Iris-versicolor
+93,7.0123715988071975,2.705197139737413,5.098379165901589,1.9040630172824793,Iris-virginica
+94,5.596112257239215,2.6022780460871817,3.5726985596831975,1.409312438239479,Iris-versicolor
+95,4.380583571192353,2.931265800414353,1.3055289414328397,0.2772035629192801,Iris-setosa
+96,5.770725814192675,2.8359350130194327,3.9584964447658537,1.2643699278264717,Iris-versicolor
+97,5.32647964252122,3.3826658685195885,1.6291517686946935,0.2585389923530862,Iris-setosa
+98,5.212405647479828,3.0934257374887024,3.838717859335792,1.4285959827233197,Iris-versicolor
+99,6.836128591391325,3.2264391335613762,5.900258495399533,2.3333841834518663,Iris-virginica
+100,7.618946533420501,2.742307943109718,6.00465971713173,1.6275408350894771,Iris-virginica
+101,6.449323968859382,2.858452082522231,4.646401626587067,1.384441766070065,Iris-versicolor
+102,4.958110670242339,3.4691771615378766,1.4140499328175353,0.20583463537111024,Iris-setosa
+103,6.31618355780812,2.83668100697138,4.109067190500622,1.3774755717369018,Iris-versicolor
+104,4.924625421892818,2.7371032710031615,1.5007236733296445,0.18473831801538204,Iris-setosa
+105,7.341402397104444,3.0438776387852946,5.633718620792846,2.5447309620447065,Iris-virginica
+106,6.19889980660037,2.8240542395388055,4.679901110686301,1.3612291254289897,Iris-versicolor
+107,6.8647606595808535,2.9462964160850484,5.563085582773745,1.6506734402056824,Iris-virginica
+108,6.050481748764974,2.352458134494747,3.830805911908265,0.8590183048636689,Iris-versicolor
+109,8.18895813423319,2.7589063186238008,6.4050389624827115,1.975684426295294,Iris-virginica
+110,7.008917471215223,2.6036381834320133,5.420318160601031,1.554764813504284,Iris-virginica
+111,7.837978763291197,3.649015332427829,5.886154730129621,2.2054243899452217,Iris-virginica
+112,6.017430549078661,2.664556234187039,5.045612467070396,1.5823096930874854,Iris-versicolor
+113,6.443454121686608,2.8647371110829933,4.33251695001535,1.2991904068646922,Iris-versicolor
+114,7.389774157206297,2.570669393639423,5.852498559747793,2.1179073652077967,Iris-virginica
+115,7.576572112780864,3.1911477528371446,6.0029248932572505,2.1204193612601143,Iris-virginica
+116,5.971693589760323,3.1549985106385434,4.514701637411911,1.9790797607472435,Iris-virginica
+117,4.875892665103787,2.989453546811032,1.4837671192640303,0.2032866249855168,Iris-setosa
+118,6.170930341814565,3.211575283469284,1.5040528584545194,0.48537422751200676,Iris-setosa
+119,5.569122287318873,3.472965084663249,1.6563865894727634,0.31486986348986074,Iris-setosa
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..395516ba25b0f38a8a5305cc6ad8ecf87a27c8b6
--- /dev/null
+++ b/iris/tvae/2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.853601405891527,2.9658314852833176,4.950215554495165,2.03976987175773,Iris-virginica
+1,5.869521996744303,2.710895819213714,4.154166869235798,1.5613514013870604,Iris-versicolor
+2,6.359292951541418,3.5706502746502298,5.252564356248086,1.9079542754653676,Iris-virginica
+3,5.463138029785688,3.4407791192769506,1.406668365757978,0.3649115216498082,Iris-setosa
+4,7.364681336304799,2.947659060792188,5.695269796265733,2.225248390310286,Iris-virginica
+5,5.354868741765702,2.9597914650229478,4.214426524969221,1.3542994567107773,Iris-versicolor
+6,6.76623424913972,2.9492057267417042,4.676300224209102,1.5898288311896733,Iris-versicolor
+7,4.555427242035201,3.0032352343086033,1.434990744546673,0.07727328963455263,Iris-setosa
+8,6.813156907519446,3.0074008854048464,5.863117793552821,2.4208604443012236,Iris-virginica
+9,6.02223415797032,3.4666334183524343,1.4836746179861415,0.4306567881421117,Iris-setosa
+10,7.19675720651876,2.9621857732325183,5.4268518645945605,2.1728792279927434,Iris-virginica
+11,6.714041472164785,3.0689802128991044,5.707429142075357,2.1121379899015595,Iris-virginica
+12,6.38560295027821,2.499823442048022,3.849837434290437,1.4817614207545646,Iris-versicolor
+13,6.14086230894286,2.8817140784000403,5.346671892985862,1.5621224783084033,Iris-versicolor
+14,5.615491952469958,3.123096416285575,4.710889186874791,1.685635676665784,Iris-versicolor
+15,5.799473382687535,2.6859080542412688,4.720268208393358,1.9123613297625381,Iris-virginica
+16,7.082936999036582,3.5261099189688103,6.021575386637089,2.679035670871623,Iris-virginica
+17,6.601712483219249,2.607422130196984,5.128952209245761,1.422652258664561,Iris-versicolor
+18,6.913423791120384,3.5811275791425023,5.6773962782111935,2.1170530945387407,Iris-virginica
+19,4.729247992564982,3.2059769916963368,1.1247860203938818,0.20311517165497514,Iris-setosa
+20,6.308057905763392,3.101231374900256,5.4392254892910845,2.411670650110285,Iris-virginica
+21,6.146034356285892,2.768488644304001,3.979148614139977,1.297683883333719,Iris-versicolor
+22,5.354501106616332,3.073879647927573,5.099351089335655,1.8184541910709688,Iris-virginica
+23,6.689507563767082,2.962860260373731,4.997014745206055,1.56763400046107,Iris-virginica
+24,4.814625684817278,3.3146601961975177,1.5622185929691406,0.27976568478192504,Iris-setosa
+25,5.500917503287999,2.7962385854969964,4.3257345683667845,1.1779532738599805,Iris-versicolor
+26,6.525533123358485,2.747667081960882,4.71492951179497,1.556941466988716,Iris-versicolor
+27,6.115028085330184,2.941528936604523,4.991415192038027,1.655901779421946,Iris-virginica
+28,6.361063613971262,3.1848930324487736,5.170773659741565,2.0098034127204327,Iris-virginica
+29,5.85258056343292,3.0839867568681387,4.534362358964405,1.5771530304453267,Iris-versicolor
+30,5.393086951148401,2.8764859878113436,1.5157593888524397,1.4008504964952888,Iris-setosa
+31,6.4935348748822905,2.330268545293956,5.538020174552535,1.9063319600696205,Iris-virginica
+32,6.460040589074898,3.0187860180971025,5.336201032300358,1.7656959034829784,Iris-virginica
+33,6.318563044978954,3.2764613585811024,4.77929049644197,1.5681972628087446,Iris-versicolor
+34,5.766068452470687,2.8574951207020916,3.7403152275085896,1.3454049859106907,Iris-versicolor
+35,5.075902296725618,3.667027831260099,1.429466494591933,0.28409295639039867,Iris-setosa
+36,4.795980706444898,3.3952197961848514,1.3855619503488723,0.49397319935356654,Iris-setosa
+37,4.5877861267514835,2.89498617887909,1.5685359789258837,0.2899044473598285,Iris-setosa
+38,6.079720086799109,2.8391980162401027,4.435432552116884,1.5025850493016382,Iris-versicolor
+39,7.417804294808223,2.700634344504337,6.227049166097956,2.008346948837944,Iris-virginica
+40,6.036062700860219,2.7771184912656115,5.164486179170064,1.6304464945277517,Iris-virginica
+41,6.069120543340051,2.6520923039057074,4.882846143896007,1.9394921713698057,Iris-virginica
+42,5.103742978192679,3.8350841344637576,1.5171771013301998,0.25611885445306376,Iris-setosa
+43,5.981005538045808,2.94676586125427,4.917391883805309,1.6592216512652251,Iris-versicolor
+44,6.640224382402582,3.4476963099742375,5.156507794319998,0.4568396731744111,Iris-virginica
+45,6.44137118018477,3.0895593527356104,5.4981088233999955,2.361214646753226,Iris-virginica
+46,6.825868153470002,3.084460236747475,5.58218725943627,1.5776086939320646,Iris-virginica
+47,6.125295445226682,2.900643180929156,4.422282801303819,1.2519934878532353,Iris-versicolor
+48,5.13104579596002,4.060029689774941,1.4130193099169688,0.26946992970783473,Iris-setosa
+49,7.081751346298075,2.6319116029640055,5.535087585203333,2.335696009619852,Iris-virginica
+50,6.621406150547163,2.599037657697442,4.897885121872705,1.6103924188946896,Iris-versicolor
+51,5.534065246192233,3.1894566020625508,4.5289102860960755,1.5565077341650688,Iris-versicolor
+52,6.009356083882172,3.4479547073708714,5.100393141651525,2.2422426547074368,Iris-virginica
+53,4.793150124503316,2.8923773719311505,1.4160287507833436,0.3165971611304525,Iris-setosa
+54,5.770910102228296,3.012408414571038,4.644301630655984,1.1339879928094398,Iris-versicolor
+55,7.237185490549378,3.26244479886568,5.801907238297821,2.1471795149188244,Iris-virginica
+56,5.29884038203672,2.7990533163908693,3.731247643209544,1.2159718435749558,Iris-versicolor
+57,6.45874423036029,2.7646709044627755,4.774775620477766,1.6152435319857454,Iris-versicolor
+58,5.590887398771312,3.025957190730513,4.012521700786242,1.2334118183460814,Iris-versicolor
+59,7.131989995958405,2.9460146058224645,5.780845752362758,1.8129092370263984,Iris-virginica
+60,5.514907211642242,2.2189208124671094,4.139267401038005,1.1031427854392084,Iris-versicolor
+61,6.58281745044986,2.7556208742396726,4.365652645718125,1.8602684621313454,Iris-versicolor
+62,5.286499985418127,2.7202569995986003,3.811331145811619,1.2846441355792881,Iris-versicolor
+63,5.684323855709909,3.1518221143302427,4.915901569518146,1.6346026725092913,Iris-versicolor
+64,4.999877769722606,3.3113349148963063,1.5244472200496464,0.3920970637329131,Iris-setosa
+65,4.593813974590815,3.025778253381892,1.5987424423222296,0.23050150193767086,Iris-setosa
+66,6.37142167738485,2.8969278315756624,4.867352827395547,1.5560946151342885,Iris-virginica
+67,6.593659124612751,3.2390098239738188,5.053538614820026,2.2067666896442866,Iris-virginica
+68,8.422838614280224,4.074318709137666,6.592064509598936,2.1557549953087642,Iris-virginica
+69,6.730540626294257,3.03353649262636,4.902115758171775,2.557420891102667,Iris-virginica
+70,5.045802865494398,3.15990815962868,4.369596294337908,1.118136622730081,Iris-versicolor
+71,4.705844788636722,3.165993839400533,1.5337711818646185,0.3108025471993001,Iris-setosa
+72,5.568425315445566,3.215280614383998,4.439900779787224,1.1995654058596277,Iris-versicolor
+73,7.284334592501243,3.2828558534812675,5.71084159753971,2.12730343065616,Iris-virginica
+74,4.923904285716448,3.219246295698158,1.8088109178419618,0.33533525247382134,Iris-setosa
+75,5.059496379111681,2.7078956368602265,5.13420710042826,2.0421789101799837,Iris-virginica
+76,6.332027045849877,2.85815824141026,4.605690857131546,1.3957676743659635,Iris-versicolor
+77,5.877569694800264,2.890425238818745,4.427929819630044,1.5667223402335673,Iris-versicolor
+78,5.369136990469766,3.53605490892352,1.4420588600164888,0.30818593269986405,Iris-setosa
+79,6.5867481508234365,2.9983451382642317,4.968742286745174,1.8729470683013614,Iris-virginica
+80,6.059599423917893,2.705790798375053,4.620596743890929,1.5493187966870003,Iris-versicolor
+81,5.67000434895371,2.998094078010529,4.067208761446298,1.0895493881679403,Iris-versicolor
+82,7.505436609864104,2.833866196765303,6.2171497087272,1.785894750107747,Iris-virginica
+83,5.332678739336915,4.015580310687481,1.4295753633819162,0.38110976924689555,Iris-setosa
+84,7.292156194924324,2.5842287923313507,5.61254316162608,1.6834542298885975,Iris-virginica
+85,6.834654270478844,2.9111130778424466,6.006118373646816,2.4416669968001226,Iris-virginica
+86,6.554134664792113,2.5415754658745238,4.638511868404119,1.4010450837091937,Iris-versicolor
+87,6.523795483086562,2.737785687222175,5.412509561862592,2.127547564058566,Iris-virginica
+88,4.573304776539106,2.9076772269626874,1.4219567270112674,0.1639947955137986,Iris-setosa
+89,5.579724405680656,3.105644738758525,4.26065627983156,1.6162101406293734,Iris-versicolor
+90,7.508212591419004,2.835070385131496,6.061859875164181,1.8061087214434688,Iris-virginica
+91,5.981981569751392,2.5550726283006764,4.567381678088531,1.4627777772852057,Iris-versicolor
+92,5.68747004369503,3.0449516098125544,4.655060353739574,1.862739773462569,Iris-virginica
+93,4.551476920002104,3.154607813352871,1.2883197264257202,0.1311705828076546,Iris-setosa
+94,6.681457084106263,2.7173594992306946,5.66132937668709,2.2219988056747195,Iris-virginica
+95,5.70362320786406,2.9576402410082268,4.102196406604422,1.1624450106116369,Iris-versicolor
+96,6.600203495018243,3.2902490935723967,5.023859720173992,2.1764960262399264,Iris-virginica
+97,6.555392203379334,3.0540458371622794,5.007528248835764,2.3096808552666674,Iris-virginica
+98,6.883522794417516,3.667222295679533,5.332642709347474,2.4378142790258197,Iris-virginica
+99,5.055134938655034,3.1772744592117346,1.264949989858102,0.27140894109320496,Iris-setosa
+100,6.510875115353738,3.264415720556552,5.408185371588986,1.8739021166633134,Iris-virginica
+101,6.425494028785686,2.8775021016245725,5.211271960616699,1.4965731808327818,Iris-virginica
+102,7.658033230144409,3.1971770827108967,5.643308632340658,1.9172051128131475,Iris-virginica
+103,5.1508435273871065,3.5708407163558387,1.5549053892162552,0.2638262155242807,Iris-setosa
+104,5.122458500171308,3.122493577134892,1.5184468738856838,0.3505217299601089,Iris-setosa
+105,5.478905126731201,3.5088687819790327,4.50830414079092,1.2540390881252035,Iris-versicolor
+106,6.757770449535112,2.8709632679794765,5.345987292394756,2.1507700447771443,Iris-virginica
+107,4.540539291702258,2.979563896400753,1.491797392436405,0.3284073608731489,Iris-setosa
+108,6.60826726187888,2.71199326308173,5.506863391356848,1.9098356957680496,Iris-virginica
+109,6.892532601745984,2.795621300453656,5.021053231667449,1.7241535153362908,Iris-virginica
+110,5.925458791033661,2.844263526132363,4.842477148209228,1.5737253724199054,Iris-versicolor
+111,5.578913909104791,2.9799627002228366,4.78039463957048,1.4667933484853721,Iris-versicolor
+112,5.732954450857708,2.917772805115199,4.539593777587439,1.5330989924613547,Iris-versicolor
+113,6.657178046810768,3.575887301739762,5.7992414006059905,2.6083017741371934,Iris-virginica
+114,7.535228420954657,3.360456987981527,5.927795481955341,2.1618530519728987,Iris-virginica
+115,6.62891356658454,3.0523928319240343,5.406334101060135,2.3043527467179374,Iris-virginica
+116,4.7274646496178585,2.6377861729447627,1.4503185095574538,0.16853078559944284,Iris-setosa
+117,6.020463743995274,3.1822623291663517,5.3378056653221115,2.2081372386241416,Iris-virginica
+118,5.419218910484556,3.072876972478713,1.4669769528697836,0.2619216538974551,Iris-setosa
+119,6.776351882771773,3.12688272556528,5.136478484100935,2.002041838173429,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..169cdfe27deec0a003c66cd7a597498a3c9cb46b
--- /dev/null
+++ b/iris/tvae/2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.17722308245571,2.8085136805819357,4.526562465510205,1.9784344165527867,Iris-virginica
+1,5.485911377523799,2.658261299383814,1.4924560443070745,1.5821890934173304,Iris-setosa
+2,7.083000204926459,3.122261908057551,5.524285740546794,1.9084251117590623,Iris-virginica
+3,5.411940006780802,4.053218357075668,1.4715367740723577,0.39961463171380274,Iris-setosa
+4,5.11827795362537,2.8133990754823484,3.4830988985866096,1.016927748549164,Iris-versicolor
+5,6.194514365425532,3.100418146516719,5.0837071619709935,2.067537378900804,Iris-virginica
+6,6.070670213241451,3.0254911029485667,4.537395311956835,1.4160059135845744,Iris-versicolor
+7,7.136587428162923,2.9306108154447945,4.993756136448567,1.673775536452844,Iris-virginica
+8,6.7495750636051985,3.2979860555639373,5.889957315077403,2.1138357567319055,Iris-virginica
+9,6.878532961091865,2.963447418286542,5.068355590080811,1.7918696125942477,Iris-versicolor
+10,7.143013129821949,3.2020081132015217,5.706871601261976,2.3298026374542444,Iris-virginica
+11,5.948876043278752,2.2968835730782438,3.757037410340084,1.02189690829394,Iris-versicolor
+12,6.565452814552751,2.7233595351057764,4.97478104156684,1.7217049009371512,Iris-virginica
+13,6.075558267207527,2.8357479254919165,4.909636218667327,1.379730449171989,Iris-virginica
+14,5.1016752791486795,3.0786749183368647,1.567471362717295,0.38096499067293177,Iris-setosa
+15,5.491495582906149,3.850047708549011,1.5941731515870796,0.2505164933601642,Iris-setosa
+16,5.983483211162683,3.186668614176226,5.00676334227401,1.9654299375758741,Iris-virginica
+17,5.74186535294393,2.859309974328564,4.478810305921568,1.2639848817346955,Iris-versicolor
+18,6.893724557287812,3.3214926665379414,5.527212081258093,1.7232583562081327,Iris-virginica
+19,6.528710291188954,3.5181641259367207,5.062658298920061,2.2681032057254766,Iris-virginica
+20,5.193493109062997,2.945936545317275,5.1056953425315,1.2927094746761059,Iris-setosa
+21,4.609043239129283,3.0491130745265416,1.409774068986776,0.23907074353013255,Iris-setosa
+22,5.432304486545964,2.9400718961178454,4.764799814742481,1.313500824306928,Iris-setosa
+23,6.7191912420918145,2.6953054466932387,4.429422999644948,1.3617912510560937,Iris-versicolor
+24,5.689494472373522,3.0147030659277525,4.597767907543153,1.686590947457649,Iris-versicolor
+25,6.35093995934972,3.1350372876986747,4.968393763765113,1.7646979480043243,Iris-virginica
+26,4.960652877394242,3.0298352480294715,1.487109373379459,0.27100849302377855,Iris-setosa
+27,7.505389675617873,2.9160315424697,4.828752016113046,1.5150814276016222,Iris-versicolor
+28,4.938705808359058,3.2118270075405126,1.6336125120806386,0.3954775094328473,Iris-setosa
+29,5.044195032116244,3.1657361448884123,4.710044262947538,0.36317426458546664,Iris-virginica
+30,4.861449116641731,3.2441105577612657,1.5102106213437012,0.15306956278955647,Iris-setosa
+31,7.225310854197319,3.8018593488099417,5.9160059903081095,2.379841241128827,Iris-virginica
+32,4.617146887137958,3.341852033159763,1.5034069258309355,0.25175845752071874,Iris-setosa
+33,6.143099760569431,2.886057517385766,4.155467898974186,1.3957259450767716,Iris-versicolor
+34,6.659356293895787,2.7875095730282045,4.466004907659355,1.489693103735082,Iris-versicolor
+35,4.718925605276559,2.798193812629962,1.3976968220982768,0.3232597146107138,Iris-setosa
+36,5.754961900639253,2.702701971384787,4.4156171430923905,1.155557290393943,Iris-versicolor
+37,5.164239949974481,3.7399612003112788,1.443785690867785,0.19126438473769636,Iris-setosa
+38,5.3006825540876195,2.764105287557979,4.147330792131148,1.2576181797393515,Iris-versicolor
+39,5.353339773092368,2.352792498408226,4.717250520865112,1.496791090191392,Iris-versicolor
+40,6.4185744108396054,3.2701264258387694,5.005691213537554,2.2185727877076173,Iris-virginica
+41,5.710530286776156,2.889677039196103,5.148499369978596,1.631987795634457,Iris-versicolor
+42,5.22971691847937,2.569403412663282,3.6206741337147372,1.3121675957401262,Iris-versicolor
+43,5.784784001954297,2.913379511220042,4.618252604395989,1.6033878721779569,Iris-versicolor
+44,6.525735942581858,2.508096123780659,5.917565530219588,1.9093908903691132,Iris-virginica
+45,6.812467293666463,2.6392551452397317,5.5793323683586316,1.7858837623578987,Iris-virginica
+46,6.544626221943448,2.76926248921474,5.187514616963588,1.7235455758024374,Iris-versicolor
+47,5.397117780314246,2.8550631337283146,1.3849065812679973,1.29223808240239,Iris-setosa
+48,4.931410018340431,3.3154318742562294,1.591309433887074,0.0008457173112521033,Iris-setosa
+49,5.132324436544469,2.439742415632395,3.2646474228525904,1.190038926808604,Iris-versicolor
+50,6.875560174726914,2.7014659016598026,5.407123212538255,2.1510219087681315,Iris-virginica
+51,6.802690833570514,3.4117390167864414,5.311653303497664,2.2319993589340585,Iris-virginica
+52,6.33565988533486,2.9097048468426183,4.286490649425466,0.8829079524104623,Iris-versicolor
+53,4.946912442474432,2.789019118650513,4.607132755831664,1.964112058713933,Iris-virginica
+54,6.402961625083202,2.7607475394879826,5.420161699443751,1.9363062933914827,Iris-virginica
+55,6.197313850224993,2.7436425743801474,4.72140885136734,1.464236646093733,Iris-versicolor
+56,6.535327351773691,2.8074714083255783,4.137928512655695,1.388463502903358,Iris-versicolor
+57,5.742871065923055,3.018310531145406,4.291448455791676,1.2787696172291407,Iris-versicolor
+58,5.15347527952812,3.5680536055153134,1.6105920160748592,0.39043666727066106,Iris-setosa
+59,5.755367730231326,2.7375083774733793,4.778558979789076,1.5945226611111039,Iris-versicolor
+60,4.995861959206961,2.985763931072082,1.6416213969823898,0.3682053650496155,Iris-setosa
+61,5.768804256319131,2.6815484808596883,4.6281261173353805,1.4894291906018564,Iris-versicolor
+62,6.186020735360599,2.9060231188713344,4.7939232082020995,1.6558797217494028,Iris-virginica
+63,4.661152947602544,3.205575304918882,1.4972442183319647,0.29751109958644106,Iris-setosa
+64,7.597367121625819,4.172507832188736,6.194256132895768,2.176672442104008,Iris-virginica
+65,4.57936867208403,2.9418904775515555,1.5094792419657974,0.21702658730544644,Iris-setosa
+66,5.81680348155118,2.8748899942128694,4.879811767939894,1.4164714325401075,Iris-versicolor
+67,4.369159752782701,3.0600225708723565,1.5769338237354769,0.20400057687982917,Iris-setosa
+68,5.08890534287481,3.1050980297576,1.5644201728058358,0.28156527767928674,Iris-setosa
+69,4.874534490594592,3.2986259560334235,1.2318022519855731,0.14824662346782008,Iris-setosa
+70,6.93366751154765,2.9785126333760124,5.191175327554745,1.314110251810694,Iris-versicolor
+71,5.422275486126122,2.5988369358302137,3.5563454110335346,1.3760215759237298,Iris-versicolor
+72,4.74367638384896,3.0726506512845906,1.62166585306425,0.22770955645441307,Iris-setosa
+73,6.413113500015738,2.683960925184544,4.347947433125197,1.5223594562419704,Iris-versicolor
+74,7.265324602496754,2.744477935481696,5.98851166862097,1.95609496185034,Iris-virginica
+75,6.673084348329007,3.0854524166601145,5.169120054505724,2.1084885923558003,Iris-virginica
+76,5.786044114350344,3.043088761013488,4.957446240221662,1.8797896031943293,Iris-virginica
+77,6.197733818822514,2.559477914105541,4.73758075431799,1.6434252300599417,Iris-virginica
+78,5.84977259551199,3.0888229999337407,4.7439103924010135,1.7409663945082428,Iris-virginica
+79,7.111962033714552,2.962219425018453,5.729169218808973,2.223431209095521,Iris-virginica
+80,6.392076014380146,2.553144713073107,3.9877670159534384,1.005387848984085,Iris-versicolor
+81,6.862842034748172,3.3961863530214202,5.410935852798161,2.3331102064768516,Iris-virginica
+82,5.555680182845704,2.7877461236180645,1.4179557193449788,0.3624630682014147,Iris-setosa
+83,5.508474324609761,2.882283183964492,4.802555675044366,1.4439801601241518,Iris-versicolor
+84,6.695411485417626,2.841892946024506,5.281209799240176,2.214316837523536,Iris-virginica
+85,4.42923853050977,2.5091112063957803,1.4830434668525578,0.1675720322320815,Iris-setosa
+86,5.447022059035454,3.939366686103428,1.4219713237760152,0.2770467162196387,Iris-setosa
+87,5.187772019434359,3.0093561824984203,4.832100028363846,1.9148246453970055,Iris-virginica
+88,5.255096989776542,3.202982389663925,1.679582451714571,0.3666780613261371,Iris-setosa
+89,5.737845531608419,2.4897577284531427,4.441393907865755,1.314723248555094,Iris-versicolor
+90,5.759841035392139,2.644728026897384,3.6343982652626723,0.9291192576807598,Iris-versicolor
+91,5.643629837896658,3.118189268338299,4.6587772178990505,1.7141255982461325,Iris-setosa
+92,6.7279955930945885,2.973777081675644,5.243786051073626,1.598148429478727,Iris-versicolor
+93,6.586299660910634,3.1663017605280603,5.375659234011913,2.35776717501025,Iris-virginica
+94,4.948863367435213,2.712816162053076,1.5437910468166747,0.3368364595693424,Iris-setosa
+95,5.882969918559857,2.9289205512296324,5.219845207884567,1.8496461772949102,Iris-versicolor
+96,5.123662324906868,2.5766294133184298,1.4149545193585775,0.17758882341491866,Iris-setosa
+97,5.717194470517968,3.0801007761273276,4.834636392904373,1.7204952732935246,Iris-versicolor
+98,5.190093883008851,3.3478845254993796,1.744366449191903,0.31053486853460277,Iris-setosa
+99,6.116827492542165,3.02639564734672,4.909351974605071,1.6212554305130784,Iris-virginica
+100,5.719290116636465,2.747949131787574,4.742853218948758,1.4201271331216214,Iris-versicolor
+101,5.0025093338472155,3.484854837985204,1.7027907518224856,0.4147839091179734,Iris-setosa
+102,5.720536562848715,2.809714608123339,4.486076250052863,1.820201967917469,Iris-versicolor
+103,5.33320031633642,2.192808779984977,3.7392572199717584,1.3144555743508706,Iris-versicolor
+104,5.07030041482547,3.179075018629599,1.4695466927899452,0.1318273271131151,Iris-setosa
+105,4.399505833354205,3.0988998797548106,1.4187524168412795,0.214487247493714,Iris-setosa
+106,4.511723175155033,2.9857909702295284,1.5121191957741194,0.17664654749559833,Iris-setosa
+107,6.063920082987026,2.7776444923453285,4.593342343871389,1.2661777893305388,Iris-versicolor
+108,5.091329494617323,3.362294054671454,1.708099942089999,0.36354462931044174,Iris-setosa
+109,5.127738701530109,3.476948174820641,1.5565481356153257,0.41788148189192953,Iris-setosa
+110,6.7502454935185146,2.639589551517619,4.502131674069127,1.520079954547013,Iris-versicolor
+111,6.6751905107729135,3.469282592659477,5.242861781034294,2.315376776451494,Iris-virginica
+112,5.453434864571315,3.284525254543186,1.1267564356883197,0.2451274310062496,Iris-setosa
+113,5.490711609164389,2.9344304452306114,4.116557263840396,1.086800920942228,Iris-versicolor
+114,5.795367335152232,2.7975712139521622,4.176352016368661,1.6422232779398915,Iris-versicolor
+115,6.30325117292169,3.025649806224413,5.3446101542303905,1.7273873149733536,Iris-virginica
+116,4.554284792362276,3.183267445786769,1.5640755355741958,0.08861563837800143,Iris-setosa
+117,6.030199137442782,2.6735257008688715,5.208167075677917,1.6193906683575834,Iris-virginica
+118,5.925473376611796,2.652578423593688,4.49760646291989,1.5128554720873373,Iris-versicolor
+119,5.410635804001413,2.8208323431491165,3.6814734373359395,1.2354437175666972,Iris-versicolor
diff --git a/iris/tvae/2/10/test.csv b/iris/tvae/2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/10/train.csv b/iris/tvae/2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/10/val.csv b/iris/tvae/2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/11/synth.csv b/iris/tvae/2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5a0847ffd0c49d593620042e069b6aec45ed00b5
--- /dev/null
+++ b/iris/tvae/2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.153690042407547,2.002474386988461,3.2775945470993455,1.1441369611148966,Iris-versicolor
+1,6.019182633340967,2.7729759924026,4.585690534425277,1.448175199227423,Iris-versicolor
+2,5.342998690391977,3.632296150573387,1.4873598227477611,0.2227920877373791,Iris-setosa
+3,4.403296206295861,3.3975449996197944,1.5004599322889,0.3585431008886643,Iris-setosa
+4,5.82839113859867,2.600702612353257,4.4100657277033335,1.520518008433668,Iris-versicolor
+5,6.094279382439233,2.9363431659149555,4.784414659205935,1.9703988829219803,Iris-virginica
+6,6.205495998529012,2.916077299111823,5.03473615798245,2.057931600474926,Iris-virginica
+7,6.560733876953465,2.6295356710315017,4.347219498532421,1.2726815759579602,Iris-versicolor
+8,5.821304821716241,3.01361117077948,5.123654896198643,1.755477603146323,Iris-virginica
+9,6.120190333679773,3.267586583587381,5.156420070553936,2.1107193356724627,Iris-virginica
+10,5.190409249713658,2.9626302990945246,1.4530202560833552,1.5580710652248948,Iris-setosa
+11,6.7843556294220715,2.9037629902531568,4.942606163313513,1.451562033240786,Iris-versicolor
+12,6.925128546745964,3.059767175631783,5.443844058222808,1.4450699774646936,Iris-virginica
+13,6.169904086144527,2.647169364764886,5.285494563278893,1.8974511865267025,Iris-virginica
+14,4.8877852057434605,2.3641375815818177,3.797040993184078,1.1971377383568127,Iris-versicolor
+15,4.808440720947315,3.5804664758075253,1.455123178424659,0.2838318285909509,Iris-setosa
+16,6.164121537056989,3.314933754083951,1.561962311307097,0.5030833740269736,Iris-setosa
+17,5.538197200308139,3.03875102612966,1.5060279481173067,0.21000123422711384,Iris-setosa
+18,5.800354920369137,2.712191024074498,4.608303104680641,1.6192457162020093,Iris-versicolor
+19,4.737337551865005,3.2924866293991855,1.5684023907686773,0.21789751598306947,Iris-setosa
+20,6.819786309268967,2.836355021675842,5.578711424028274,2.427233938057003,Iris-virginica
+21,4.989030790058798,3.55552818447688,1.659988308495553,0.3382913714934036,Iris-setosa
+22,5.625939580787984,2.991806646268157,4.975410958882178,1.3070621524829058,Iris-versicolor
+23,5.581421103291782,2.82722340786769,4.243348893372221,1.3376578095912632,Iris-versicolor
+24,5.296847262475243,3.267498022059409,1.5626811271885244,0.40406672621869477,Iris-setosa
+25,5.530981918278848,2.780432633513518,4.420274799643183,1.1037575147590712,Iris-versicolor
+26,6.271842312992816,3.032786071599261,5.344565212025528,2.1980552277132746,Iris-virginica
+27,4.327814376986794,2.9891812880845636,1.4157235148537257,0.14826573669230425,Iris-setosa
+28,5.943854789208387,2.85298417529118,4.475613068899875,1.5268117973514508,Iris-versicolor
+29,6.615104968971545,3.179927923824542,5.558078963745966,2.0544588967727253,Iris-virginica
+30,4.795925803848079,3.516172289761787,1.5135245886605286,0.3225153985678286,Iris-setosa
+31,5.744231054059037,2.815355550765304,5.0069110197637725,1.6291932623260323,Iris-versicolor
+32,6.478871163864352,2.95606293268337,4.906480031361515,2.0743404929373104,Iris-virginica
+33,7.129440271792996,3.354101799594637,5.524813727394249,2.4793148747917586,Iris-virginica
+34,4.960225705705199,2.2982747099848484,3.916456123128042,1.1913019309825952,Iris-versicolor
+35,6.4352616402095375,3.2884774390765186,5.242233014337444,2.250725206019026,Iris-virginica
+36,4.812998950619631,3.143796355717216,1.3552626615041725,0.3419164040207921,Iris-setosa
+37,5.030688019116509,3.4362408501258797,1.4696887558495877,0.2289223551650445,Iris-setosa
+38,6.121401190768314,2.9277789679803305,5.094315568979882,2.2689972201333264,Iris-virginica
+39,6.058017166901404,2.6978124876810003,4.5581004192361085,1.94320896035003,Iris-virginica
+40,6.1111296282702705,2.986995247656182,5.103362242012709,2.2630114643513752,Iris-virginica
+41,4.505286153800307,3.0591854758448576,1.4479310958964189,0.2481741308504079,Iris-setosa
+42,5.563345129478852,2.795188944906397,4.074632553702325,1.5163837966589855,Iris-versicolor
+43,5.718572041731029,2.6253555855354826,4.81506770841035,1.6193411564844082,Iris-virginica
+44,4.567876552873775,3.1872126757644352,1.404498971942878,0.19747885750948932,Iris-setosa
+45,7.18141762152649,3.2867828621352224,5.815689931012587,1.590548958488983,Iris-virginica
+46,5.236777613874048,2.880427986141689,3.558160496457809,1.3675010781938146,Iris-versicolor
+47,6.297497687424458,3.1171635912135867,4.887057348539787,1.7835963158336199,Iris-virginica
+48,6.734377280101542,2.9930173438081282,5.7134536323336995,2.051447003760806,Iris-virginica
+49,4.994171712458645,3.3558475378175023,1.7883114652142962,0.25409946257307575,Iris-setosa
+50,5.165564956545121,3.193296021589785,1.6275514598603342,0.3092553023404506,Iris-setosa
+51,7.044898038062723,3.0855325254227943,5.987643944171019,1.8296168416801755,Iris-virginica
+52,5.505249435930977,2.6566826549248455,3.9451748525345507,1.6057988451146574,Iris-versicolor
+53,6.92757946678676,3.073921912552625,5.432880326296084,2.227337933653681,Iris-virginica
+54,4.748616367507166,3.051525944401555,1.6391037048478618,0.255979620938146,Iris-setosa
+55,6.314718962249665,3.0926414857194127,4.879793060556497,1.7902555607702628,Iris-virginica
+56,6.645488320043753,3.438064498915366,1.3801802764269762,0.4392363411766431,Iris-setosa
+57,5.757198157754915,2.8308365659690775,5.051728328755823,1.1612495973977839,Iris-versicolor
+58,6.469279106487903,2.8837746650280116,5.051161016914737,2.3771081038207535,Iris-virginica
+59,6.968372235002854,3.7169957622098817,1.5894015629163911,0.46726612204747364,Iris-setosa
+60,6.313917901883608,2.4589512139333674,4.996812734613284,1.8266582851928865,Iris-virginica
+61,5.130843926595594,3.7289415484213757,1.581266674840865,0.21996545391680455,Iris-setosa
+62,5.197436000410856,3.6299247686895253,1.5885120741500305,0.20055282216216755,Iris-setosa
+63,6.716368890049608,3.2812381223722915,5.322715456333795,2.3210163106611286,Iris-virginica
+64,7.868528024196751,2.860326445662332,5.813029251130396,2.027889417364854,Iris-virginica
+65,5.157086045450977,2.1435623020841477,3.4419107552541064,1.4086943382468955,Iris-versicolor
+66,6.294683776200038,2.8147634614540165,5.052523276700989,2.3199904849673643,Iris-virginica
+67,5.075333488319199,3.237484330433371,1.61566400691236,0.44135348668948626,Iris-setosa
+68,5.939033176098815,3.14138222359974,4.489874048452624,1.4223254558738063,Iris-versicolor
+69,6.773989994984107,2.58748787671071,5.688959973315236,1.7332287362182406,Iris-virginica
+70,5.419024310479962,2.578796029602941,4.558203009846062,1.3769663739230327,Iris-versicolor
+71,6.127595781012099,2.683603469835788,4.297638980069483,1.2383051410413353,Iris-versicolor
+72,6.4054313902399755,2.6206391268508007,5.269657764445021,1.8066344951386308,Iris-virginica
+73,6.384138803690877,2.4024417492306043,4.551080148919021,1.338186550596936,Iris-versicolor
+74,5.451884315365278,3.273038717519544,1.5052558691572813,0.37656564921731384,Iris-setosa
+75,5.8229863109351765,2.8380892013197623,4.178900178260809,1.3268900400207702,Iris-versicolor
+76,4.958812688904807,3.0587596640340995,1.2741486612666157,0.19867171277320755,Iris-setosa
+77,7.09264141002173,3.2514833373098164,4.866258657507267,1.4799409574180538,Iris-versicolor
+78,4.77136484727377,3.0088242923125845,1.4475534570171693,0.19629885091347293,Iris-setosa
+79,5.9971096290971655,3.2167300150780735,5.448407859436859,1.866724228182676,Iris-virginica
+80,6.359918558274307,3.1665958710650353,5.444650044548525,1.5630602705001673,Iris-virginica
+81,6.584845084414376,3.2364330149125755,4.297693815888714,1.5462979154259247,Iris-versicolor
+82,5.674805101172129,2.6813041068803103,1.5590765267667452,0.33993613204111905,Iris-setosa
+83,6.78438758580109,2.7262063393459854,4.783896269374224,1.4893281805996699,Iris-versicolor
+84,5.6311763263086,3.2437780789209416,4.943354095142228,1.6448134343382628,Iris-versicolor
+85,6.434865992458902,2.6624240375591706,5.439067464783465,2.1213354830326123,Iris-virginica
+86,5.9435992476242605,2.545080398696197,4.549862125300293,1.5445174102313817,Iris-versicolor
+87,5.0271862443433655,2.8455668151080324,1.5225271867700605,0.10887490592972812,Iris-setosa
+88,6.333913000289845,2.510981258358912,5.217907160068502,1.6609617671250798,Iris-virginica
+89,4.829480400714794,2.6797832167428814,1.4689754630873357,0.34444980421012716,Iris-setosa
+90,6.69250705968611,2.870161237401219,4.912918614332272,1.6948538239436437,Iris-virginica
+91,7.291078474585621,3.120615878669523,5.43742146007536,1.898626369645054,Iris-virginica
+92,6.117256739834482,3.163315653581951,4.320053372067872,1.3753072746582173,Iris-versicolor
+93,6.0325030881867185,2.777549352977059,4.578450212550891,1.666935095964414,Iris-versicolor
+94,5.625484704918242,2.394527813955524,3.932740195616533,1.1677218866529109,Iris-versicolor
+95,6.719191415982118,2.8233759044186475,5.851496390824547,1.8369150965593364,Iris-virginica
+96,4.502906224775898,2.9028395958610194,1.3109622167760726,0.29188417437059355,Iris-setosa
+97,5.39669045687489,2.8259483227160462,4.440127894957722,1.456459930351212,Iris-versicolor
+98,6.277911262613231,2.6773426949902714,4.290769979641313,1.5074245745703037,Iris-versicolor
+99,4.8375662427283,2.818582196591884,1.7476247969359484,0.1834376834924289,Iris-setosa
+100,5.462998415749918,3.0769646002830506,1.3574483526777241,0.20318574456025246,Iris-setosa
+101,5.308510723680268,3.1779732368254963,1.5869075852563013,0.22000769961559663,Iris-setosa
+102,6.231684753418611,2.642578772326678,4.794935165441567,1.7113510971672825,Iris-virginica
+103,5.426792266624255,3.0282957923117095,1.5965202928480922,1.865802792510282,Iris-setosa
+104,5.40997986024223,2.801322364115135,4.509674113541425,1.2838186195845733,Iris-versicolor
+105,5.4481193758223565,3.3179286223883464,4.250885293019866,1.2593550920581262,Iris-setosa
+106,6.677103754959081,2.6047218921967503,5.32157812123367,2.15175844087396,Iris-virginica
+107,7.331081969665558,3.010686680782375,5.874539541775773,2.1487689568832473,Iris-virginica
+108,6.75651406126441,2.9513151965001394,5.138512028264951,1.8208243888559525,Iris-virginica
+109,5.505175047576976,3.0331636284970958,4.391349972877805,1.1386810336291449,Iris-versicolor
+110,7.475469269401701,3.020911326633857,5.703000587554447,1.6966411272138056,Iris-virginica
+111,5.274661000581794,2.8180779972373475,1.5453187692341879,0.36213765842954754,Iris-setosa
+112,5.437284921112734,2.6450617154628713,4.050174995829631,1.1062558482970748,Iris-versicolor
+113,4.6176133389107745,3.3057118277873383,1.4715133614293456,0.13299664596536206,Iris-setosa
+114,5.39634758161002,2.910784026145505,1.456326382940309,0.23260670415338391,Iris-setosa
+115,5.624752409474327,2.4866801969725305,3.721819770738018,1.5614235308666307,Iris-versicolor
+116,6.975594386199677,3.0480176986285294,5.9755127180082095,2.271178715141412,Iris-virginica
+117,6.289235057904438,2.6409970456172793,4.579060577294404,1.44532338412497,Iris-versicolor
+118,5.1297534692450135,3.4315354540515504,1.5038363213982069,0.2934466507902012,Iris-setosa
+119,5.565235894069449,2.8278294491905966,4.311311675107967,1.4632868474193084,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..3e098e0de402dd06ee1e231bcf69319d78f79bc6
--- /dev/null
+++ b/iris/tvae/2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.9973275964626875,3.426946806019851,1.5361712244357377,0.16035715822452412,Iris-setosa
+1,5.668086000370572,3.2744904898118,4.5111098310193904,1.7008330425395957,Iris-versicolor
+2,5.231959770410953,3.683290831909102,0.9002301571692871,0.1787684354656825,Iris-setosa
+3,4.424085255084798,3.144495091304401,1.4506560359009564,0.1076711129953484,Iris-setosa
+4,4.765684220801192,3.1922869578917474,1.444990105025121,0.1716785405197382,Iris-setosa
+5,5.601586218573061,2.8530614097066502,3.9980222070368217,1.5063987982534848,Iris-versicolor
+6,5.914101243046441,2.753784051181823,5.128934767048941,1.9001994068443089,Iris-virginica
+7,6.5913458125531,2.5535245104050843,5.449360117049748,1.697009561692529,Iris-virginica
+8,6.472406023371572,2.6672912268245232,5.127574050322497,1.6508129589987317,Iris-virginica
+9,7.270323752092134,3.0926840373992337,5.391673436836703,2.078226806671557,Iris-virginica
+10,6.374919070656435,2.843756529850162,5.7189273034727055,2.2504889584583774,Iris-virginica
+11,5.9524374728246325,2.416975870280373,3.4733151504755346,1.4007651986445657,Iris-versicolor
+12,4.889050869445559,3.407527652603838,1.3058811458798383,0.1492928114461597,Iris-setosa
+13,6.696258674543473,3.2369601618866177,5.2352697084386435,1.6699588751049412,Iris-virginica
+14,5.5837741442169815,2.9621505658599045,1.3893621896666486,0.21860054552385852,Iris-setosa
+15,6.448857055110011,2.8530372736842398,4.92963554948048,1.6379768685715326,Iris-virginica
+16,6.654127379424933,3.5718740068490398,5.13984731266159,2.095558456372467,Iris-virginica
+17,6.648117148193937,2.630677335572417,5.226217887925199,1.818983132366291,Iris-virginica
+18,6.7565398664688585,2.7551217894742535,5.396780462136002,1.6124388527759936,Iris-virginica
+19,6.948057295813465,3.542604428616946,5.073800537394195,2.2910734473555334,Iris-virginica
+20,7.071938243265636,3.1012519254572553,5.4195404886615925,1.7230737391508881,Iris-virginica
+21,4.553876705035405,3.1381897235488645,1.1825177487278733,0.11550075707980692,Iris-setosa
+22,5.947950370759864,2.024309609090987,3.6971200466253737,1.3197966615525762,Iris-versicolor
+23,6.299076044566099,2.928872412230121,4.942449226909105,1.5801883599254172,Iris-virginica
+24,6.183190107562057,3.174203044814397,5.19760646894224,2.310387408522256,Iris-virginica
+25,5.939358660716634,2.8362721044036845,4.986534885023275,1.7145062328958554,Iris-virginica
+26,4.916841897987292,3.5020050769720896,1.6133236273580795,0.26833716618321923,Iris-setosa
+27,4.830150294395137,3.309731204158452,1.5040879974518444,0.37512549152760366,Iris-setosa
+28,6.338376476553551,2.8799778099789743,5.092339821270919,1.9082039844246501,Iris-virginica
+29,5.5085984863609605,2.7139434829197455,4.629208376199609,1.539113909305322,Iris-versicolor
+30,6.649372520533421,2.8497334706207798,5.61118540190557,2.226076905038503,Iris-virginica
+31,5.084477390001136,3.512686298461848,1.4138238566503019,0.1269761295080642,Iris-setosa
+32,5.0453122580487015,3.3691220109131574,1.3118368067201545,0.2433561244934617,Iris-setosa
+33,5.7881476233316835,2.68237451335003,4.8120248325884045,1.766344096954278,Iris-virginica
+34,6.639118216080618,3.2901491550286637,1.9164379532642988,2.1511606037740036,Iris-setosa
+35,6.144973201793202,2.743623725174714,4.306629403483918,1.503863433996227,Iris-versicolor
+36,6.073598064915113,2.9704058838622482,4.953577902195344,1.6829859325892578,Iris-virginica
+37,5.227727230777717,3.872743931648686,1.5494943292336967,0.27698329968156654,Iris-setosa
+38,6.263684295932309,2.470232467034589,4.8242710962079265,1.751079625148702,Iris-virginica
+39,4.673144853489569,3.1279396183306725,1.4895131587004165,0.2667720747489969,Iris-setosa
+40,6.388245454898663,2.847447996753378,4.778866989935114,1.5489768558580952,Iris-versicolor
+41,5.69312539342058,2.347245294450616,4.627974055335939,1.4378656927980245,Iris-versicolor
+42,5.482933346959122,3.1761190749225876,1.5333003806564869,0.2709148423351758,Iris-setosa
+43,5.13900546572787,2.5267421304895783,5.108938180877822,1.9039071528734033,Iris-virginica
+44,5.906788989104983,2.564066743533824,4.515584954396661,1.7022077529377657,Iris-virginica
+45,6.351886846195984,3.2550727261483057,5.036648529117785,2.0465567843972012,Iris-virginica
+46,5.832716600561539,2.824636553682334,3.9146965961440583,1.5983729318514768,Iris-versicolor
+47,5.53321297192318,3.5727683418900096,1.5898148825157554,0.31161331649389956,Iris-setosa
+48,4.827291514426811,3.393103902549554,1.3534007217942365,0.29110529501979454,Iris-setosa
+49,6.624890131944945,2.8820622889171044,5.049447005656445,1.6811670416711664,Iris-virginica
+50,6.817469413801686,2.8081430998085484,5.3100633494402665,2.5378125744074596,Iris-virginica
+51,6.295702680069619,3.2343276261646663,5.286413649252716,2.3261945789897784,Iris-virginica
+52,5.243422374310452,2.7116213618889855,4.442323741208039,1.5120994414884354,Iris-versicolor
+53,6.539213106164678,3.112847431680573,4.905571857409245,1.9155338421769477,Iris-virginica
+54,6.495956511189762,2.7259020487086247,5.201524295124039,1.5375259014192055,Iris-virginica
+55,6.4829542094062695,2.9883207697111116,5.249874156246179,2.282674212141132,Iris-virginica
+56,5.478467642205081,3.361960294183925,1.4641786755931014,0.4336233242848524,Iris-setosa
+57,6.8296452729817965,3.2168926913424793,5.6241047762557805,2.3645189514843286,Iris-virginica
+58,5.49136956225373,2.7278972441353897,4.890059348624523,0.8412076847755217,Iris-versicolor
+59,4.655561582917834,2.9906576413879753,1.259812143310888,0.10841650518364293,Iris-setosa
+60,7.0980876142984375,2.702578206199631,5.111192364803924,1.4520787739514627,Iris-versicolor
+61,6.687414368705569,2.8652935738809915,5.100875510533852,1.5438215956038326,Iris-versicolor
+62,6.699811324761066,3.478366012017381,5.489019165245152,2.5334882104621004,Iris-virginica
+63,4.896249643280901,3.5434604197344495,1.6816838602124715,0.26417686053077294,Iris-setosa
+64,6.2710874881036425,2.540736341736668,4.738641546890341,1.3378615276301298,Iris-versicolor
+65,6.0695779499865985,2.532837250496896,4.213957499949547,1.058489525640383,Iris-versicolor
+66,5.133841057448606,3.438096214790089,1.6191089624374053,0.36137228975483426,Iris-setosa
+67,6.413631800539494,3.1695223325938118,5.379523830375421,2.0557088250482103,Iris-virginica
+68,6.954036973334482,2.7325336326788214,5.970433393612414,1.6515276950877877,Iris-virginica
+69,6.988432928667426,3.1593776491605725,5.8222791050441245,2.242735130898921,Iris-virginica
+70,4.774215377504451,2.789020478681702,1.516092885005673,0.381816840394537,Iris-setosa
+71,6.06923027030436,2.1247689318815626,3.697652223368615,1.1946824619938892,Iris-versicolor
+72,6.5475819352592035,2.429797002589586,4.123908060423754,1.198549666497018,Iris-versicolor
+73,5.965416972632845,2.6460757315417824,4.4962759298212065,1.589674337771403,Iris-versicolor
+74,5.135637203365734,3.3087053608452788,1.5309505067680975,0.26656538187907947,Iris-setosa
+75,7.294600217084262,2.7949017246503876,5.246285188213087,1.8214416503059465,Iris-virginica
+76,5.728269744909731,2.714860216255863,5.272732189085684,1.8398434707563591,Iris-virginica
+77,4.512850923760317,3.038486533321455,1.5087869355734138,0.21905296935418947,Iris-setosa
+78,6.131630626843198,2.680171258881968,5.182637253005585,2.002355296983175,Iris-virginica
+79,6.467515731624194,2.5034803177749176,4.8990090685176755,1.52170555619464,Iris-virginica
+80,6.462869395430097,3.083400328796999,5.289984033188067,2.0588611043041802,Iris-virginica
+81,5.991025365573106,2.6562213342856857,4.720067729876317,1.4695544759143384,Iris-virginica
+82,7.38211035277945,3.096907838005464,5.629983022197324,1.6670790020740929,Iris-virginica
+83,5.865209853994484,2.757540753538098,5.274104946402638,1.9148202934561775,Iris-virginica
+84,5.31030674957632,3.3546559781941685,1.8101683781839675,0.16104472741016257,Iris-setosa
+85,6.697045149391769,2.8882213633143756,5.598101141654444,2.4468684970861925,Iris-virginica
+86,5.239232603300764,2.7972697248142433,1.5740685561803736,0.30777273012544737,Iris-setosa
+87,7.564749496095741,3.7313090788172127,6.1153222790663,1.9627366146358312,Iris-virginica
+88,7.508591008203238,3.3808865916063864,6.000351462551395,2.218585713533708,Iris-virginica
+89,5.071047046378897,3.027190730304718,1.6104514432700574,0.2506973227695789,Iris-setosa
+90,5.592060431330495,2.813276104764052,3.2354369472556894,1.3550461611475821,Iris-versicolor
+91,6.332947156773936,3.084158574160592,4.7343499310661485,1.601853135273602,Iris-versicolor
+92,5.828097558407961,2.9507279539773426,5.017444506576225,1.8182245793815779,Iris-virginica
+93,5.463486483236571,3.3695792033410883,1.5974131351045282,0.4816093194590961,Iris-setosa
+94,5.52440160812189,2.922732461355107,1.6789015611386606,0.28645229807933054,Iris-setosa
+95,4.656918850752187,2.7637358340484526,1.5549534600402661,0.32521445729072124,Iris-setosa
+96,5.374049319442628,2.8191882427841266,1.6149489996800288,0.193698681165253,Iris-setosa
+97,5.325088991306907,2.8720840385655038,4.494888429778968,1.5069902401981659,Iris-versicolor
+98,6.042868879105178,2.753065128284945,5.020658325293075,1.6813625915155979,Iris-virginica
+99,5.297924259427547,3.2226652298292398,1.6270853557468012,0.38217024219312035,Iris-setosa
+100,6.513536009831568,2.9988670824886405,5.504030074396737,1.9272556544213009,Iris-virginica
+101,4.368639051756447,2.947490908094884,1.0909127398140166,0.0733168519805954,Iris-setosa
+102,6.362603840586625,2.9812041834463607,5.240635122848447,1.9184886623809543,Iris-virginica
+103,5.719073916694999,2.653364192377859,4.737621922985501,1.6863952902251873,Iris-versicolor
+104,6.747124824087996,3.621255361522806,5.82120477748285,2.3511893537696555,Iris-virginica
+105,6.739321148117447,3.00062883581344,6.080659193584372,2.1066307556433,Iris-virginica
+106,6.316391376053117,2.6878410301208713,5.192368816858895,1.8177872179194292,Iris-virginica
+107,4.675697931331358,3.1777552444798407,1.3352035396287785,0.1234689625064965,Iris-setosa
+108,5.261771256356012,2.882186946069831,1.5487033314938625,0.12461440340523677,Iris-setosa
+109,5.889376937715987,2.851187410002359,4.685195810548559,1.4484308376369035,Iris-versicolor
+110,6.66584251808004,2.968785152896601,5.250474210163374,2.3486852619089653,Iris-virginica
+111,5.224810804938796,3.011256954479427,4.300685797587442,0.8522955607837258,Iris-versicolor
+112,7.770171778186822,3.153652914646547,6.4644261022241825,2.244695928352704,Iris-virginica
+113,5.8959389630631795,2.9504541206191943,4.608792826746136,1.5119754033954715,Iris-versicolor
+114,5.867052604003518,2.595397403512013,3.7768314536666328,1.1266630383270007,Iris-versicolor
+115,6.49330278228188,3.666019829121603,5.309669572741592,2.3176478515121945,Iris-virginica
+116,6.026578254699345,3.242680604263109,5.458247404968343,2.0119124263695634,Iris-virginica
+117,6.708427668299395,3.0627885870140554,5.377031161340862,1.7656301059069452,Iris-virginica
+118,4.652389851334769,3.2461183651025918,1.3153710599099557,0.1995426124588809,Iris-setosa
+119,5.914362525204734,2.5398202276774535,5.15811878795908,1.9180732102872886,Iris-virginica
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..f316e68738475143cdec55191d4b3f6f523a8bc7
--- /dev/null
+++ b/iris/tvae/2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.572614558701172,2.8137550357796957,3.9975780861243693,1.227080429058167,Iris-versicolor
+1,6.414766645605668,3.3518775534055876,4.75008014395087,2.0950245521047997,Iris-virginica
+2,5.720668050230363,3.001051520034739,4.271384749450155,1.4893739704599145,Iris-versicolor
+3,5.097542462748412,3.293818283120731,1.4602787358820244,0.2732309807693008,Iris-setosa
+4,5.6306564980713665,2.729764680227923,4.949053086072472,1.6075115032395422,Iris-setosa
+5,6.2314544406429215,2.753447194831964,4.751025536820465,1.9287867420015643,Iris-virginica
+6,5.233998973893848,3.331249999819012,1.6298605305498284,0.12403598247497327,Iris-setosa
+7,5.2553249742910735,2.4350608174631976,3.861503579418435,1.1750412263695411,Iris-versicolor
+8,6.699636814139221,3.3303662069580557,4.949257024294595,2.169878932778656,Iris-virginica
+9,4.420093878179678,2.835641433951471,1.328218433217149,0.13786860715915555,Iris-setosa
+10,6.847804942079571,3.158498033927988,5.743249020747581,2.359087863480725,Iris-virginica
+11,4.974863547419431,3.0410045499388882,1.6196204892214505,0.34262603924951024,Iris-setosa
+12,7.002192364341448,2.966668531022477,4.938903207998913,1.623785586032816,Iris-virginica
+13,6.245925140611182,2.7145285695068835,4.135169500503192,1.357135059498603,Iris-versicolor
+14,6.193882415377715,2.7807336071021913,4.680742194030131,1.524555546166808,Iris-versicolor
+15,5.670605983794356,3.4716218458328045,1.1382579251809726,0.12633246876014761,Iris-setosa
+16,6.408816448589548,2.598716589635242,4.89118448458682,1.2772870915863503,Iris-virginica
+17,6.146543805233217,2.7086450469690044,5.313690565366209,1.8450435647156158,Iris-virginica
+18,5.184269212416779,3.426604083561444,1.2455992318601499,0.8124619374560239,Iris-versicolor
+19,4.814086662412599,3.309665105034908,1.5395940083085098,0.13286296953794527,Iris-setosa
+20,5.071309892724765,2.6858732695256258,3.672209774908826,1.2792549834379545,Iris-versicolor
+21,6.954774732163841,3.383416270677606,5.866745409555944,2.398599629925287,Iris-virginica
+22,5.751766265614121,2.737400246968953,4.556193276557763,1.3598964201193473,Iris-versicolor
+23,6.2821810249599,2.6857942367719443,4.439348432347835,1.4718726747243056,Iris-versicolor
+24,5.4120101236893765,2.611795369012627,4.810589596924558,1.165367605808957,Iris-versicolor
+25,5.575003063206053,2.91726851822935,4.546632156217505,1.2994434778902466,Iris-versicolor
+26,5.810750602628222,3.1778947384285283,4.270459534076638,1.227226066701316,Iris-versicolor
+27,5.533848481884315,2.500899565289467,3.9560041338732717,1.1795518895793027,Iris-versicolor
+28,5.398409802164904,3.2863038141870193,1.2239771128822958,0.19714394800005114,Iris-setosa
+29,4.977622804755432,3.6572740668697756,1.6251432337869012,0.21361852100997836,Iris-setosa
+30,5.975227118015461,2.806193591737502,4.902464953798225,1.6922098490886228,Iris-virginica
+31,6.2689836691668805,2.732457283395044,4.195797322748569,1.5892905200687775,Iris-versicolor
+32,5.227791107076634,2.6553243188183315,3.8225954007076526,1.404255379966142,Iris-versicolor
+33,5.776446929180261,2.672376911164411,4.942193962628165,1.6245008596490422,Iris-versicolor
+34,5.944723762381749,2.7629807581627763,4.403989724069558,2.0441766287542538,Iris-virginica
+35,5.775326031328966,3.4005583941895825,4.764356726866425,1.3185557038348685,Iris-versicolor
+36,7.479826157409952,2.966352346892393,6.159628650033704,2.1875010988711145,Iris-virginica
+37,5.127633518901741,3.5723877570021427,1.6441846003698803,0.3898906852185423,Iris-setosa
+38,5.063300181308663,3.119552320455508,1.6422867640792882,0.2537985255509981,Iris-setosa
+39,6.53467559199616,2.8506314924965688,4.451329062784486,1.264966323184032,Iris-versicolor
+40,5.678511979127438,2.977635931807564,3.905712846916317,1.443311690458091,Iris-versicolor
+41,6.816272518233237,2.704427999213981,5.407994239906923,1.840736847741502,Iris-virginica
+42,6.385484495252085,2.5148175344660846,4.579549448839168,1.6077926139084209,Iris-versicolor
+43,4.979839773293698,3.2032229331615656,1.5702583466238735,0.3141777284503125,Iris-setosa
+44,5.608649210665512,3.0567057996587677,1.1880340308522748,0.21579510923750847,Iris-setosa
+45,5.727059117704693,3.0944798528174253,4.18780890806692,1.6057028897620567,Iris-versicolor
+46,6.298983101190816,2.6530558835054183,5.614691918384431,1.3257502512459436,Iris-virginica
+47,6.57289788612506,2.730284129111908,5.436161850334928,1.7090186904845834,Iris-virginica
+48,5.891114830818402,2.800225742585667,5.566765179844675,1.9308469315108028,Iris-virginica
+49,6.5705687940308515,2.5598598539448543,5.025124875191406,1.8972405841686342,Iris-virginica
+50,6.069627170000751,2.556430934317321,3.9550622159226174,1.4056976514759503,Iris-versicolor
+51,5.638310216856608,3.031667002867861,4.832168298669169,1.4069506307540465,Iris-versicolor
+52,5.459153545292278,2.795196029577789,1.656209123177707,0.416344269434317,Iris-setosa
+53,5.24250200005658,2.6260349763818414,3.7310274853636503,1.2852532488669999,Iris-versicolor
+54,6.724664633672795,4.049930775875665,1.7048820239002351,0.4706777801298502,Iris-setosa
+55,7.108411977373991,2.5557450647877533,5.30482946179671,2.1508006690847727,Iris-virginica
+56,5.78219639882536,3.2563524194545925,4.812596971154737,1.6469774510952442,Iris-virginica
+57,5.86310526407252,2.8212041322994805,4.627079420269483,1.9898459708507927,Iris-virginica
+58,6.76603534410177,2.7663947722978417,5.396143745272749,1.7671249691194737,Iris-virginica
+59,7.015933591617933,3.1187546307454603,6.108691933619494,2.1076707298968747,Iris-virginica
+60,6.7541133223891014,2.928374432465188,4.834772721100492,1.4662562452212307,Iris-versicolor
+61,5.8357794499882045,2.7719692423142996,4.6810515394620555,1.4338743888713634,Iris-versicolor
+62,5.481508299868009,2.6248674670359526,4.853576006103048,1.7754227128654179,Iris-virginica
+63,6.110951829830768,2.6473799913197014,4.917324310774992,1.6055891602471917,Iris-versicolor
+64,6.733316235658834,2.967831029971645,5.316577137039618,1.9931074069622077,Iris-virginica
+65,6.713647139230346,2.7752758126087773,5.255888145779458,1.740483462985442,Iris-virginica
+66,6.213298466547726,2.7402699189409656,4.312765611188918,1.6890169294331887,Iris-versicolor
+67,5.612151437860884,2.8078938705839573,4.749710772849635,1.7749709353026102,Iris-versicolor
+68,6.776840915292082,2.9706567774781023,4.57643916283931,1.6192217710108863,Iris-versicolor
+69,6.755821101685098,2.7760230012773213,5.32707121332463,1.982003431478042,Iris-virginica
+70,5.663505994541454,2.8803878345612905,4.722506584819329,1.666388266234274,Iris-versicolor
+71,4.783730533061828,2.8582248306928606,4.793336596550547,0.2643312761490406,Iris-setosa
+72,6.629746535161868,3.1907826260384384,4.919039335145776,1.2901745229181976,Iris-versicolor
+73,6.50830494506254,3.104118394580296,5.78254399265529,2.195662821758744,Iris-virginica
+74,6.210333362343595,2.495160516187729,5.2965562486278746,1.776301974581713,Iris-virginica
+75,6.056120782192913,2.8021428282222125,4.558117752253223,1.8340267769824992,Iris-virginica
+76,5.930774579176912,3.1338249390465824,1.6088621340005547,0.35355244702517763,Iris-setosa
+77,5.496384153771339,3.832540282134373,1.5865667018923006,0.3492594439800672,Iris-setosa
+78,5.332066623722287,3.5470140458160877,1.4744862530022083,0.33166323634480166,Iris-setosa
+79,5.8021638619365525,2.83961503868619,4.388499353739085,1.7667547381544662,Iris-virginica
+80,7.2077874530258095,3.086687350977819,5.576046132393732,1.5831118239782644,Iris-versicolor
+81,6.051922110657438,2.6899437227683336,5.735026946979299,1.7944571547217654,Iris-virginica
+82,6.943829281726929,3.104330118878972,5.927589378066573,2.380572695585711,Iris-virginica
+83,5.144608244922404,3.580916971324938,1.6228390109552204,0.21430835839795298,Iris-setosa
+84,6.990259844211622,2.629037849350977,5.68531038032882,1.7394071776208135,Iris-virginica
+85,7.74727926026044,3.572268423827173,6.5647086290610694,2.146831465631191,Iris-virginica
+86,5.941803629606287,2.9192132545636644,5.055818778705042,1.783737299739733,Iris-virginica
+87,4.644242709848216,2.749568480935151,1.5258994568232904,0.217651753746241,Iris-setosa
+88,5.038162219147793,2.2522545206330022,4.190629283394312,1.8030764086962234,Iris-versicolor
+89,6.395739664313523,2.839397982454293,4.970420807537214,1.354110746529666,Iris-virginica
+90,5.926593702361946,2.7168453357807127,4.862012439756155,1.7746273320984318,Iris-virginica
+91,6.922832367316891,3.0135543433931864,5.433860074489941,2.4855892175222616,Iris-virginica
+92,4.721757244910039,2.703501242454925,1.4075785601427298,0.17980221014743425,Iris-setosa
+93,5.663727886295789,2.8820475190970156,4.406587831484124,1.2092573532106328,Iris-versicolor
+94,5.434992720846796,2.649024860699035,4.32161911639603,1.3688143006943319,Iris-versicolor
+95,4.723955399173639,3.1575483122186827,1.2656358021534069,0.12248790360564796,Iris-setosa
+96,6.121110204543143,2.750607814470724,4.529653226933055,1.4003844853495178,Iris-versicolor
+97,4.556883939897219,3.4322264215345983,1.6219197076222334,0.22111702772556613,Iris-setosa
+98,4.569909117476289,2.720299595315947,1.3143171082484375,0.025946525806754245,Iris-setosa
+99,5.739359881206781,2.7265264267645057,3.842428131368404,1.3132793422607802,Iris-versicolor
+100,6.015196531250834,2.62899273908243,5.002950693493447,1.5885331849166697,Iris-versicolor
+101,5.613050974620986,2.6720593879431327,4.3883673179130245,1.5250304579135365,Iris-versicolor
+102,5.910481620258973,3.0085195319560487,4.708197866396526,1.695591231253249,Iris-versicolor
+103,5.106526658566103,3.2179494795205548,1.3749425148620449,0.2095528652815446,Iris-setosa
+104,6.163670539440618,2.789597708052066,4.659152157397889,1.8544953592656708,Iris-virginica
+105,4.560051445528137,2.7911526207215127,1.4466911807886595,0.1558254312125041,Iris-setosa
+106,6.626572793104525,3.4114078851480376,5.321117689132535,2.335909588485345,Iris-virginica
+107,5.397402466249209,2.696840786761424,1.4619170818250453,1.3490279550594357,Iris-setosa
+108,4.547810562329259,3.4167663463286386,1.3560784825181724,0.2908130239946892,Iris-setosa
+109,4.4515385403383005,3.154205392493,1.3332628394439512,0.13962182958039399,Iris-setosa
+110,6.167640790724128,2.788428388400699,4.674041487559207,1.4783531228579452,Iris-versicolor
+111,5.920101524610999,2.8206917639810962,4.6857216799225885,1.6800909142328804,Iris-virginica
+112,5.348690335572316,2.949262927617289,4.225165310521897,1.335780693025993,Iris-versicolor
+113,6.118354924229883,2.5274410825989966,4.925127246520681,1.6018169427535145,Iris-virginica
+114,5.39394905192707,3.67015071270653,1.5376132318343774,0.405835854433925,Iris-setosa
+115,6.3098901784239265,2.4371541942497723,4.807790470239944,1.4886295747073146,Iris-versicolor
+116,5.517930535897262,3.028691035461286,4.7782987786305675,1.5740613032227266,Iris-versicolor
+117,4.691386789779849,3.2641559066411885,1.6392113182913666,0.2776136007687826,Iris-setosa
+118,5.848649869307546,2.5242395196739205,4.180429195621676,1.227778161603893,Iris-versicolor
+119,6.816644032911309,3.30867397970553,5.095859817222257,2.45632138523847,Iris-virginica
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..eef20490f3b46601b22d919265f151460feb7fc5
--- /dev/null
+++ b/iris/tvae/2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.180322944895488,2.3876157226327983,3.796822971876921,1.316209121345599,Iris-versicolor
+1,6.365484252102528,2.8054919952955446,5.054335939319562,2.087308948538086,Iris-virginica
+2,7.595244987637303,2.7591332199659258,6.55165834481289,2.0207832311945833,Iris-virginica
+3,4.895703574925452,3.1192751124462044,1.3082170443442858,0.3329247892293217,Iris-setosa
+4,6.705311545006442,3.0273220183805964,6.026778101834161,2.227420312465917,Iris-virginica
+5,5.731693273302617,2.5689573267275994,4.848648041527823,1.5162425604944398,Iris-virginica
+6,6.417379319246452,2.9090244512196546,5.190652866836374,1.4512196308765433,Iris-versicolor
+7,7.203938597107747,3.0900608789330204,5.815011047550186,2.159862927744581,Iris-virginica
+8,5.331397840216385,2.888768816749369,1.2183549807139746,0.17748966030056598,Iris-setosa
+9,5.0287712858738285,3.369632164550663,1.3091915238897096,0.16893376020904388,Iris-setosa
+10,5.35706429468391,2.854147969485952,1.5099012549023623,0.48513237984977686,Iris-setosa
+11,5.556065369838653,4.077565110297013,1.6617474334995712,0.2656081664938988,Iris-setosa
+12,6.582712610214804,2.756610424113667,4.980075666817898,1.4400883265156739,Iris-versicolor
+13,5.061099689037878,3.5237808903000274,1.533038802684816,0.1927635188252581,Iris-setosa
+14,6.399144440504658,2.668192747791256,5.261697031774084,1.6488580114303302,Iris-virginica
+15,4.5034025793901975,3.0811176910475826,1.261747803502299,0.19369677088261295,Iris-setosa
+16,5.444202687054816,3.038931718827775,3.5690027504839703,1.5538287632065995,Iris-versicolor
+17,4.902462778857535,3.6731829591424145,1.7193644303503057,0.31536103247470304,Iris-setosa
+18,5.699783306795641,2.847743229652086,4.87163126574365,1.9938809374012356,Iris-virginica
+19,5.158099805898124,2.8751413043442056,3.5232168532535972,1.4048815955541119,Iris-versicolor
+20,4.735275365934787,3.456584797970484,1.1751684739140251,0.13386532462340694,Iris-setosa
+21,5.243333393609322,2.962820634949944,3.6534486720850667,1.1346866855610827,Iris-versicolor
+22,5.749695754386286,3.5960591508381876,1.6579605410845097,0.36369810496659233,Iris-setosa
+23,6.7416446878231024,2.5873001932998347,5.5545712799900135,1.5106373293437199,Iris-virginica
+24,4.919727325928213,2.8247605776946867,1.4093036088229198,0.3878115050471936,Iris-setosa
+25,5.220470343171527,2.839343744279533,1.4515015985257982,0.21800455220157774,Iris-setosa
+26,6.754617134988806,2.638487265443631,5.112689702348396,2.4517710293455908,Iris-virginica
+27,4.595526357099102,3.3836311853344543,1.7504855441842861,0.2287592858886308,Iris-setosa
+28,5.194191779367364,3.788240213188841,1.5508155655700704,0.2964429477963583,Iris-setosa
+29,7.115029480959273,3.5179760944130862,5.177664824171902,2.318916857991045,Iris-virginica
+30,4.83288553513217,3.265719458384451,1.7513489688387285,0.22986354548310134,Iris-setosa
+31,5.664197006978427,2.661408923699738,3.855170081931728,1.297350642695763,Iris-versicolor
+32,6.141775287822539,2.4856696885584317,3.7092626946832152,1.1900467856192212,Iris-versicolor
+33,5.42381231622099,2.630653873282127,4.542869636927761,1.1635019257502779,Iris-versicolor
+34,7.297793759452073,3.6423291632348698,6.023471354895251,2.0831150737774076,Iris-virginica
+35,6.816610636772027,2.968289192045297,5.274959199372283,2.211166170258655,Iris-virginica
+36,5.533693205002096,3.1880860328669187,4.589288768325013,1.562232879463527,Iris-versicolor
+37,5.4897817182337105,3.0366043071511024,5.061148884778817,1.8474410771429546,Iris-setosa
+38,6.686881267835373,2.6127138034060184,4.7915111796888326,1.4548085221266858,Iris-versicolor
+39,6.042767504230171,2.736169150680485,4.529024812995134,1.3921609834513262,Iris-versicolor
+40,4.952392479966237,3.0147524122619065,1.4460495753700688,0.3716641116951999,Iris-setosa
+41,6.329623362594215,2.9286394002762144,4.897831575738185,2.21957661560418,Iris-virginica
+42,5.87477667312461,2.6320689698350535,4.155819152736276,1.5446419198393335,Iris-virginica
+43,6.894762679861761,2.9301551575167615,5.210275513328328,2.08433555216762,Iris-virginica
+44,5.791725773631372,2.674521445095193,4.949583208695601,1.698296021158136,Iris-versicolor
+45,6.089494318031571,2.4960865172004163,4.142079148410305,1.449105433078083,Iris-versicolor
+46,5.471874939897517,3.5798238448060853,1.4780963699223784,0.3863551256462436,Iris-setosa
+47,5.295399821851686,3.34003967461341,1.5596966432354078,0.2826321998079802,Iris-setosa
+48,5.623270834475674,2.5038407659079076,4.253107356448061,1.2523288682720697,Iris-versicolor
+49,5.042021201360032,2.9466394868985564,4.139332989023622,0.9188217289237127,Iris-versicolor
+50,6.228016103260818,2.6840401197753487,5.197152417226013,1.795949412870124,Iris-virginica
+51,6.084336007132299,2.758928058464907,5.352556801024459,1.545862367993161,Iris-versicolor
+52,5.977798433355706,2.8963610602129424,5.047356129041203,2.0330135299961523,Iris-virginica
+53,5.164342243531567,3.473736999524464,1.540376219017691,0.42634500571412126,Iris-setosa
+54,5.650485964202249,2.475699308377095,5.324557876815131,1.730377506329802,Iris-versicolor
+55,7.055846994100016,3.420733232611661,5.709147500435325,2.263391126702099,Iris-virginica
+56,5.051279984373865,3.4544746463101386,1.0006029647129504,0.23929366866653004,Iris-setosa
+57,5.958246824687095,2.9928366407096894,4.682648119176655,1.4722456562360309,Iris-versicolor
+58,4.768123901793689,3.0917126930227106,1.438925651480579,0.17871505340255706,Iris-setosa
+59,6.2407502459700686,2.64331525540989,4.2983937941178265,1.435252051847352,Iris-versicolor
+60,5.587155056102046,2.7693341075119853,5.384020285894664,1.866459765405269,Iris-virginica
+61,4.8084587393774285,2.121864153373586,2.7514095211869676,1.020662631408375,Iris-versicolor
+62,6.08518801995264,3.1511849303503747,1.618577593297433,0.4257094449918193,Iris-setosa
+63,5.159033190152067,3.43240899862412,1.669386739607289,0.3966164352524652,Iris-setosa
+64,6.160759691711388,3.050767861687817,5.040607556145817,1.7788433836927606,Iris-virginica
+65,5.120071748248765,3.0187501063212068,1.7791308478961152,0.2044619414624097,Iris-setosa
+66,6.152878324223982,2.8731319484826714,5.117183688307717,2.2143300226805955,Iris-virginica
+67,6.66941177909764,3.7148089373290194,5.546134008186452,2.387182746067894,Iris-virginica
+68,5.596060995820198,3.0446589905296797,1.3366110503832018,0.9807025898243827,Iris-versicolor
+69,6.4934424996599684,3.1793996198272065,5.67169042435895,1.9631003385391255,Iris-virginica
+70,5.605226275541598,2.264409657824486,4.821146971241514,1.6389172850876927,Iris-virginica
+71,5.214100474695649,2.2789794205604417,3.9965940040333403,1.3673690385617245,Iris-versicolor
+72,6.661778518659325,2.8668954238015716,5.545193604113214,2.0107376402979584,Iris-virginica
+73,5.916906325904835,2.5138749593802245,4.674200001729093,1.71063443935976,Iris-virginica
+74,6.332569414814124,2.6377270268638275,5.116353286521041,1.506810314253702,Iris-versicolor
+75,6.12895687577422,3.1882406538369144,5.207681061445549,1.947027268926506,Iris-virginica
+76,5.483935496805568,3.352945199663267,1.6726639586458854,0.4105624007804746,Iris-setosa
+77,5.4811585555073,2.6827193347193163,4.127854238456418,1.1110233489372936,Iris-versicolor
+78,6.032895862738421,2.869375836435259,5.080997999610328,1.8673225378386322,Iris-virginica
+79,5.9597166008542315,2.6189724370435505,4.155530477726632,1.3677312621819975,Iris-versicolor
+80,5.0778242009331445,3.7765842905065314,1.586175971456106,0.3074242121181041,Iris-setosa
+81,7.155536928923008,3.348334580707687,5.092249550512027,2.2232059789958636,Iris-virginica
+82,5.613687957869477,3.2900735802546235,4.807216593881517,1.6358684241553199,Iris-versicolor
+83,6.3189699180931695,2.6398158196724744,5.140891858857865,1.6429112458905257,Iris-virginica
+84,4.795133918340171,3.1622428267104783,1.5844968616884936,0.43019923066403776,Iris-setosa
+85,6.225923347840891,2.7783134053903797,4.573798423742298,1.5718051105258162,Iris-versicolor
+86,5.303508398830866,2.493438520369264,4.203855065968751,1.4246118419083276,Iris-versicolor
+87,6.797555938016226,2.986649400407113,5.267672574240265,1.7006521468967575,Iris-virginica
+88,6.056754400381774,2.9853835080407665,4.667958468671762,1.4984033354103319,Iris-versicolor
+89,6.3400878586783564,2.864516834676482,4.448466369894458,1.2588647946944773,Iris-versicolor
+90,5.104097731686749,3.290696397119992,1.3761985569219979,0.18470872456842422,Iris-setosa
+91,6.563027172291282,3.3005619120423986,5.687426652070333,2.295728898559672,Iris-virginica
+92,6.275482745664165,3.2385132021138197,5.217935159001264,1.7865277667702781,Iris-virginica
+93,5.915112763460964,2.7858668264541873,4.549999538106239,1.5788914717915037,Iris-versicolor
+94,6.72648495465709,2.490701335356852,5.2947060862840365,2.0992141681070726,Iris-virginica
+95,5.141532008492678,3.0155653107968408,5.003551633232771,2.0544925841473844,Iris-virginica
+96,4.939756094835454,3.4388911428788633,1.0888744843506677,0.11700062656808763,Iris-setosa
+97,5.621066400856206,2.519593019695179,4.3396018020423615,1.5531724280526222,Iris-versicolor
+98,6.0171354194486275,2.094801859904959,4.520624311646561,1.4766229284565229,Iris-versicolor
+99,5.823159070542419,2.561892659213119,4.602297580341221,1.4398793876775073,Iris-versicolor
+100,6.0686995276955695,2.9252553982182015,5.195698850104075,2.1587194396914624,Iris-virginica
+101,6.697618418943874,2.4627390284366086,5.253972356742848,1.7571253342439392,Iris-virginica
+102,6.294786865263088,2.7516018193144376,5.197501296771797,2.2009364021323403,Iris-virginica
+103,6.441479283338969,3.044652260483307,5.137883299186608,2.3321855409700256,Iris-virginica
+104,5.215921351164919,2.660774274359847,1.547461531069086,0.20342443182016007,Iris-setosa
+105,6.334401242502555,2.6298213866068196,4.500208626284341,1.1529520651997571,Iris-versicolor
+106,6.960984273075679,3.593568077455749,5.485644764484007,2.1884679458536005,Iris-virginica
+107,6.477676442907688,2.666443111609604,5.314599088400655,1.5962812543886606,Iris-virginica
+108,6.132613852379576,2.559511542310139,4.8966822678913475,1.6081217573077125,Iris-virginica
+109,5.772539262845087,2.512951346048391,3.5441556864417336,1.0541605668030847,Iris-versicolor
+110,4.550154883415384,3.160823599342794,1.3704639072660374,0.18774493364116673,Iris-setosa
+111,6.27241608651837,2.7015028159230874,5.016233149935667,1.2934158891293464,Iris-versicolor
+112,5.714986027296379,2.724368368569445,4.240536436081789,1.5150841576175067,Iris-versicolor
+113,4.571112197187706,2.714861978747832,1.4755316960817733,0.3256055065182102,Iris-setosa
+114,5.846163400122227,3.320994470021761,4.441585242521223,1.468265824655912,Iris-versicolor
+115,6.570786652167412,2.65309218879615,4.698699351193502,1.316610121691983,Iris-versicolor
+116,5.897581764660052,2.901170881836356,5.388725652964362,1.9383019608263699,Iris-virginica
+117,6.735722905718363,3.293669031804735,5.719408276578655,2.161552904948696,Iris-virginica
+118,5.499795794572452,2.8488115543077934,4.833929108315453,2.0036055942185618,Iris-virginica
+119,6.725381691886931,2.8549004403158804,5.087175516642948,2.179331719731197,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..e97a76d5949b63eab0ea446866027eb967363070
--- /dev/null
+++ b/iris/tvae/2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.133151858583931,2.9505720960448816,6.156876313450978,1.9794593771682782,Iris-virginica
+1,5.215548862433196,3.5775403054269916,1.4865431626752803,0.25238133653364486,Iris-setosa
+2,5.670343227253143,2.7688523647782626,4.265729196303275,1.4363536706115825,Iris-versicolor
+3,5.781452658991614,2.684968173697609,4.624338307057947,1.581076659969921,Iris-versicolor
+4,5.68158330148551,2.5775816993380123,3.8298174912784946,0.9773804689623723,Iris-versicolor
+5,4.548122356493,2.9078959439636987,1.614607073226896,0.2510730365700657,Iris-setosa
+6,5.733326955237578,2.8830559227975234,4.631221396386346,1.2450734659574798,Iris-versicolor
+7,5.48684257095543,3.6815438466971986,1.7603293606857613,0.2976834229833162,Iris-setosa
+8,6.322492398621743,2.950428330272908,5.204052976758455,1.9996825762327364,Iris-virginica
+9,5.10421084016464,2.698014552869797,3.5055930814284073,1.4479883753889573,Iris-versicolor
+10,4.988886645026561,3.448622974816918,1.3963463311413986,0.46033885715544254,Iris-setosa
+11,5.1673402842500415,2.547895673001748,1.5594262471542604,0.33561607040223584,Iris-setosa
+12,5.967874692982437,2.803303179358743,4.482580939701081,1.7968510124635597,Iris-versicolor
+13,7.091699978463415,2.857881936768823,5.6644981784961566,1.7462415242615383,Iris-virginica
+14,6.499812686319329,3.0186591652442845,5.482637730971241,2.143877114949615,Iris-virginica
+15,6.247380409647695,3.043084941777022,4.599180500405576,1.5727710538309363,Iris-versicolor
+16,6.36430080629375,2.9629635556331713,5.054168767895612,2.3562186933565705,Iris-virginica
+17,5.798192004933584,2.746321417038396,4.446214436366697,1.584153723623049,Iris-versicolor
+18,6.445290122795561,2.7172976968771456,5.253739174247928,1.543556463787032,Iris-virginica
+19,5.931241697873308,2.9353379591418154,4.787407502647729,1.4924692909156367,Iris-versicolor
+20,6.316805157735824,2.5155772935325933,4.825473913695734,1.816286741992561,Iris-virginica
+21,4.863387591345342,3.3588695198154905,1.45736549880137,0.2778864565475799,Iris-setosa
+22,4.597394364282593,2.8778442261996107,1.4159878734442088,0.1638066888613078,Iris-setosa
+23,4.532081838389953,3.0788026873425456,1.4202847550414937,0.37813256054393013,Iris-setosa
+24,5.339274814289323,3.2188685481077335,1.6518523388550328,0.12705461574023058,Iris-setosa
+25,4.702784137045535,3.191226693089496,1.2854550093597745,0.19333086122188436,Iris-setosa
+26,5.9866996897810605,2.5548153908545688,4.863777930103544,1.6693169475517042,Iris-virginica
+27,5.557276721661738,2.4893725601606795,3.5567806968540356,1.2389796768182633,Iris-versicolor
+28,7.607473209188569,2.74566878084098,6.122587148455884,1.9937358797065927,Iris-virginica
+29,6.897840931138703,3.1656153666973457,4.555367359946272,1.4325325238872773,Iris-versicolor
+30,4.928765209818702,2.4611842506034614,2.921836057038898,1.168210227911455,Iris-versicolor
+31,4.6420898107338004,2.750415005632377,1.7640131343113614,0.17119384645099078,Iris-setosa
+32,5.629078755927205,3.0712647019509154,4.601203655431465,1.4078903042635729,Iris-versicolor
+33,4.912832448923454,3.27201116327339,1.4605347538215174,0.3169288079251609,Iris-setosa
+34,5.664282230124421,2.910117689118663,5.00969366215853,1.4520593066008354,Iris-versicolor
+35,5.243844283371677,3.3092281146387403,1.1804331256655283,1.2531712369601682,Iris-versicolor
+36,5.953678707163372,2.9220003459684607,4.174114718339506,1.3008289811408429,Iris-versicolor
+37,6.614723065347294,2.7703052719003245,5.165961671520275,1.8398904405947976,Iris-virginica
+38,6.027182791322759,2.882557580212276,5.038515455323678,1.593389834811314,Iris-versicolor
+39,6.961034598298868,2.7222575973014265,4.371637526959537,1.3484473843723976,Iris-versicolor
+40,4.875335449554661,3.5057079286539823,1.360729518011642,0.28282277982584664,Iris-setosa
+41,5.915732768597284,2.760074273678465,4.92279769680445,1.619734170810586,Iris-versicolor
+42,6.707999693856361,2.483153554444917,4.553251200364379,1.5832186192109345,Iris-versicolor
+43,6.030317466598444,2.0985674267209045,5.201421145064458,1.4004205373507375,Iris-versicolor
+44,5.605371968332866,2.611517191773256,4.046236283778116,1.3739942289539826,Iris-versicolor
+45,7.265953685276855,2.7139958940962643,5.2633158263955275,1.9483318052190384,Iris-virginica
+46,4.863648470008682,3.004049292018695,1.5962467223546777,0.10573272451655955,Iris-setosa
+47,5.750396832897524,2.961953707707639,3.945649616868834,1.0687918398822474,Iris-versicolor
+48,6.227432034003335,2.7902105191576023,5.098966042655958,1.729437560765674,Iris-versicolor
+49,5.362877919843916,3.555568013115426,1.4106726628464532,0.4092172339511418,Iris-setosa
+50,5.612617597757453,2.9158175047060633,1.531118653525056,0.18882664521034603,Iris-setosa
+51,5.144371300900172,3.642755551893547,1.5428247305914247,0.27096199380046443,Iris-setosa
+52,5.8581138137776625,2.7336125411930365,4.851848125611387,1.9040546920845696,Iris-versicolor
+53,4.973911056849981,2.820135980540817,1.5161366707135604,0.31568309140352957,Iris-setosa
+54,6.5413758947547676,2.928895939056777,5.604727877379993,2.1255163713403418,Iris-virginica
+55,4.731512534721847,3.078717709175921,1.5765819128953993,0.16075864541041573,Iris-setosa
+56,4.888046792967987,2.9181481317443603,1.5228205979804135,0.02851146692184725,Iris-setosa
+57,7.561375577440629,3.28069344803917,5.7538446128909,1.6837443320902221,Iris-virginica
+58,6.481332411207483,2.986305535028928,4.632623232240741,2.0242644478728518,Iris-virginica
+59,6.418269259963622,2.5374741851620937,5.203617363516906,1.5942828991739433,Iris-virginica
+60,6.140904631950936,2.2553811106292376,5.163305998540855,1.855943741110327,Iris-virginica
+61,4.4704303193203225,3.3475264361831614,1.4140697805194906,0.1838954252173651,Iris-setosa
+62,5.743341185126524,2.8997359590710157,4.50201751531413,1.3861647604655167,Iris-virginica
+63,6.939719671807632,3.1124383402244242,5.8759653753352525,2.0598483448533185,Iris-virginica
+64,5.671836765606507,2.4685142188797746,3.927521067238854,1.4839968308730362,Iris-versicolor
+65,6.744252544455083,3.007375402052414,5.231746318935131,2.129007771286163,Iris-virginica
+66,5.530777274839862,2.9953768037862982,4.7418307512833735,1.7505127623309649,Iris-versicolor
+67,6.107494208307652,2.6819990268153147,3.5540833315441835,1.6350044009309996,Iris-versicolor
+68,6.0777533886359745,2.784846784155402,4.724743115201914,1.3007859748098267,Iris-versicolor
+69,6.083465533663209,2.8399041775288096,4.242514134320448,1.3801113703713521,Iris-versicolor
+70,7.135725714634473,3.8074442848623957,5.796331232634506,2.481851736473529,Iris-virginica
+71,5.243022448043886,2.6465650046071825,4.294920443015088,1.6221041535719702,Iris-versicolor
+72,5.208310563769873,3.1107869878878467,1.6722416766490142,0.13630714681160153,Iris-setosa
+73,6.892447595062405,3.027961481976286,5.3564316512606425,2.151818073172582,Iris-virginica
+74,7.030472544797451,2.7836691285030173,4.715958737313369,1.4990452792610733,Iris-versicolor
+75,6.429402991253667,3.089091954523144,5.0597493932334565,2.1686938351865264,Iris-virginica
+76,4.678610679364724,2.8885272707527774,1.6296947876393593,0.3164978700375993,Iris-setosa
+77,5.014736665473278,3.5275610615507627,1.3826896395173434,0.210793991418742,Iris-setosa
+78,4.52685444637978,2.841671169077486,1.257751040600038,0.20030128475587824,Iris-setosa
+79,5.68033838884772,2.863194853862529,4.485518604934868,2.1074017887830045,Iris-virginica
+80,6.146437473379429,2.9503398924322233,5.235090098336257,1.6375104376122078,Iris-versicolor
+81,4.7035926256082226,3.242143387389484,1.206661123754777,0.1536921736138257,Iris-setosa
+82,6.26869907410081,2.7731325862270437,5.30044143649469,1.7120616549087222,Iris-virginica
+83,5.060246186999337,2.866613333648105,1.669655054908379,0.35271312777145647,Iris-setosa
+84,6.650868449906517,3.000448375028221,5.338684923440118,1.761292248512057,Iris-virginica
+85,5.216100704344999,3.0135412210863644,1.481543359046051,0.36919214255313987,Iris-setosa
+86,5.718391224410832,3.210294953074247,1.381160000434167,0.31804389234079755,Iris-setosa
+87,6.066465762649402,2.897626911062064,4.567782370752089,1.3768088333249324,Iris-versicolor
+88,6.916203402695053,3.0179352205230705,5.640772664491873,1.7654702240803863,Iris-virginica
+89,6.7726978570092715,2.693601069573877,5.063508052701434,2.0900782153788198,Iris-virginica
+90,5.805698805876117,2.7388436793671276,4.874839304515292,1.6731393072206506,Iris-versicolor
+91,5.467835605984383,3.1411090663958072,4.772610213529799,1.9586210995201854,Iris-virginica
+92,4.982543516700148,3.1541295059953565,1.574564433096889,0.21733044097184046,Iris-setosa
+93,4.881083839485473,3.2518937355050603,1.2623178157881367,1.1974605049587002,Iris-setosa
+94,6.478990989412434,2.941427791049941,4.8859258434635064,1.5897511852744795,Iris-virginica
+95,6.922036951981376,3.2399117930949153,5.3305882971040175,2.401973108129434,Iris-virginica
+96,5.690497494175101,3.147160565750485,4.545033472016277,1.4349614674852433,Iris-versicolor
+97,5.686016638231841,2.6060613943824937,4.007639920507607,1.3223685759279469,Iris-versicolor
+98,5.665364179380118,2.9049936376158185,4.5628813030105215,1.1120936552726455,Iris-versicolor
+99,5.7225597625700475,2.9523319194972055,5.268519727810505,1.976305179680676,Iris-virginica
+100,4.5716194680641316,2.9978704534577885,1.4078084704080038,0.34824807037822914,Iris-setosa
+101,5.373666462551804,2.891999251204704,4.616962847016306,1.5622365834043959,Iris-versicolor
+102,5.395176720002627,3.814849607816045,1.4221422715145489,0.1994263786272244,Iris-setosa
+103,5.436734320544705,3.006607590103525,1.4028522687366793,0.2342367184353963,Iris-setosa
+104,5.421406930061735,2.786713598328817,4.162432386078096,1.1855770630738813,Iris-versicolor
+105,5.936455369055512,3.289371099652939,1.5741844033958263,0.35826406605816946,Iris-setosa
+106,4.4432408315700345,3.5303291381178417,1.2642364402800865,0.14473456727245,Iris-setosa
+107,5.990112385429563,2.9129397767944045,5.255557710512742,1.6199532929782794,Iris-versicolor
+108,6.997407702320456,2.959008671320303,5.011143559959735,2.0139196604808065,Iris-virginica
+109,6.963242809621806,2.9461736214420533,5.519012299587359,2.098787332286197,Iris-virginica
+110,6.756306320858708,2.9985120637286204,4.925113732805021,1.4196191612365239,Iris-versicolor
+111,6.05668125593324,2.8551524967524684,4.658504332344242,1.67911315027784,Iris-versicolor
+112,5.634702511010464,2.4780239555079357,3.8822686889595395,1.4874440438245347,Iris-versicolor
+113,5.425599412899488,4.030267327376728,1.5183569847604006,0.3185917866877857,Iris-setosa
+114,5.912432545018717,2.406312907547113,4.212460852899495,1.3130726292058261,Iris-versicolor
+115,6.89204248222693,2.997048209656247,5.164197810944373,2.275255514068854,Iris-virginica
+116,6.2192125197296315,2.6903422127498047,5.401464345714428,1.8681691673604954,Iris-virginica
+117,7.213043264269017,2.9335930489721522,5.787805013496107,1.8198768444515443,Iris-virginica
+118,5.535907946006728,2.772973495762917,1.54062550726109,0.2259105475191746,Iris-setosa
+119,6.497925663836417,3.0583644225701003,4.629836726235876,1.470312642928626,Iris-versicolor
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..bc754466d669b3852ffd7488a7525016d518fb60
--- /dev/null
+++ b/iris/tvae/2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.712975542651432,2.558185239241224,4.033323667399293,1.324214625788448,Iris-versicolor
+1,6.561992551345094,3.1584465039808167,5.454892101751972,2.033385414801016,Iris-virginica
+2,6.438725394088933,2.944053968479806,5.27775655350575,1.7692470957944215,Iris-virginica
+3,6.203805373905628,3.016457298030379,5.053608257792505,1.7254050340068878,Iris-virginica
+4,4.761958282265697,3.0691264127739117,1.318945524616879,0.22548080228671924,Iris-setosa
+5,5.855544643748881,2.5802741240501073,4.419658552084002,1.3044771724670796,Iris-versicolor
+6,4.87930443196141,3.525061496679745,1.592919817816813,0.06971175684987108,Iris-setosa
+7,6.939315036139844,3.372582385704909,5.389868235867815,1.9649546678648688,Iris-virginica
+8,4.580745405342625,2.9344549445488215,1.491606395039685,0.2615989879655525,Iris-setosa
+9,6.584503606929852,2.9842740032646202,5.005598144767426,2.3523803920606556,Iris-virginica
+10,6.049463060607146,3.2969699430630044,4.898384208867979,1.6563789193950589,Iris-virginica
+11,6.600605315212959,3.1579936978120653,5.277836197145287,1.7359635073456694,Iris-virginica
+12,6.265244631760457,2.829921987746564,4.973436794074538,2.0606043528173963,Iris-virginica
+13,6.67119102685807,3.42696997462394,5.768538780078093,2.301445183953228,Iris-virginica
+14,5.71186065071879,2.527193831717416,4.938020023062847,1.8521752354107508,Iris-virginica
+15,7.550268205924034,2.9493714098163766,5.575004732999859,2.006051238205768,Iris-virginica
+16,5.831353905141157,3.0822436332294703,4.946918692771544,1.82926597560761,Iris-versicolor
+17,6.197577425814556,2.4224248140952525,5.222091306694069,1.9024949617942375,Iris-virginica
+18,6.799899421255096,3.288527419293305,5.75052935958958,2.3701732705715113,Iris-virginica
+19,6.432464413448146,2.5313388918882125,4.188142335963119,1.3002731502738818,Iris-versicolor
+20,5.7004699424596765,3.138365217182513,4.054790304874886,1.1818138388745931,Iris-versicolor
+21,6.170500849763827,2.658048818293876,4.89498861480574,1.9003539362452915,Iris-virginica
+22,5.527097943549813,2.498048903734133,3.8077438226929945,1.6452867830086804,Iris-versicolor
+23,5.194614255653675,3.3391699376694755,1.458682742997627,0.1908339845573648,Iris-setosa
+24,6.315959548779639,2.594670526236872,4.045596273323911,1.4733644789334766,Iris-versicolor
+25,5.874437985489061,2.8262766788239673,4.881784106095937,1.6521333291737572,Iris-versicolor
+26,6.913957128238417,3.19601452685692,5.70239771001023,2.1383177834146956,Iris-virginica
+27,6.8702456503167815,2.6289294460826897,5.047587463420609,1.4855821934003153,Iris-versicolor
+28,5.582016478377378,2.785551178242274,4.537364676442283,1.6462660702771756,Iris-versicolor
+29,6.780440204250254,2.8922424168106358,5.282878611951158,1.7691224819857885,Iris-virginica
+30,4.798347330925656,3.1515652013284896,1.7354868714756848,0.40284578675598437,Iris-setosa
+31,5.221640013115862,4.009067089587414,1.2255150134369144,0.15579888380444215,Iris-setosa
+32,5.611495769326468,2.711223419219112,4.109221368176581,1.2717193898956196,Iris-versicolor
+33,6.014126016968713,2.8187498766234005,4.7444725206781815,1.9461697087892564,Iris-versicolor
+34,7.116430473324065,3.1705386317462447,5.007560295316503,2.2595028000487063,Iris-virginica
+35,5.337209912399037,3.1924541450328086,1.3796988726325625,1.2541340726449435,Iris-setosa
+36,6.376956212691153,3.4985961431046877,5.233589050302572,2.0101414149817267,Iris-virginica
+37,4.688759227305292,3.2379654338585997,1.4884747745360396,0.21579100370837473,Iris-setosa
+38,5.992110150253098,3.025724088913937,4.220809367133439,1.397414371488313,Iris-versicolor
+39,6.99036865367681,3.2736558995379945,5.649674636456478,2.3319348947721794,Iris-virginica
+40,5.228810962958256,2.3620791428154884,4.268834289397087,1.3039464316266625,Iris-versicolor
+41,6.017385516097062,3.2585839337890605,4.877391199919393,1.9186299295020488,Iris-virginica
+42,4.5576078587962,3.361954130240028,0.97831417812537,0.10305677992294374,Iris-setosa
+43,4.742878162622973,3.0705279603413778,1.382256204509301,0.2472718652468729,Iris-setosa
+44,4.863326020031089,3.042717942088413,1.4528315673558891,0.10034119940938163,Iris-setosa
+45,7.298842422504952,3.2671111348953437,5.543075764826549,2.0750676169534357,Iris-virginica
+46,7.020518210345111,2.7821605352940497,4.613721376713825,1.506640030048762,Iris-versicolor
+47,6.039757036011286,2.85731041921244,5.104714457508897,2.3383095251268475,Iris-virginica
+48,6.4252818458527985,2.7569088056315896,4.224147183256311,1.3174129867023208,Iris-versicolor
+49,6.014325012408648,3.1118537006429015,4.644161135692707,1.9648558603699908,Iris-virginica
+50,6.804661000984283,3.542434131493042,5.744364953448131,2.4654685817484188,Iris-virginica
+51,7.247851097037738,2.790978787697312,5.221944050564726,1.9468938599057668,Iris-virginica
+52,6.758075342946632,2.9909987659559727,5.009134322405356,2.2902440095988164,Iris-virginica
+53,6.700213678722797,2.7234136836260046,5.661366529592878,2.0343184271470793,Iris-virginica
+54,6.201907369004729,2.8733274182685995,4.789424153197091,1.5236492585709807,Iris-versicolor
+55,5.104637956364164,3.4413935932574655,1.4099182511721506,0.21891986258741356,Iris-setosa
+56,6.63799392362832,2.812292740813709,4.728014259126061,1.4403314572539359,Iris-versicolor
+57,4.9491742374281795,3.135967581678445,1.41555699824018,0.032483955179591906,Iris-setosa
+58,4.768093090357583,2.782099656985175,1.4319606916893755,0.3122757799755661,Iris-setosa
+59,5.634259668114147,2.7205016133956974,1.4188195749601256,0.25470976230977205,Iris-setosa
+60,6.666737291627376,3.432022889767259,5.684501835190373,2.124367382888171,Iris-virginica
+61,5.880369301245653,2.9779054304717,4.57417820502219,1.5665580736131657,Iris-versicolor
+62,5.084698152297739,3.3535919882015772,1.5622930258854457,0.22480227284202842,Iris-setosa
+63,4.869908952112638,3.001933555805821,1.5328121605959266,0.11501161553107025,Iris-setosa
+64,5.071671416894788,2.8191032170638675,1.4429687932757866,0.274745350440708,Iris-setosa
+65,6.648379572437463,2.939415350074795,4.795418038056888,1.7130895692813886,Iris-virginica
+66,6.197583684135092,3.223730978313069,5.659895393260555,2.066884021078243,Iris-virginica
+67,6.377842390525382,3.41569668254673,4.948206789301014,1.5093067643004603,Iris-virginica
+68,5.904522247003695,2.6234241019880944,3.4782617953241877,0.9838952919870866,Iris-versicolor
+69,5.241821209677445,2.9775014394292794,1.2157813333236818,1.3913781126275446,Iris-setosa
+70,5.514474531794381,3.65692959775143,1.3568492552138802,0.13205584485492697,Iris-setosa
+71,6.949929309044652,2.4529356703518594,4.443694726563233,1.5087114581676133,Iris-versicolor
+72,5.324203222462866,2.9163049144506257,4.173004310129265,0.643385250401299,Iris-virginica
+73,5.198637675046125,2.3184768457463063,4.102362216549024,1.411597647546945,Iris-versicolor
+74,5.325392892616428,3.415104410190264,1.4395259667925895,0.30629395093252737,Iris-setosa
+75,7.128470442702807,3.1766941053972664,5.964559254084246,2.174098615740465,Iris-virginica
+76,5.967794498113661,2.900283266552592,4.705422132917348,1.6081216824272349,Iris-versicolor
+77,6.808350669482373,3.318762868918278,5.8135320266649035,2.382953638892394,Iris-virginica
+78,6.413340070877755,3.6381434219445263,1.7818962643444094,0.4811751965576902,Iris-setosa
+79,6.067784657071456,3.102756473645838,5.278142971089285,1.975637689811157,Iris-virginica
+80,5.670219222429643,2.910963786679314,4.58906209949193,1.6011302114437775,Iris-versicolor
+81,4.504256973914967,3.1059578441434783,1.264609237995072,0.18681400196776948,Iris-setosa
+82,6.192330253165755,2.9244647797734,4.720694673245553,1.5493652500108468,Iris-versicolor
+83,7.013618218206359,2.9953067242365172,5.500599573953467,2.163971434551856,Iris-virginica
+84,5.452224205979331,3.724850807931512,1.0220836735392014,0.14198349829779833,Iris-setosa
+85,4.663119628705552,3.2483227989454564,1.436448490035145,-0.0887099093781401,Iris-setosa
+86,5.933676082561486,2.9241025137578154,4.749243859732259,1.745471770667129,Iris-virginica
+87,6.533984983236279,3.18621162935114,5.088094932493953,2.2503423493414907,Iris-virginica
+88,6.715002878006077,2.7681689998289474,5.70664302451694,1.7557520417467882,Iris-virginica
+89,5.42387801681009,2.7103769957682387,4.784085216205972,1.938585725504863,Iris-virginica
+90,5.93477412196792,3.0563505571970353,4.80173738949532,1.8722724370310404,Iris-virginica
+91,5.133773590909084,2.4913261205158266,3.0443034192003653,1.2128013202201016,Iris-versicolor
+92,5.292219037443339,2.691343243012404,4.166070831493554,1.52160278994508,Iris-versicolor
+93,5.115483295934193,3.407735277380373,1.1155884410404788,0.1527763092223592,Iris-setosa
+94,5.5706227174836,3.1715518365332303,1.3954287544094859,0.33632794463155163,Iris-setosa
+95,5.235202751765336,3.4423801857980787,1.5142205653485104,0.5005966883540129,Iris-setosa
+96,7.6097633944446645,3.608998094739457,5.623887148828313,2.347451203131941,Iris-virginica
+97,5.399514675228867,3.1721051065527304,1.7126721003824037,0.42448555974917634,Iris-setosa
+98,7.269440047927654,2.875408003563267,5.623928749091896,2.0385958091106864,Iris-virginica
+99,5.717648121439886,3.011516051920921,5.391755168163929,1.7393497688790387,Iris-virginica
+100,6.249106842297405,3.00462431667009,4.732811955799096,1.434622438293526,Iris-versicolor
+101,5.203987188682203,2.5545707935086237,4.899327047664505,1.8044401784284634,Iris-virginica
+102,6.939033739972301,3.6187751423300063,5.325497478914927,2.3309676239139776,Iris-virginica
+103,7.12528658035705,3.3675569822233555,5.846428639074222,2.323091302207674,Iris-virginica
+104,6.910409355248899,2.961170205846051,5.451085934259186,2.3271092987354285,Iris-virginica
+105,5.201461520476413,3.4127361105928946,1.5910461120042687,0.3117558092127714,Iris-setosa
+106,4.699471531748275,2.861957250285614,1.58560001211959,0.29428286256199254,Iris-setosa
+107,5.172806694491216,2.7699132178888646,4.1816757496730395,1.3684064343574882,Iris-versicolor
+108,6.773404177051507,2.78077991423046,5.0063871438548,1.855772514115003,Iris-virginica
+109,6.693542579938939,3.0145171177808776,5.201179709554864,2.137081316176528,Iris-virginica
+110,6.246248552055486,2.5241503786432222,4.907287723373309,1.9998771641774191,Iris-virginica
+111,5.503826150968594,3.215037360706126,4.775111848904961,1.1222431752478799,Iris-versicolor
+112,5.7388225800839265,2.7526844483965407,4.41378499091517,1.517212981851978,Iris-versicolor
+113,5.755789337873096,2.75104110776081,5.0443505084445635,1.431316504010804,Iris-virginica
+114,5.227910547392921,2.5603620899359023,3.4946489297040046,1.156560567160427,Iris-versicolor
+115,5.286408046612956,3.77308468556762,1.4863877891358168,0.27407511852646993,Iris-setosa
+116,5.411004228732372,3.212431570587697,1.6030994523510695,0.4571541673403378,Iris-setosa
+117,5.285746271487502,2.8163196496449716,4.788125835092429,2.09715892221541,Iris-virginica
+118,4.6639682531189735,3.62726523751582,1.6444260494480567,-0.08081600809652789,Iris-setosa
+119,5.509036078989595,2.7331383816424015,4.870040729303816,1.7196714467375906,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..4a12a35346d07f70a02e3b25ca318ec282e30613
--- /dev/null
+++ b/iris/tvae/2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7562423196532695,2.4542798478001266,5.259783833974646,1.823607873170241,Iris-virginica
+1,5.813814739879267,2.7793823588336104,4.752458531210427,1.8705339428149101,Iris-virginica
+2,5.024436531490999,3.431577637838688,1.5411210748716304,0.2585627204683432,Iris-setosa
+3,5.613423255413556,2.9887407071139025,4.307486621429678,0.6993380120516648,Iris-versicolor
+4,6.810734305341729,3.0805180801287864,5.4115105945137,1.8728888837427464,Iris-versicolor
+5,6.2763322428708195,2.5654217948886617,3.8669877327837057,1.2890981126609276,Iris-versicolor
+6,5.506790993439003,3.180553572090074,3.9675232374916543,0.8064594984910556,Iris-versicolor
+7,6.0456494217666705,2.7698287781240905,5.215585911683608,1.7402840253014658,Iris-virginica
+8,7.371472803240959,3.4061396649943747,5.48979409389512,2.1883959718694204,Iris-virginica
+9,6.9589822015667995,2.975209779782065,5.33671462942724,1.791223119778685,Iris-virginica
+10,5.887378538149703,2.8494564559766022,5.106991553507339,1.4926369288336843,Iris-versicolor
+11,4.91669918844748,2.9614388011853694,1.458068218359293,0.346758619946609,Iris-setosa
+12,5.33084454033527,3.65502699225818,1.690500106420707,0.29584172995643115,Iris-setosa
+13,6.303873427704467,2.721154087143087,5.081192303267997,1.9383365722684098,Iris-virginica
+14,7.2340401418625575,3.658870853058251,5.307531632683408,2.4472368939023363,Iris-virginica
+15,5.0118174091504635,3.0474719258996488,1.4513112220020288,0.25166511390968255,Iris-setosa
+16,6.491220224219706,2.7915811637103918,4.265747174900835,1.321387553857967,Iris-versicolor
+17,6.472496526676015,2.505165971593976,4.997268647415537,1.7629821579335216,Iris-virginica
+18,5.0025407969866835,3.7677631538991245,1.636852491111322,0.36771513655873056,Iris-setosa
+19,5.024534650323159,2.5808163206493937,5.025001641930038,1.9277273127322168,Iris-virginica
+20,4.819669777803223,3.412911155713861,1.3984370920980447,0.3171475210199902,Iris-setosa
+21,5.469881994937951,3.091732441012544,1.3744454618436592,1.2605958909982387,Iris-setosa
+22,5.642450209711392,2.461299227819309,4.880745523691218,1.8337215886802263,Iris-versicolor
+23,5.4497102397133865,3.3327365145908137,4.837006569805538,1.299341232946358,Iris-versicolor
+24,6.422859691194763,2.695955028629042,5.260550323952648,1.8573350572411325,Iris-virginica
+25,6.364350323556525,2.8577202663415266,5.099205472467077,2.2346010555152316,Iris-virginica
+26,4.989490108385293,3.110260291625981,1.4684167478129626,0.3960205946811164,Iris-setosa
+27,4.867859922161607,3.0456894283051983,1.585934016681032,0.3584988876291061,Iris-setosa
+28,6.178581812453475,2.7782069945701457,4.405212374094017,1.351342369138416,Iris-versicolor
+29,7.885628880859214,2.7120063467069686,6.0124746909509135,1.9265051770252002,Iris-virginica
+30,6.690786937797268,3.1451971735930457,5.515340595256525,2.3651847865987197,Iris-virginica
+31,5.797280014204091,2.7920530611944105,4.795995126052852,1.635093395732461,Iris-versicolor
+32,6.532989325542548,3.03697188653161,5.304246769847023,1.7315163110276681,Iris-virginica
+33,6.03362446038015,3.05143913763849,5.087308153310447,1.6922617210858526,Iris-virginica
+34,4.77906362827319,3.1717046686360217,1.601010098967009,0.254550073058535,Iris-setosa
+35,5.043851602149831,3.587191384667829,1.0829396696877207,0.206842506490755,Iris-setosa
+36,6.240121631601431,3.1891510118069353,4.861806570221472,2.010279497183826,Iris-virginica
+37,4.922772877143934,3.4484648867078547,1.472779786390493,0.24555648974668096,Iris-setosa
+38,4.877267958248917,3.5267138366075956,1.5883527349595112,0.30963465003749424,Iris-setosa
+39,5.27996880721481,3.7982375003594964,1.5485567224833607,0.38736047690571207,Iris-setosa
+40,5.199157498438076,3.391652045756687,1.4407058800414292,0.4789675450390082,Iris-setosa
+41,4.806403339303564,3.0087069745382387,1.2915374248297193,0.24711806999119826,Iris-setosa
+42,5.098624276444032,2.9914033604009096,1.366106541917801,0.07268896215150289,Iris-setosa
+43,5.509664692532205,2.796075860693783,4.287179057575798,1.6183758357305937,Iris-versicolor
+44,6.670566953050224,2.8258350727144945,5.359456680643812,1.836056973702656,Iris-virginica
+45,7.625753016868179,3.0386821083593825,6.074465390406153,1.9462933448795545,Iris-virginica
+46,6.41202032954328,2.5043568232499083,5.268506884717699,1.5570092165971383,Iris-virginica
+47,6.781622216109348,2.8057790029129217,4.615399475330525,1.5004335179632475,Iris-versicolor
+48,5.3781680341080635,3.0851710622720057,4.280209122718608,1.1870975757844726,Iris-versicolor
+49,5.753895917706006,2.7615083276509327,3.6073329617963967,1.2473320231343559,Iris-versicolor
+50,6.890535249480648,2.8697749013130323,5.077449917480581,2.110706750176378,Iris-virginica
+51,5.436231298832443,3.912878335626522,1.4703408685785346,0.1213205881337609,Iris-setosa
+52,6.257120247607041,3.1225854875594337,4.887007516265828,2.1061782127247044,Iris-virginica
+53,6.58684155656612,2.92912921463353,5.439126473410481,2.1935559106610674,Iris-virginica
+54,6.435171752785281,2.998983727635693,5.298742398097466,2.1913630027454265,Iris-virginica
+55,5.862494171920821,2.743083137070163,4.685737599205966,1.4043097767649468,Iris-versicolor
+56,6.380384594807506,2.8975313076021774,5.013214503186652,1.576967095763474,Iris-versicolor
+57,5.785572947569303,2.8818501062801705,4.233891818356863,1.338078810666182,Iris-versicolor
+58,5.510796987166667,2.855997800648529,4.403749851235759,1.745898231409275,Iris-virginica
+59,5.014263678957178,3.1973472163308108,1.5269924505321266,0.22604911961226345,Iris-setosa
+60,6.686586235786543,2.7589823886016336,5.661133170794299,2.308928801361421,Iris-virginica
+61,5.22999533375376,2.2446048577543065,3.778486831341101,1.407728364297419,Iris-versicolor
+62,6.3490856837833345,3.090031815202442,5.330493712672084,1.983197346066659,Iris-virginica
+63,4.976642240482881,2.8564635917013845,1.5532514194067406,0.1822856421765443,Iris-setosa
+64,5.41104049992772,3.2080957592694097,4.597084443470725,1.5581924234986688,Iris-versicolor
+65,6.1309185477605155,2.4366010533215734,5.095653939146255,1.7647632926115298,Iris-virginica
+66,5.156986584045567,3.211252131007554,1.3911516346102506,0.1971252461689263,Iris-setosa
+67,6.336278607441032,3.0575148847552738,4.708808337015953,1.5744892368363217,Iris-versicolor
+68,6.973696109170266,3.104979799056732,5.13552237864311,2.1456314639423413,Iris-virginica
+69,5.592372461263918,2.8433399493216225,1.6663115249439115,0.3451063984245757,Iris-setosa
+70,5.237902923819898,3.5148919039299216,1.8120171919221344,0.49058305847789885,Iris-setosa
+71,5.032878196526709,2.718417832640772,4.19994488138184,1.2111032043791852,Iris-versicolor
+72,6.625478163084877,2.9521163000542368,5.28352797890012,1.857460950773012,Iris-virginica
+73,6.838744180325944,2.763504070047455,4.8300383871864945,1.496872683162451,Iris-versicolor
+74,6.787523060369842,3.2490428951704327,5.417184709635839,2.2805992812686293,Iris-virginica
+75,6.464723267777044,3.7234344095531577,5.086275300712619,2.144770074524537,Iris-virginica
+76,5.992302478214421,2.9167277415328012,3.8487069592361927,1.2560377683899988,Iris-versicolor
+77,6.692737493869546,2.810766282738586,4.901023429730184,1.582936888499453,Iris-versicolor
+78,4.74484562391798,2.821566481491398,1.4773014080492823,0.27718938244258307,Iris-setosa
+79,7.2699521765227555,2.7553960415765704,5.609923014250165,1.7314758267341093,Iris-virginica
+80,4.5891213960536135,3.2297349468378544,1.4575138062465178,0.1991428006721218,Iris-setosa
+81,5.666064347512215,3.6591424430191637,1.6280016878311536,0.5945240298175329,Iris-setosa
+82,5.588519348823537,2.5365303327067847,4.14634400951941,1.6625006178032413,Iris-versicolor
+83,5.361297499831635,2.7848342382823787,4.852035334599628,1.6217659280560897,Iris-setosa
+84,6.351392243386392,2.971219360353687,5.234867203170661,2.0711722324525077,Iris-virginica
+85,4.985749794019173,3.6773951983726216,1.6540401858418627,0.22903744294312572,Iris-setosa
+86,6.341921857949015,2.7210695524365196,4.872152258360946,1.4409998159559647,Iris-versicolor
+87,5.288089179210327,2.9279514511633282,4.680556233022788,1.4374104641671823,Iris-versicolor
+88,5.9268161537548405,3.059315953508249,4.6571366185458665,1.5987255528466342,Iris-versicolor
+89,5.144784975342373,3.378044437487792,1.5135960231883456,0.20883183506431155,Iris-setosa
+90,6.036983882593674,2.6888506109527373,5.102225035372734,2.280272538897421,Iris-virginica
+91,6.275448243319799,2.6711662006466983,4.607976213795,1.6791342682582688,Iris-versicolor
+92,4.8657574860318205,3.0644394867433604,1.6156188178808626,0.26934968538844606,Iris-setosa
+93,5.5234591858031,2.734671918839097,4.1272233163273375,1.4021772611673076,Iris-versicolor
+94,5.799599793748879,3.031955298878626,5.008861198649181,1.5601998294975226,Iris-versicolor
+95,7.126092621370776,3.507364821175674,1.470743387342283,2.1205359698165465,Iris-virginica
+96,6.717550495537084,3.200680853184456,5.444567587891525,2.254275156519613,Iris-virginica
+97,4.846451210846521,3.2528200031403345,1.2828118467807124,0.18251814480141512,Iris-setosa
+98,5.425285273714025,2.6484954795122473,4.148921672417062,1.1631359732151263,Iris-versicolor
+99,4.924770436656919,3.6044765782248214,1.3892475128125628,0.2693433328852273,Iris-setosa
+100,4.897046728334472,2.2259576018785894,3.5530553111126677,1.034115276566772,Iris-versicolor
+101,7.259390296610378,3.253378714866635,6.034277496029388,2.331410933198513,Iris-virginica
+102,6.005110086444254,2.6798738833561733,4.631665398304799,1.4602862701243833,Iris-versicolor
+103,5.6960476155179895,2.8321041249941223,4.804426169336711,1.4301847892779949,Iris-versicolor
+104,6.609301441971533,3.5878785610444575,5.333456935093404,2.157289563077464,Iris-virginica
+105,4.921911404896289,3.33430428174791,1.0089139684788933,0.17140590829697397,Iris-setosa
+106,5.197715150033481,3.8536586585940227,1.2941823496273155,0.1387368545725407,Iris-setosa
+107,7.3063885963591115,2.8700192376839433,6.247776738982908,2.2702224272550184,Iris-virginica
+108,4.984033321602491,3.4803481427388125,1.4060139903759161,0.19943306430030477,Iris-setosa
+109,6.6557734457649795,2.923063157053925,5.828262907239916,1.7907261653850246,Iris-virginica
+110,4.187983716150979,3.2012544575198962,1.2307100957817954,0.22757384030879269,Iris-setosa
+111,5.5026066722975315,3.073226458051684,5.16155478652561,1.871109113121997,Iris-virginica
+112,5.885007135416056,2.9440319301484457,1.5068780613498376,0.41588563485899066,Iris-setosa
+113,6.841699050620663,2.8206510309678374,4.747320731889005,1.4868655600671978,Iris-versicolor
+114,6.976702995658751,3.1085001917369706,5.357233743609994,2.3808341721344535,Iris-virginica
+115,6.749709675991182,3.318259532374383,5.698756392375221,2.267945600784717,Iris-virginica
+116,6.609948618661962,2.758823983572338,4.873067706751277,1.579336326933601,Iris-versicolor
+117,5.689200516225874,2.6181926140385885,4.196315339617901,1.217042613791849,Iris-versicolor
+118,7.418803349453012,3.127665927818174,5.596381032186034,2.381918663306518,Iris-virginica
+119,5.4874028076439005,3.2982782369020134,1.3824274874925557,0.8215497469284838,Iris-setosa
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..fcbc8f374775a09d7bd442b112ce55c3eb7857ec
--- /dev/null
+++ b/iris/tvae/2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.083028021814025,2.676276607227898,5.143615140503527,1.4672734679538233,Iris-virginica
+1,7.460159445726023,3.206040528517655,5.408779730324158,2.1961057231677854,Iris-virginica
+2,6.5175331028716235,3.01600677475857,5.268526430737241,1.5097090194793894,Iris-versicolor
+3,5.882901056968759,2.7232562408704264,4.958216204774552,1.3921769526916972,Iris-versicolor
+4,5.916357230481777,2.758271717662828,4.567169477834841,1.262566843781289,Iris-versicolor
+5,6.005688078391103,2.9157218332930688,4.235180697861504,1.494135603307312,Iris-versicolor
+6,4.796580976900547,3.2651290927526753,1.0332982927093266,0.03533676374843195,Iris-setosa
+7,7.047134604989448,2.895579324519117,5.061998038463689,1.8316406319198761,Iris-virginica
+8,5.946811958227435,2.803346497238128,4.687785772636871,1.6389187579533608,Iris-virginica
+9,7.237211568023746,2.9206045526112256,6.091524047814977,2.609202427301809,Iris-virginica
+10,7.01941900237932,3.107432285320382,5.62099276521753,1.839994139650685,Iris-virginica
+11,6.9912108222822065,3.0682139904597237,5.433139214557732,2.261853336230171,Iris-virginica
+12,4.984442343679256,2.90561696742011,4.960602040517735,0.3678826786889162,Iris-virginica
+13,6.235522262398423,2.673819495332019,4.207900765200971,1.5592988712726907,Iris-versicolor
+14,4.7905362739886925,3.7352892422961954,1.4503148811979727,0.299594594604391,Iris-setosa
+15,7.085269769789926,3.4864681062933,5.617138850008935,2.222768290569909,Iris-virginica
+16,6.84964996135901,3.0887407396021613,5.363456461543684,2.1571476331474426,Iris-virginica
+17,5.317106107484113,3.3698356599322565,1.7268846806506328,0.3799208812792404,Iris-setosa
+18,6.391983241178743,2.8399552621623667,4.7416077767655205,1.2681654898472594,Iris-versicolor
+19,6.0402487608323,3.0951914727524716,4.982671300822034,1.7457561818265095,Iris-virginica
+20,6.821157502824985,3.5669575030557343,5.493245713746554,2.319087490059869,Iris-virginica
+21,5.7856352160347715,2.4266796859908766,4.298391895338952,1.5042920079982052,Iris-versicolor
+22,7.875703366410496,3.8125796972813375,6.504811820463631,1.9158518176708954,Iris-virginica
+23,5.95300586359828,3.059160213796346,4.921049232683206,1.8664454601420335,Iris-virginica
+24,5.986868528767577,2.917354469792041,3.964280736758838,1.3646450891931603,Iris-versicolor
+25,5.638127279944205,2.8965447767975827,4.77436065236306,1.833103355287709,Iris-virginica
+26,5.531977027798535,2.7972910702638876,5.010357029755987,1.49374737145957,Iris-versicolor
+27,5.52568457439474,3.0385886337678514,1.8308227246192104,0.5437574009059549,Iris-setosa
+28,7.167306698206873,2.8023612125471837,5.730403108743932,1.8188171082582265,Iris-virginica
+29,5.228521199762087,2.1846808898512644,3.242466813891732,1.1049761081538017,Iris-versicolor
+30,6.251399969057916,3.025061515514113,5.005338533852675,1.8252873366051219,Iris-virginica
+31,6.947750129908859,3.068701317855985,5.474752401102371,2.405589480290241,Iris-virginica
+32,6.167228827553214,2.9431453779294166,4.639338257316018,2.172393572041464,Iris-virginica
+33,4.808858022255292,3.3695841741659063,0.9469617142218378,0.13245598769300998,Iris-setosa
+34,5.750426934919448,2.866967166585547,4.860297204458684,1.5975068551873934,Iris-versicolor
+35,6.697739228996048,2.922332833243586,4.781727256827967,1.6888077691182293,Iris-versicolor
+36,6.740282175285102,3.1919453628587826,4.78425375947092,2.0677272092337358,Iris-virginica
+37,6.010425384285863,2.4990069699935296,4.491498282593921,1.4080563289794208,Iris-versicolor
+38,5.318577047267926,2.890247180854963,4.470750425584659,1.7178802506630961,Iris-setosa
+39,6.463864325389625,3.0659469948404166,4.000619137858083,1.3758237370399553,Iris-versicolor
+40,5.699986878454694,2.9450590022563086,4.96869470772992,1.6935028790810718,Iris-versicolor
+41,6.773627117389116,3.526308613430686,1.6892840815245347,0.45542758477689227,Iris-setosa
+42,5.784548246748745,2.961283566949921,4.833276452170512,1.964273956764387,Iris-virginica
+43,5.945909579057462,2.6509581532213335,4.889659455287435,1.8131898260876271,Iris-virginica
+44,6.781470280473382,2.637066640627781,4.917693639795386,1.4897636667148655,Iris-virginica
+45,6.240987214941216,3.123568373988198,4.309400121779591,1.4784081734177146,Iris-versicolor
+46,5.670727816883176,2.787250234617135,4.467094735099097,1.5161836273009879,Iris-versicolor
+47,5.649124971944925,2.4720105008298807,3.9597610268294576,1.0520227445568326,Iris-versicolor
+48,6.897397567720501,3.1551688017924997,5.123766951998201,2.2143501891480977,Iris-virginica
+49,6.393598067701908,2.760145016026144,4.969665282667975,1.5099073861293872,Iris-virginica
+50,6.633544945893862,3.128265821901539,5.449559396611371,2.1976777318355136,Iris-virginica
+51,4.88870086346078,3.3532879374960674,1.42738411081543,0.22305097461561774,Iris-setosa
+52,5.211463429759397,2.958106186179532,1.5837009066162786,0.36921960151245864,Iris-setosa
+53,6.285837615423851,2.594850174291982,4.281173150051818,1.2642508484123283,Iris-versicolor
+54,6.121246583631999,3.019708820237838,5.2383703895057785,2.161169193593081,Iris-virginica
+55,4.864732855441634,2.9150736117685665,1.5433673076945165,0.21548525306542676,Iris-setosa
+56,5.211471957081887,2.770207170256115,4.468092038936011,1.5824879614120952,Iris-setosa
+57,6.44348250470901,2.7651203869956853,5.444003837629921,1.7896820054014337,Iris-virginica
+58,5.8769404409122075,2.492213559875281,5.14325078673436,1.7407946310705678,Iris-virginica
+59,6.402003328820219,2.9983324325639584,4.073973517206912,1.4893824970286633,Iris-versicolor
+60,5.171254895554366,2.4401161900033754,3.007879220341904,1.1295930205113058,Iris-versicolor
+61,6.816484514560589,3.544537102207089,5.119882535697177,2.1159643023654002,Iris-virginica
+62,5.438642485509266,3.45754453457949,1.5898675135139604,0.4015830308636682,Iris-setosa
+63,6.98012162055668,2.916371685947508,4.461742093365348,1.3756545140123164,Iris-versicolor
+64,6.358372840737271,2.762099054118476,4.913329880145913,1.4742279500386437,Iris-versicolor
+65,5.221571796648108,3.0530702164726957,3.7999709772376655,1.6884361312792044,Iris-versicolor
+66,5.689655068087223,3.148369910638804,5.083223057383398,2.0422577039187693,Iris-virginica
+67,4.609284061213675,3.4240671464534334,1.430512006654382,0.3242042229771238,Iris-setosa
+68,5.19165111018282,3.442127846928329,1.4595958019885882,0.2910397392966564,Iris-setosa
+69,6.483350901539335,2.8859729862551307,5.004918806582772,1.819854844625027,Iris-virginica
+70,6.772312734717622,2.9846436634765507,4.663555917323941,1.2804639754528138,Iris-versicolor
+71,5.550227404070801,3.075246683956912,4.83673773306404,1.50112371272074,Iris-setosa
+72,5.451018680084957,2.723699963806913,1.360538511027202,0.2553284537510862,Iris-setosa
+73,5.69439710766186,3.034532115934433,4.659949923822733,1.5009569453897238,Iris-versicolor
+74,6.6370832800433215,3.374279195051714,5.225260407529175,2.283682367839713,Iris-virginica
+75,6.381182461253936,2.9639644414374535,4.703224337650143,1.773453989064253,Iris-versicolor
+76,7.420647478626658,3.0210346910790697,5.717126500677001,2.2424196791372584,Iris-virginica
+77,5.084210830059922,2.965863708507531,4.119107494174213,1.5374916043352416,Iris-versicolor
+78,5.68188079301958,3.669532140082773,1.3848388029261738,0.2536124731161517,Iris-setosa
+79,6.4812020595212045,2.4972734644126993,4.247882477961813,1.360135248069796,Iris-versicolor
+80,6.0487941670698255,2.9349590522451203,4.679434774391617,1.8389929474281086,Iris-versicolor
+81,4.7586498388065195,3.0851208495085163,1.4859088545570274,0.2879570571196639,Iris-setosa
+82,6.011579604993492,2.717642641943985,4.987355609003375,1.555652306812779,Iris-versicolor
+83,6.270141952877093,2.6672613402129834,5.013822052659821,1.8618149324547675,Iris-virginica
+84,7.253705852582013,2.788052796385457,5.57828338756897,2.0005367376158323,Iris-virginica
+85,4.903755848060566,2.7554468844101097,3.516483978657031,1.2115742142269845,Iris-versicolor
+86,7.0446179563662445,3.626919941806986,6.127099286714964,2.1838306716603095,Iris-virginica
+87,7.431575932023972,2.8191992723065127,6.146725321989004,2.0813722795352145,Iris-virginica
+88,6.400568789437903,3.1035967795352257,3.9837896160352866,1.229010592607085,Iris-versicolor
+89,4.815517074271174,3.1577921473401624,1.3994765849775848,0.29250812192026865,Iris-setosa
+90,6.784847343068724,3.0622373659326434,5.409573692001144,2.370959216466612,Iris-virginica
+91,6.425490725276317,3.3434464747001416,5.675748645478531,2.423947551342658,Iris-virginica
+92,7.174507844746995,2.9881802355204257,5.406503319055223,2.3387457696196177,Iris-virginica
+93,6.076115512695675,2.945495377724924,5.364863266628577,2.2979071684415713,Iris-virginica
+94,6.126734490337537,2.7957316938271672,4.226573137792149,1.3092933511207951,Iris-versicolor
+95,6.085694664977966,2.6137279515241723,4.345116276964822,1.3130999689531795,Iris-versicolor
+96,4.818461584210238,2.9340732456419323,1.021364967642388,0.24725257565544229,Iris-setosa
+97,6.949928332050726,2.900934441429192,5.214398531063619,1.7533360996897551,Iris-virginica
+98,6.108802493735475,2.5649452643734048,5.2693894906549446,1.9214862133494395,Iris-virginica
+99,4.545981057791496,3.3833068513250995,1.1993849010869,0.27634746364101265,Iris-setosa
+100,5.508933195006273,4.1137579624823,1.9089504871096041,0.25800017384956775,Iris-setosa
+101,4.602156715657532,2.8307542704676942,1.4136174260641512,0.3016048937469291,Iris-setosa
+102,5.092906510179512,3.079921332722117,1.5943336935895336,0.14016926493279852,Iris-setosa
+103,5.5735698301762255,2.536935180434403,4.522540681745683,1.588639632955412,Iris-versicolor
+104,5.538510756031493,4.176594548612188,1.433299446600394,0.19653803509309486,Iris-setosa
+105,6.680467044688051,2.9881561198641435,5.1494573257415945,1.583926107695721,Iris-versicolor
+106,6.450166039487465,3.1064184674424586,5.454695028983958,1.93676079361808,Iris-virginica
+107,4.619201183686212,2.7538101068268506,1.4344965128202474,0.21882430515761767,Iris-setosa
+108,5.527001792192071,2.7961039079526873,4.661949284043018,1.3265178409341782,Iris-versicolor
+109,5.722311519706679,3.1818405010586877,4.940955344747143,1.534237202235055,Iris-versicolor
+110,6.463361717783183,3.267813451701479,5.317101061478239,2.1111875046944744,Iris-virginica
+111,6.940964390254521,2.598090315005936,5.769865234207429,1.5657357337191207,Iris-virginica
+112,4.7945072293154976,3.676226638545632,1.5298201971425198,0.3629969245246465,Iris-setosa
+113,5.835045560420618,3.09294030610794,3.9860929450851934,1.4874877213030604,Iris-versicolor
+114,5.37076561693317,2.84377766905677,3.6060362920182794,1.3242349622538074,Iris-versicolor
+115,5.399076506176621,3.65512867350324,1.7944364150515246,0.3950194385828171,Iris-setosa
+116,6.226689123979723,2.9026453426607475,5.029915593461327,1.980552743132585,Iris-virginica
+117,6.224666145185347,2.512411730895205,4.605769828078272,1.439899334971107,Iris-versicolor
+118,5.589370088526004,3.8519353749415863,1.7952935660889027,0.4100082017230559,Iris-setosa
+119,6.7087742494975195,2.689586329796261,5.537724956896838,1.3535386279643749,Iris-virginica
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..277a5d962015f0dd5f4171fd427374cfc3d0623e
--- /dev/null
+++ b/iris/tvae/2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.50343037391432,2.3900627580845746,4.028743013064294,1.0148291106639018,Iris-versicolor
+1,6.6624215160520945,3.417144781903877,5.56534004061112,2.0809277085041535,Iris-virginica
+2,6.3483184256625655,2.664344221456304,5.14661202684588,1.5052459919537795,Iris-virginica
+3,5.574023450360881,2.7985345166775843,1.6364751640068445,0.3607816179872758,Iris-setosa
+4,5.230378799093026,2.988703329530709,4.59478161370698,1.5228792992057711,Iris-setosa
+5,5.515096656644642,3.5232358369492696,1.6947916015972346,0.3913815392389898,Iris-setosa
+6,6.6988081289719705,2.8712212720821686,5.325178496748225,2.238283716270761,Iris-virginica
+7,5.229992845374793,2.653319231414657,4.341155553575107,1.6512741664451676,Iris-versicolor
+8,4.6579968195412595,3.4961243448148767,1.538624436040038,0.2202956444051988,Iris-setosa
+9,5.282868725547965,2.9613169955048937,4.036824676699068,1.2547646267705699,Iris-versicolor
+10,4.854886635923412,3.219967482497848,1.7584322263951633,0.08082257798902875,Iris-setosa
+11,5.49114450922139,3.1653876302594424,1.4353073856047511,1.4998649584804764,Iris-setosa
+12,5.105197740306836,3.2820854172984255,1.436891567285865,0.2531240167383831,Iris-setosa
+13,6.482145370737427,2.7320807810192713,5.1944216365628835,1.7581020333370398,Iris-virginica
+14,6.94179615368329,3.080750127930429,5.817530106257503,1.8874941634688982,Iris-virginica
+15,6.815418515822645,2.836006806653466,4.684440401588853,1.4613110919313497,Iris-versicolor
+16,5.963466967273943,2.732336517825503,4.352246670466623,1.1371252420744797,Iris-versicolor
+17,6.4964995278577975,3.007682194484264,5.810417335111201,1.7861698092712905,Iris-virginica
+18,5.9415573904826395,2.7273136201707615,4.673681550056433,1.5473953924292034,Iris-versicolor
+19,6.100349054275203,2.8620081631648953,4.74563219092593,1.7569188419550903,Iris-versicolor
+20,6.400452051373786,2.759322710767177,4.799784871723018,1.7011022851036928,Iris-versicolor
+21,4.677680800727078,2.965509852904239,1.5341599834106334,0.34131322289511173,Iris-setosa
+22,7.1696237538979934,3.0645955777847993,4.8446700587996405,1.3176998507183282,Iris-versicolor
+23,6.575491015691907,2.729156571652638,4.562658611614002,1.3437869437946515,Iris-versicolor
+24,5.350503605798039,3.4329566538392267,1.5518664503868227,1.1077816627133341,Iris-setosa
+25,5.657814055828525,2.7225770781485457,4.917089486109904,1.7994310858486973,Iris-virginica
+26,6.979855369443623,3.4413575304186845,5.670724333929899,2.2294592852449013,Iris-virginica
+27,6.062176856336256,3.151308518816767,5.113609395286705,1.9301770784471919,Iris-virginica
+28,7.442772256905426,2.623934449159714,5.6686493333260275,1.8216421146602353,Iris-virginica
+29,6.842890302524651,2.82635553994734,4.4362739902425465,1.9627441176116938,Iris-versicolor
+30,7.648953615354834,2.8443246212099136,5.298265716910258,1.8641590823781014,Iris-virginica
+31,7.5025502990674635,2.659619010347467,5.482638331333479,1.7959947455050267,Iris-virginica
+32,5.443352076580535,3.6443232522717945,1.389089857516617,0.22203124205688438,Iris-setosa
+33,5.908392917524162,2.9200542792553885,4.083515948858541,1.4335675429870567,Iris-versicolor
+34,5.049962732600683,2.9355162823635945,4.948967791206541,2.061406772656202,Iris-virginica
+35,5.135534632773497,3.0991315339476717,1.510720667828817,0.23292889055515723,Iris-setosa
+36,6.835687135403755,3.1778385257691957,5.583296430721339,2.3437731941034774,Iris-virginica
+37,6.1002330398015765,2.450987306343838,3.9980518233487894,1.1717647006027438,Iris-versicolor
+38,5.137679541757924,2.954077877862878,1.367977134150741,0.19869740824411797,Iris-setosa
+39,4.751521910469957,2.8694131739087054,1.48000450877469,0.17291101630540523,Iris-setosa
+40,8.085527084170325,3.6648531917588283,6.496181687561549,2.253363365533988,Iris-virginica
+41,5.503400734156897,2.7069891874877525,4.511528752815488,1.5463543598387364,Iris-versicolor
+42,6.075782579757207,2.802963260046163,4.934716321934022,1.460114328719615,Iris-versicolor
+43,6.816640165071025,2.887707575035012,5.371791713090383,2.1297586486301814,Iris-virginica
+44,6.5336802726963885,3.043525611580252,5.003666150125608,2.1690180492317293,Iris-virginica
+45,6.720914382019265,3.2785890778832347,5.898805646778332,1.5252834473710775,Iris-virginica
+46,6.5910765810148515,3.008107386018337,5.877530707617369,1.9034889076050745,Iris-virginica
+47,5.815582530365854,2.7725429096407157,4.552449062531259,1.6010318318875523,Iris-versicolor
+48,4.946498996986501,3.265238343230103,1.5541076760495343,0.20364631756297047,Iris-setosa
+49,4.669326766741337,3.179772321580665,1.4412811858495056,0.20674707258325453,Iris-setosa
+50,5.570593552407136,1.99910271850408,3.99452211446684,1.0835836307177336,Iris-versicolor
+51,4.485668758234838,2.498024982919673,1.4989179356834308,0.1828680757724952,Iris-setosa
+52,5.291239799440765,2.8937587167530916,1.4126274845149134,0.26029809151675204,Iris-setosa
+53,5.033175339809852,3.3160640829598265,1.7004247780031958,0.4090435509249505,Iris-setosa
+54,6.177881410443721,3.376225231071404,5.38775893100942,2.0087482798868335,Iris-virginica
+55,6.741583707790037,3.0932283975502073,5.623823497878111,2.205174933698837,Iris-virginica
+56,5.564128646038001,2.78383696320169,4.655497605314764,1.5898858619959213,Iris-setosa
+57,6.221496712848947,2.041038914575511,5.259081494637284,1.8703826060843445,Iris-virginica
+58,5.8267398625138025,3.0368010986054874,4.791368185249808,1.74326495020361,Iris-virginica
+59,5.2460043144302855,3.4097963221089116,1.4318171849966566,0.27519653594715787,Iris-setosa
+60,5.640201260499091,2.687045294904653,4.706898164350349,1.548823518174788,Iris-versicolor
+61,4.987845553852151,2.344481914182909,3.264829844884722,1.1467333903330177,Iris-versicolor
+62,7.6767921375621055,3.1590326775380504,6.459228138550511,2.1893599236559376,Iris-virginica
+63,7.390536842879711,3.141355741600792,5.724572225642892,2.1820175772415906,Iris-virginica
+64,5.184460875624132,3.1422574223618316,1.376964469719217,0.251998092559512,Iris-setosa
+65,5.2324397315398175,3.0767507929690314,1.3555323470840717,0.17652083424921072,Iris-setosa
+66,6.272812361668322,2.6894307622045655,4.4623621867535865,1.3306719842494958,Iris-versicolor
+67,4.9729235135802465,3.9889724582460095,1.430308252618065,0.1964333139502465,Iris-setosa
+68,6.064434009304521,2.585301105002636,3.908357207007586,1.3698274163193693,Iris-versicolor
+69,5.41628610999111,2.2652629901581003,3.3467587746391447,1.2952963356437963,Iris-versicolor
+70,5.250664800896921,3.502975002512588,1.7657592492081506,0.33038801987683813,Iris-setosa
+71,6.1866819868580665,2.6435150273142085,5.000890805158483,1.723151349813371,Iris-virginica
+72,5.233552231485856,3.3806287982197185,1.640989569505103,0.41625494998555135,Iris-setosa
+73,6.444812722795185,2.896174189536467,4.724630605371265,1.6450761595968335,Iris-versicolor
+74,5.126223864648276,3.1891139842687792,1.582519134932978,0.2139086392259829,Iris-setosa
+75,5.1562078823632325,3.769059759159458,1.4606303111546055,0.24988338784330705,Iris-setosa
+76,6.728726278564755,3.033010259525911,5.18696187973776,1.9101365802925494,Iris-virginica
+77,6.481834405236649,2.5332439762741332,4.846705585814491,1.8613717280922168,Iris-virginica
+78,5.825907384414717,2.4342624941105164,4.772192530450175,1.4426409344028637,Iris-versicolor
+79,4.956083887111509,3.19297211457636,1.5303655413256119,0.07845056780760098,Iris-setosa
+80,4.957294562978589,3.000984779175706,1.669945440127086,0.090006193471041,Iris-setosa
+81,6.529350808141563,3.096671709558091,4.703327990625471,1.4284939387445508,Iris-versicolor
+82,5.293134825317931,3.728466516355306,1.5864483619811567,0.26313532147683927,Iris-setosa
+83,6.3285676657835,2.9711963939966375,5.1293972649006365,1.541198667999358,Iris-versicolor
+84,6.9220353242033354,3.3371054967002163,5.4458893124048755,2.2524701036906025,Iris-virginica
+85,6.747992112520535,3.051215430323201,5.267388087539409,2.2894015576766575,Iris-virginica
+86,6.340520964649622,3.0226317832887917,4.808727178469059,1.7375257902897079,Iris-versicolor
+87,5.0362276162719715,3.9705775693785226,1.58259164823388,0.45677370270983697,Iris-setosa
+88,5.393646363282956,4.172861707691737,1.6778925412948464,0.24149387867554073,Iris-setosa
+89,5.174698851230317,4.1842795634502625,1.330245058947577,0.26131196784194965,Iris-setosa
+90,5.431185572763912,2.509427430538375,4.406687332119233,1.2762662061851051,Iris-versicolor
+91,5.890104563812657,2.609020585379431,4.27346241031902,1.3321598415927585,Iris-versicolor
+92,6.901033073340255,2.995423311326113,4.5814469654564745,1.2488131475359292,Iris-versicolor
+93,5.799732634766792,2.7987429586304926,4.620874065462881,1.4664199955161112,Iris-versicolor
+94,5.73893623078066,3.754959143499149,1.2040957714830238,0.1472369952631178,Iris-setosa
+95,6.298288385969725,3.117652689633101,4.669548149783287,1.6693276790828,Iris-virginica
+96,6.310608279820713,3.175628130617284,5.875603521074237,2.3725156190363457,Iris-virginica
+97,5.978402040394462,2.316555324211037,3.9578086945270345,1.1635251152471884,Iris-versicolor
+98,4.726754746090166,3.5146498064633582,1.215788622998935,0.16921916608622203,Iris-setosa
+99,6.9775315882632505,3.294286040079623,5.443403488174288,2.4258954198223446,Iris-virginica
+100,5.728470049822595,3.363136217440664,5.144804614206242,2.1509901401671865,Iris-virginica
+101,6.545266325286681,2.9203674505311144,4.474877191955874,1.3535909302721127,Iris-versicolor
+102,5.818593649807101,2.480411808169811,3.8583019208817237,1.2115832553114503,Iris-versicolor
+103,5.0715112295151235,3.406146081847062,1.477661261003959,0.23790081731044027,Iris-setosa
+104,5.962555672107855,3.392370274756053,1.6307925381005153,0.41895502910252314,Iris-setosa
+105,5.994634887279493,2.9266271084099773,4.8149687208197225,1.79159781594609,Iris-virginica
+106,5.363274674613479,2.384265013706765,4.171204313205859,1.1811920322116212,Iris-versicolor
+107,5.490976165619599,3.5237987270805515,1.5841260829832657,0.2785596978051565,Iris-setosa
+108,4.607038351356614,3.0540372635745814,1.3390247142380813,0.1777800347617113,Iris-setosa
+109,6.572453912443865,3.484260796283918,5.5606687913847495,1.950482980664506,Iris-virginica
+110,4.966367283945922,2.9946503775560367,5.238838720267625,1.859942666622607,Iris-virginica
+111,6.341512440740269,2.5141378646401873,4.930827143387831,2.0139700784491943,Iris-virginica
+112,4.758827962106809,2.8791134379828756,1.4220744578997346,0.33401833679414766,Iris-setosa
+113,5.005808867588769,3.5783711485738086,1.598830765509776,0.1830887424498312,Iris-setosa
+114,7.032588541297154,3.5265980407231097,6.003984767299069,2.8072770939643625,Iris-virginica
+115,5.660243865994081,2.3054856105285437,3.614059169540653,1.3293048734497768,Iris-versicolor
+116,5.308190940708042,2.4483291272689334,3.186120330844833,1.2905961769376462,Iris-versicolor
+117,5.925442895927512,2.513062120344258,4.744731455953843,1.902822572817769,Iris-virginica
+118,6.760281455958504,2.701126736606689,5.412841181530527,1.7104964653876475,Iris-virginica
+119,5.489187513209381,3.1226446610926164,1.5280745195293006,0.23912902592418825,Iris-setosa
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..0a3d627caaf81ca2239187a62970d4b66ac8a0a3
--- /dev/null
+++ b/iris/tvae/2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.063063620628848,2.6594507048554945,5.133199189175704,1.9457961662689829,Iris-virginica
+1,4.88340920381006,3.382204837324988,1.2951673330677809,0.1786265702343221,Iris-setosa
+2,4.948779097918199,2.5206508245150383,3.7134855794322053,1.2406399829536472,Iris-versicolor
+3,6.403154198859108,2.9726684194995143,5.068889020027961,1.8494764134242823,Iris-virginica
+4,5.554127985439297,3.0966219892663984,4.435211191517092,1.4892646260188704,Iris-versicolor
+5,5.052419434069126,3.55313895752756,1.5069458957210715,0.2828303189987176,Iris-setosa
+6,6.976178573493777,2.989464004078289,5.3619922868993095,2.0574056388328485,Iris-virginica
+7,5.422258539467124,2.748918722132361,4.521094843829295,1.4467129849345117,Iris-versicolor
+8,5.4875145040581135,3.063919063160196,4.879458430176522,1.7302475952027352,Iris-virginica
+9,4.790638103810284,2.972206952711908,1.4605511358593781,0.15895090592069977,Iris-setosa
+10,6.3463298080023876,2.769495669582295,4.382761406562466,1.4331181849456933,Iris-versicolor
+11,6.34617045943091,2.899251395200108,5.05892487623297,1.967127042346342,Iris-virginica
+12,5.422109581382782,2.8422485920719223,1.3777975833421972,1.3649640542604131,Iris-setosa
+13,6.606876929588098,3.2353709922145115,5.302228516889055,2.212558226334103,Iris-virginica
+14,7.111314980091815,3.4663202565617945,5.000374708295336,2.547553996848275,Iris-virginica
+15,5.520768955325657,2.9792575200621725,5.196451520130665,1.8868097059758178,Iris-virginica
+16,4.907493053127059,3.348464421757034,1.3339049129482639,0.19149544034001803,Iris-setosa
+17,6.62981223101165,3.0927582784038035,5.187761612143623,1.9303761711375387,Iris-virginica
+18,6.718223262469225,3.4667871445864953,5.445797374246274,2.406979963537219,Iris-virginica
+19,7.287965440876806,3.015800877049765,6.393709678063342,2.4112766385422417,Iris-virginica
+20,5.311088218386679,2.8607094196188303,1.590478426984921,0.35148708061844186,Iris-setosa
+21,5.144006703424148,3.0224322850773206,1.5605793777327406,0.186170024526294,Iris-setosa
+22,6.879201346900185,3.2037314276849145,5.476683646053732,2.568712160078052,Iris-virginica
+23,6.928174488185244,2.440871476762513,5.529835347875195,1.854562785677466,Iris-virginica
+24,6.775117060343127,3.6167702390902865,4.715243091577821,1.3835146894292918,Iris-versicolor
+25,5.290242329516687,2.8917071785243857,3.85008809494201,1.4311459740703096,Iris-versicolor
+26,5.764140581002769,3.1939924114100826,4.896402824506035,2.0390313359958583,Iris-virginica
+27,4.738042847632962,2.8233026471078064,1.3602318497025137,0.32127230030405,Iris-setosa
+28,5.662338131185455,2.966355306343708,4.509685289812598,1.3268364172470324,Iris-versicolor
+29,6.359594505146577,2.925197320346673,4.782262186467553,1.7578939684016066,Iris-virginica
+30,4.605294315026368,3.1865390013861066,1.1470155341119126,0.23370033615625516,Iris-setosa
+31,6.930989517616299,3.207534375194733,5.226061738899382,2.370941082215194,Iris-virginica
+32,4.383897107487176,3.456139829413143,0.8321409347196876,0.1512938745284242,Iris-setosa
+33,6.364666714692341,2.3442784833518915,4.810715825288508,1.928772087070266,Iris-virginica
+34,4.9834004582359395,3.1862437681802342,1.380578279763462,0.2624215252402901,Iris-setosa
+35,6.01724659165001,2.936191221724582,4.327129785522058,1.4847068451627115,Iris-versicolor
+36,6.0451665725893875,3.0176005830980417,4.540097697344964,1.303186908862243,Iris-versicolor
+37,4.52531128254168,3.198019364456181,1.3277847925553947,0.1540999434408591,Iris-setosa
+38,5.180461304281662,3.7693007748193037,1.624537649318197,0.32739501844642266,Iris-setosa
+39,5.1293604949905856,3.4643250044482334,1.5356940796278786,0.2846391792612833,Iris-setosa
+40,5.4467651628892835,2.67509856267392,4.918856324503503,1.3310447873219275,Iris-versicolor
+41,5.416271685490675,3.758050331845898,1.3411321136663643,0.41851194275520603,Iris-setosa
+42,5.342212810527387,2.8063954716003274,4.467689265819491,1.8084835835134576,Iris-setosa
+43,6.983388684471997,2.738368036377038,5.6005311077519435,2.0469056680236206,Iris-virginica
+44,6.877177547033555,3.114505713736259,5.470686484577039,2.254848570950665,Iris-virginica
+45,7.392693454959997,3.01724521742592,5.861588711875868,1.6319185430060537,Iris-virginica
+46,6.986507013786723,2.9529647479378136,5.663274359324139,1.6834221936863316,Iris-virginica
+47,5.6123507238858625,2.967550506169807,4.552404252913199,1.7284124949781225,Iris-virginica
+48,5.876807774179553,3.562164164621792,4.3003178523471535,1.7078270711841685,Iris-versicolor
+49,6.9184175488995034,3.447852734279348,5.614070708841649,2.2412027275904247,Iris-virginica
+50,6.110031597470127,2.9652132647111826,4.2828416049953795,1.4239572639755993,Iris-versicolor
+51,6.509088740100111,2.9347740446456334,5.162553564165889,2.1734466836389483,Iris-virginica
+52,6.457618903508283,2.9508469488937092,5.664248818198474,1.9094077899801762,Iris-virginica
+53,5.227540215641047,3.770954998288758,1.270502250929847,0.1954721375217111,Iris-setosa
+54,6.742312241282788,2.7698444075456408,5.18175899461946,1.949909150977073,Iris-virginica
+55,5.489099841615554,2.9698604508815136,1.4949073957729142,1.2857270838286408,Iris-setosa
+56,6.558000722132991,2.8857696736533933,4.530543896508741,1.494099513703799,Iris-versicolor
+57,6.827921530801975,2.782045101500524,5.094266203282489,1.6070485676599096,Iris-virginica
+58,6.377300021271707,2.765084771881888,5.0141408959680955,1.8126731354362633,Iris-virginica
+59,6.00180881548972,3.214461881739842,4.928934348396551,1.9829137554991954,Iris-virginica
+60,6.72438892393211,3.224634664725769,5.062921202744391,1.7408731814315337,Iris-versicolor
+61,6.4057598151620025,2.7067380947781343,4.376954219481382,1.2659764102913547,Iris-versicolor
+62,5.556291879392956,3.723179271943963,1.424659733989797,0.28794672792793313,Iris-setosa
+63,5.3803781909261055,3.204376510088598,4.344727208209069,0.8998531018942799,Iris-versicolor
+64,6.284077769398254,3.248726911482134,5.49019046822089,2.3422452378416105,Iris-virginica
+65,4.430584458353504,3.1647622674194373,1.4409753401329963,0.11783366218146213,Iris-setosa
+66,5.393305159044147,2.3838529138979583,4.015355672681056,1.3960821866718167,Iris-versicolor
+67,5.259130949078269,2.7559994782773987,4.500045321557418,1.5002296091347502,Iris-versicolor
+68,5.440573811543379,2.9232446972108597,1.4569215426346218,1.5044223844468523,Iris-setosa
+69,4.928059154775177,3.052400282442316,1.4347553419729544,0.35242062228701315,Iris-setosa
+70,5.73619865824155,2.981415084362673,5.527089994739831,2.047894301854389,Iris-virginica
+71,5.768683908008414,3.0488459843912343,4.703790676943862,1.6808749632686295,Iris-versicolor
+72,5.164597111800934,3.0136426924558783,1.379227757250938,0.4278365824369532,Iris-setosa
+73,6.737212486829595,2.6672683674620274,4.55525189563918,1.51668281434513,Iris-versicolor
+74,5.610355153648737,2.55715253265702,4.416574959143645,1.549366749956347,Iris-versicolor
+75,7.252107149677277,3.6310881967078292,5.441695929010844,2.1950565688149486,Iris-virginica
+76,6.549937852302635,2.9288289441829987,5.330621228895227,1.6565400542649207,Iris-virginica
+77,5.667246413402357,2.8955758324889977,4.46684064464959,1.4822281984853003,Iris-versicolor
+78,6.718765824282122,3.494707619095795,5.302493554645489,2.4498606828593386,Iris-virginica
+79,6.77689689337708,2.8724035028547865,5.251417149837739,1.6982964037600856,Iris-virginica
+80,6.647315939239659,2.661839862562367,4.8777081317129625,1.6619533854864446,Iris-versicolor
+81,5.104441157458538,2.4188162407118057,4.205076122171085,1.3687001338973428,Iris-versicolor
+82,5.216941838419033,3.043968054184979,1.5640524265772746,0.13723089217135062,Iris-setosa
+83,7.06017290591663,3.138578687971873,5.008755066094006,1.865576565161854,Iris-virginica
+84,6.838484051166445,2.9646976196126795,5.499674205715136,1.7889025746490557,Iris-virginica
+85,4.902821665318399,3.0870704999763228,1.5581086009932765,0.15138725439024353,Iris-setosa
+86,5.300515275623889,3.8671884699733905,1.6659422507494748,0.19001966134057674,Iris-setosa
+87,6.382525862532084,2.9293308460831495,4.9168163184267195,1.6995539065915413,Iris-virginica
+88,6.755825887906061,2.7165010500848266,5.517837358785935,1.9674468212496592,Iris-virginica
+89,4.888713126630747,3.4175599172517774,1.4302508546108916,0.2151894883732689,Iris-setosa
+90,5.489968424919157,2.3473883660621664,4.326892074431259,1.7023174980463356,Iris-versicolor
+91,4.984754102201892,3.464666293185425,0.9146751376518845,0.09201552239823713,Iris-setosa
+92,6.640133760784178,2.901345705118605,5.55251382503741,2.095440439599466,Iris-virginica
+93,5.023732864403207,3.40664663379557,1.576313072316603,0.29921822656404184,Iris-setosa
+94,5.710930289045722,2.619747991262679,4.631127962312555,1.582613422375943,Iris-versicolor
+95,4.866504040729574,3.249568948387902,1.4757298832898131,0.1897346921522043,Iris-setosa
+96,5.106028198249262,3.2237925649347097,1.6857721555266525,0.3577446267249949,Iris-setosa
+97,6.693782192747725,2.997018068226268,5.395454296229693,2.0668302251273127,Iris-virginica
+98,6.998375410748462,3.283816208755281,5.680308557299383,2.2492072474267646,Iris-virginica
+99,5.826345385618591,2.810533961325907,5.081295129749859,1.9189593362710855,Iris-virginica
+100,6.352582863220048,2.675544821476114,4.181326499722472,1.1843132993006757,Iris-versicolor
+101,4.9869624290021575,3.7584670239699736,1.5111778262743512,0.15478415602234952,Iris-setosa
+102,5.736646430540573,2.589777205133395,4.049034865721553,1.370096354104928,Iris-versicolor
+103,5.586762933591234,2.8205376276993874,4.597595216745254,1.018913444671528,Iris-versicolor
+104,6.37273361178845,3.335286692562701,5.785008472536852,2.5800298057789695,Iris-virginica
+105,7.292827321512544,2.9228391970663985,5.6859569724490795,2.1309385025964986,Iris-virginica
+106,6.127508999828688,3.0525308645555835,4.726988627665665,1.4252039995051367,Iris-versicolor
+107,5.0779814085344075,3.19848768225901,1.7655422950239412,0.10941243997847311,Iris-setosa
+108,5.54791961732649,3.15029086672316,4.5068591742450455,1.450464555283341,Iris-versicolor
+109,7.104947827612102,3.458183008994919,5.875837778355221,2.401629935240989,Iris-virginica
+110,7.101352813696242,2.9783705125074773,5.5772611039475395,1.6356645607130942,Iris-virginica
+111,7.025992697852526,3.0656343264952546,5.35157962244015,1.6817805363227434,Iris-virginica
+112,5.89268899902791,2.721873598069499,4.526715467799183,1.2996121105671532,Iris-versicolor
+113,5.3187063824730005,3.3799704971977604,1.5951042177405044,0.3741257319671783,Iris-setosa
+114,6.266403065187882,2.7764292237780475,5.34767098705038,2.06352827785048,Iris-virginica
+115,5.655487775644409,2.758803378322444,4.405484116812954,1.6538035847008221,Iris-versicolor
+116,6.961615755479564,2.3392286705117122,5.0769690287966025,1.4891230239970519,Iris-virginica
+117,7.036962539936515,3.2931029873310766,5.876427153641643,1.6949084011740383,Iris-virginica
+118,4.7373622355229275,2.7098224047671398,1.3645701094092266,0.21049652643497427,Iris-setosa
+119,4.591854893542952,3.1708479796307456,1.8329887518997785,0.2633801347443044,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..a9190b733e2bcfd12e1961046ced01257afd6ab2
--- /dev/null
+++ b/iris/tvae/2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0837159653245685,2.767304397476299,4.092714328995767,1.279328268437806,Iris-versicolor
+1,6.269339827216012,2.781143850912336,4.891414618224507,1.8129218945237877,Iris-virginica
+2,5.1737111813293435,3.56203753404573,1.4492171318159688,1.276156128604554,Iris-setosa
+3,6.269106482491959,2.7930474112535797,5.016078512059531,1.6216703816972051,Iris-virginica
+4,5.556369407825206,2.486963921341226,5.048400302678607,1.8362867552294964,Iris-virginica
+5,5.212679137386041,3.15370336054771,1.6082730419970968,0.5193771855544161,Iris-setosa
+6,5.525450825090645,3.694500714053813,1.4523117476216258,0.20505206072965734,Iris-setosa
+7,5.530016591283739,2.295109884056549,3.8343551223201526,0.961921257028998,Iris-versicolor
+8,5.197254319736639,3.3044060585250215,1.5726976239471013,0.2938584803339338,Iris-setosa
+9,5.460087019234221,3.524079593747752,1.7503507518567214,0.37565740580992807,Iris-setosa
+10,4.831304713449845,3.074319772978058,1.6122374968999131,0.291996501653863,Iris-setosa
+11,5.284516570235467,3.2492631432328154,1.6856408090322992,0.35786135091947713,Iris-setosa
+12,7.0078199217742965,2.5872915651651645,6.156610793389196,2.1054466411583976,Iris-virginica
+13,7.017936832020819,3.0836625035353333,5.598349063118233,2.407080706604982,Iris-virginica
+14,4.888016579522272,3.5607472887327707,1.4298272603087128,0.31751465491864855,Iris-setosa
+15,5.320803132812275,3.1548007043780153,1.240538154421336,1.346986816264982,Iris-setosa
+16,5.0551662664515895,3.3965399967767103,1.4945733148179678,0.40602460634764564,Iris-setosa
+17,7.555194230638687,3.2099336223356305,5.326225207774533,1.6158219842096246,Iris-virginica
+18,4.825888924761684,3.43280803846555,1.5582201839927263,0.12136373028424402,Iris-setosa
+19,6.781825608009478,2.964641473017053,5.131495054184051,2.1941163662546437,Iris-virginica
+20,6.45689254964784,2.9174798342608916,4.576056503290188,1.3046668707446254,Iris-versicolor
+21,4.535393448147057,3.4138347700749088,1.4767891778245035,0.1746341491150081,Iris-setosa
+22,4.785450805512845,2.8300341687012596,1.1600256730815346,0.09426219925719093,Iris-setosa
+23,5.575804284929254,3.053972910642651,5.249129022551216,0.433814361737754,Iris-virginica
+24,5.8395348720734885,3.1445630801612303,1.6314753648852172,0.39143703046716605,Iris-setosa
+25,4.54487581701048,3.256767138468444,0.8983272415130101,0.17423260887482855,Iris-setosa
+26,5.742514873272294,3.9647179251834817,1.1811850117269338,0.0734463181154553,Iris-setosa
+27,5.670531032702327,2.6750760184593325,1.556304981305037,1.617445500449109,Iris-setosa
+28,6.167890972504588,3.1058208489637793,4.892622638066757,1.9070601483130316,Iris-virginica
+29,5.566210043534825,2.957184432222098,5.086453047018568,2.045939913199941,Iris-virginica
+30,5.572837102114888,2.994297875710172,4.715677728563027,1.978085482672044,Iris-virginica
+31,5.72027274501767,2.751113614732462,4.945288326449589,1.601268762486531,Iris-versicolor
+32,4.99557672650227,2.0516393759422176,3.4742731475429625,1.2200990061684107,Iris-versicolor
+33,5.1026350829744755,3.2601046603052057,1.5549894663839163,0.3365111443482164,Iris-setosa
+34,6.195474569527685,3.2178840950841074,4.932017077225506,1.8113636539285252,Iris-virginica
+35,5.5797050929131204,2.795999917347155,4.231595629156256,1.2846468056911697,Iris-versicolor
+36,6.434419709016495,2.840699784703462,4.995473762938681,1.5853925442696686,Iris-versicolor
+37,6.529525575284232,2.717822868867166,5.0404206321177565,1.7084888458457943,Iris-versicolor
+38,5.812448542137468,3.0845472233917723,4.835622403436925,1.8376670425080084,Iris-virginica
+39,6.283583436066032,3.130172888838947,5.119666854074422,1.9151894412606487,Iris-virginica
+40,5.631161820614969,2.6257658854014494,3.625274258403855,1.0327031821112853,Iris-versicolor
+41,4.824448581208046,3.267116193050357,1.6123785442017222,0.2648352465066614,Iris-setosa
+42,5.527793558640314,2.507585713409201,3.3355971341985593,1.4369615503400572,Iris-versicolor
+43,5.5043598330312955,3.22753382474128,1.4947957265929621,0.20443261254991138,Iris-setosa
+44,6.46658949958861,3.0015117172780834,5.0059755911132005,2.016528715658716,Iris-virginica
+45,5.073217921290972,3.1034002914087124,1.4978884935459076,0.27945447285363234,Iris-setosa
+46,5.764652847844761,2.80071873308573,4.576995174239078,1.8032995998467203,Iris-virginica
+47,6.576003069820941,2.74277527444146,5.19959428947552,2.282494494190465,Iris-virginica
+48,5.071169110022228,3.6697856752622298,1.4256531359064994,0.25535926612370885,Iris-setosa
+49,6.585750108475324,2.8349209958524657,5.182458661539124,1.954010578978357,Iris-virginica
+50,5.247409994336539,3.5815353654738593,1.415140438701065,0.2763148583748588,Iris-setosa
+51,4.471539588705413,2.901512546725924,1.6170023401374631,0.21201556196405857,Iris-setosa
+52,5.937171016873644,3.381729691545119,5.232600653015671,1.774266492427362,Iris-virginica
+53,7.028813331495082,3.0258243927832194,6.04814034855376,1.9128510159182561,Iris-virginica
+54,4.9441260895658905,3.1771305342117384,1.4854315993637677,0.3852992026226997,Iris-setosa
+55,5.476537859749793,3.226604233054883,1.2605118337901997,0.7832931273386237,Iris-setosa
+56,5.63146028877172,2.7568249539932035,4.4382179519892,1.262980908086257,Iris-versicolor
+57,5.510570106510332,3.8092686317085596,1.5815285519444378,0.4198500327282316,Iris-setosa
+58,4.259146292199499,3.4712826057069774,1.3002240085775947,0.0891889138826496,Iris-setosa
+59,4.880587635389884,2.9887469374736297,1.5309786700364427,0.18320059035773378,Iris-setosa
+60,5.8884294297818665,2.822860353332515,4.933850177867009,1.462145393705476,Iris-versicolor
+61,5.630036515556411,2.9928836455929453,1.7085007697707297,1.5909044834440036,Iris-setosa
+62,5.076116471795565,2.8304597661074813,3.9605483138689057,1.198325474669329,Iris-versicolor
+63,6.946294485185066,3.110179909438171,5.409955824111109,2.294703523092096,Iris-virginica
+64,6.410347597818079,2.8749714018985584,5.366892350967049,1.8826864636900102,Iris-virginica
+65,6.533343340946645,3.0698336838945317,5.436278798230247,1.9172087103619242,Iris-virginica
+66,7.274664415608077,3.31312904912924,1.7492475424192422,0.45612617744476347,Iris-setosa
+67,5.430159214985306,3.3637332091177905,1.80502435102933,0.5415155730483904,Iris-setosa
+68,7.223907469376312,3.500963314596774,5.857649479354003,2.2895494631998425,Iris-virginica
+69,6.373496619411996,3.0613608005161663,5.0152245251665875,2.151277915883691,Iris-virginica
+70,5.6953172453318865,2.647639320221399,4.559983602144643,1.5692974859408348,Iris-versicolor
+71,6.870641695358738,2.790895272462568,5.308101902030261,1.7107295238514826,Iris-versicolor
+72,5.0112850029968845,3.3483964524091845,1.4358630842565212,0.37960847796105524,Iris-setosa
+73,5.934080309619801,2.791297191937522,4.951178903867548,1.759513879671157,Iris-virginica
+74,6.752651374038356,2.7751623252395823,5.787469660221858,1.7577963316327816,Iris-virginica
+75,6.1372410272708535,2.6635561011497093,5.237528005246924,1.8056313506683728,Iris-virginica
+76,6.247665059299453,2.4652716474098995,4.8118030044906375,1.220599372555733,Iris-versicolor
+77,6.368463213296554,2.6044998099118306,5.188353644780646,1.6928283392048578,Iris-virginica
+78,5.612046079019263,2.8921532324673858,4.596098046535244,1.4056942449441836,Iris-versicolor
+79,5.891960104157644,2.797782676581248,5.142317854878701,1.8602523642315705,Iris-versicolor
+80,5.020547051765418,2.9821977747953348,1.6390092318282437,0.3156409638834516,Iris-setosa
+81,6.749057939078708,3.6030523270434682,5.533989654880557,2.257595141199768,Iris-virginica
+82,5.412255606733297,3.7649646688390486,1.6659808504397537,0.34113643501678054,Iris-setosa
+83,6.78390562015086,3.287462965316089,5.401759341700604,2.2754617422606995,Iris-virginica
+84,6.548794285320779,3.336606677811856,5.413846853739374,2.248072825692352,Iris-virginica
+85,6.294009418772733,3.182432761560241,5.256345266046804,1.9774309349206258,Iris-virginica
+86,6.716545465992739,2.900113926306428,5.454374723294358,1.8854675622212242,Iris-virginica
+87,5.89967466508891,3.0561374245018067,4.122544281537587,1.1113469203009911,Iris-versicolor
+88,5.6670313618063695,2.955740381667032,4.053008750598863,1.3273377999750844,Iris-versicolor
+89,5.646084826303245,2.723876967341058,4.3147132323735065,1.3809297400084888,Iris-versicolor
+90,5.7555004145750175,2.402829614355406,4.705362786940865,1.6596653653169018,Iris-setosa
+91,6.35373840912517,2.7824144120314656,5.126902094622325,2.1385256725385,Iris-virginica
+92,5.527856175387268,2.7155621387006095,3.870374551311905,1.3107357203815244,Iris-versicolor
+93,5.4116773340401165,2.6281279471582026,3.9115169641056595,1.0969828342207393,Iris-versicolor
+94,5.58611095856942,2.5718664809332976,4.185707160334119,1.4418703853402792,Iris-versicolor
+95,4.654875554761039,3.146380496588515,1.5238009866703037,0.3582548375034954,Iris-setosa
+96,6.211439824326538,2.6190508986078687,4.69990308745018,1.5217403687874584,Iris-versicolor
+97,5.795569103655035,3.133947165114373,5.2817277074123465,1.6751276672574058,Iris-virginica
+98,5.335695825289331,2.8478747488061904,1.6638935772594263,0.3100983144734622,Iris-setosa
+99,4.778535406846246,3.2331613209207504,1.3019058374357209,0.2557283665755832,Iris-setosa
+100,6.737339764770805,2.899738695071711,5.727816729125294,1.5842677342834481,Iris-virginica
+101,6.865211130160914,2.569769218677908,5.453524591167277,1.7154618482331272,Iris-virginica
+102,5.258645127151225,2.5907927983989647,4.145697509582375,1.2754814071578413,Iris-versicolor
+103,6.205202706727168,2.6666306371055026,4.670392784527588,1.3375033685397177,Iris-versicolor
+104,6.597932063466779,3.1979517141570812,5.7011048482427675,2.2454567896202016,Iris-virginica
+105,4.804542913025219,3.091224497362451,1.5999094461226737,0.18364690014023613,Iris-setosa
+106,6.677988476258821,3.148714471557674,5.04616045642819,2.05297583818758,Iris-virginica
+107,6.081130743768887,3.2343808163746703,5.120812655172585,2.1704662153215426,Iris-virginica
+108,6.992497085427918,2.6725480560483037,5.925428149356458,1.8629376445502552,Iris-virginica
+109,5.257358942577667,3.0469455123245757,1.3923296230982107,1.6164645101448174,Iris-setosa
+110,5.346071926132213,2.464861336374316,3.9627238616551885,1.128701754246431,Iris-versicolor
+111,5.218989766232585,4.0327500561604115,1.8623206129033814,0.4469015918941954,Iris-setosa
+112,5.874296042779382,2.7533127984912706,4.7771294993491615,1.7860908767397075,Iris-virginica
+113,6.0354726049291125,2.7253461786621953,4.793868146336531,1.8315644358456824,Iris-versicolor
+114,6.656217672638668,2.67809492102022,5.172176702608532,1.8515270874344876,Iris-virginica
+115,6.235427458679045,3.149572233509546,4.795766766548415,2.0049359284272272,Iris-virginica
+116,6.62841512055982,3.284295978966012,5.766335841583926,2.4658106916881124,Iris-virginica
+117,6.2495446061183,2.850517999712228,4.863661294779705,1.708023292476556,Iris-virginica
+118,5.807109610769772,2.768004821406564,4.518240136002802,1.3830360628289242,Iris-versicolor
+119,5.369059472038026,2.8106186209973862,3.9680208704760425,1.3108636713436708,Iris-versicolor
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..5a407341615ee69b411b59b57165bb50cecec7fc
--- /dev/null
+++ b/iris/tvae/2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.916980464090445,2.589885904239966,5.219048733070064,1.7377974657263116,Iris-virginica
+1,7.301699452717834,3.3195883934433152,5.892668808263389,2.362357158493736,Iris-virginica
+2,5.27837139931431,3.2510677884222705,1.5712330850678706,0.23114976125151213,Iris-setosa
+3,6.700026090697088,3.417255068502912,5.5190608702786,2.2471035565692405,Iris-virginica
+4,6.857348819070503,2.9549615669845046,5.486409209334877,2.230228408212945,Iris-virginica
+5,4.722107181434891,3.483239818500742,1.1976996001731166,0.2875268363915262,Iris-setosa
+6,5.126557319341153,3.076092088663133,1.5862625753847501,0.13395339428477127,Iris-setosa
+7,5.416198797203343,3.114146096700132,1.564215031980427,0.9997651229935116,Iris-setosa
+8,4.736310724485858,2.784904526560364,1.4416064846648162,0.18598504969336893,Iris-setosa
+9,6.743474275332868,3.3609238973219,5.759394678498606,2.276054140360752,Iris-virginica
+10,6.9537265510693675,2.787975389331161,5.985911050916423,1.7986908312328795,Iris-virginica
+11,6.73069445839663,2.6505569799949793,5.028683747061898,1.8958553006502383,Iris-virginica
+12,5.26836885114394,3.041793157226092,1.6352822815351593,0.28280133720890555,Iris-setosa
+13,6.540510112173641,2.9857555985030215,5.049949696568694,1.4826612643216626,Iris-versicolor
+14,7.147340332113998,3.055046409159452,5.397001519806467,1.9207671510831321,Iris-virginica
+15,6.57466351880468,2.9383329085366383,5.322563106390134,2.048668905753663,Iris-virginica
+16,6.819872177965159,3.211904011110237,4.965842988458128,1.5633920460051072,Iris-versicolor
+17,5.908829018541205,2.863797463654478,4.724606567848018,1.855406233887348,Iris-virginica
+18,6.0935878077428365,2.739661496705906,5.103868971588304,1.8004642595146878,Iris-virginica
+19,6.322926944091619,2.939429742182474,4.925852561728301,1.6238123143136158,Iris-virginica
+20,5.038641088510902,2.8155788251998337,4.754809294104833,0.41643104787250845,Iris-virginica
+21,6.421392793337741,2.9074021453401366,4.701403663725831,1.5053682531634291,Iris-versicolor
+22,6.7233547827290785,2.6809665828558016,4.614486443314354,1.5545749571101644,Iris-versicolor
+23,5.176565382754607,3.5311959114207063,1.6077075367927889,0.403183792405704,Iris-setosa
+24,5.633476476058906,3.0277504104700936,4.674258854230582,1.526762895803801,Iris-versicolor
+25,5.253406792922584,2.837204610881383,4.7513822809353,2.0610936523128345,Iris-virginica
+26,7.282301077162721,3.121334773569,5.6763943531270815,2.0104971232681765,Iris-virginica
+27,5.72466645206231,2.761851753612216,4.211806160266646,1.367023919724033,Iris-versicolor
+28,6.006887296498765,3.1237357520631206,5.174167176637411,2.129318075916066,Iris-virginica
+29,5.256885594958302,2.9907218638541577,4.743422672249506,2.0055831082100113,Iris-virginica
+30,5.5193662398041425,2.793174984529468,1.5290132274416475,1.4930931334957265,Iris-setosa
+31,4.708192903829513,3.268638132605078,1.3162395824296422,0.16935683950654823,Iris-setosa
+32,6.647435778901337,3.1821060264176246,5.37741482472366,1.6371488619475845,Iris-versicolor
+33,6.08223692517018,3.620220664472497,5.241551915172744,2.0117386077926724,Iris-virginica
+34,6.072232993317263,2.7486140512196164,4.309967756318605,1.3546215368578371,Iris-versicolor
+35,5.049381727943604,3.2705201259432957,1.4005439816133687,0.22653096577076226,Iris-setosa
+36,5.484442001594574,3.1565926089077103,4.4485472039737655,1.4968153279402308,Iris-versicolor
+37,5.970053009685596,2.6456797277638846,5.321154016554079,1.6965146923132186,Iris-virginica
+38,5.849279293616038,3.151655914505596,4.293316608044777,1.6292191587961624,Iris-versicolor
+39,6.985382086458518,2.9961916336236376,5.692162150549395,2.4415752360462255,Iris-virginica
+40,5.16380919958675,3.2005139150100126,1.5595748521924357,0.345243248112601,Iris-setosa
+41,6.071161305673457,2.7818594162922983,4.48046179235975,1.4260101211188723,Iris-versicolor
+42,7.419646071479793,2.650377665722739,6.35381837413272,2.1472279135820505,Iris-virginica
+43,6.182935047362892,3.1562363834645453,4.427048557185138,2.1561063729665357,Iris-virginica
+44,4.940532127170288,3.0908040835215127,1.5136354508479553,-0.09894174581325232,Iris-setosa
+45,6.134760092929383,2.7326494647510327,4.341985617339042,1.3911732837535498,Iris-versicolor
+46,6.810609892941329,2.764398934260479,5.57348704135976,1.9520478827943102,Iris-virginica
+47,5.079630084551355,2.6642058078012294,4.432185018205186,1.3681267276219793,Iris-versicolor
+48,6.917886580479441,3.0255994716435985,5.342677619554467,1.9903691166706439,Iris-virginica
+49,4.872167261709454,3.5536237072815555,1.4874647678071657,0.4061717109803431,Iris-setosa
+50,4.934329857462327,3.181216777512745,1.5396409160421074,0.40608071646082855,Iris-setosa
+51,5.746591932736559,2.951507749118718,5.101463268322715,1.7161898769819264,Iris-virginica
+52,6.800697110064482,2.8315293218004656,5.4814632411129525,1.5171967045513455,Iris-virginica
+53,6.608331433986494,2.7630452198180753,5.1402865333972985,2.2298100312499134,Iris-virginica
+54,4.653417450270087,3.089270237075253,1.549128596993095,0.16378260116292986,Iris-setosa
+55,5.724936073883002,2.7033801933880075,3.8873713642858263,1.2886726377387663,Iris-versicolor
+56,6.705811205081726,2.8646654915465293,5.626269873087713,2.2501909136446128,Iris-virginica
+57,5.567977048514613,3.2112120208052377,1.6415584452862768,0.4881793682452037,Iris-setosa
+58,6.820490050129076,2.965257467373748,5.710177895351077,1.789478638041287,Iris-virginica
+59,7.5670401211103595,2.997871315236332,5.838849836092684,2.007342701446946,Iris-virginica
+60,5.816682886655776,2.592663547107183,3.984174102636365,1.5123431155917268,Iris-versicolor
+61,6.25395706322553,2.5699842228335803,4.053058977238089,1.3979895012576933,Iris-versicolor
+62,6.779688390079537,2.9462327695281214,4.823503844908807,1.6420041326709718,Iris-versicolor
+63,5.508583329918623,2.915335647009411,3.679576568474967,1.3098834181664976,Iris-versicolor
+64,7.496502442716093,2.686528644906905,5.864981477740942,2.07917209442091,Iris-virginica
+65,5.030737613972523,3.3676043996055336,1.582832687556524,0.24759630918877767,Iris-setosa
+66,4.292786721100225,3.4942050143691006,1.4233581721828577,0.0563595526341861,Iris-setosa
+67,7.106859487843993,3.024437688472691,5.996663739190003,1.6834755199876297,Iris-virginica
+68,4.9474482389258965,2.2318966901910997,3.291588757789179,0.8587348169945159,Iris-versicolor
+69,5.179969627469806,3.469336424527697,1.5790033585930772,0.3162359024104121,Iris-setosa
+70,6.851611103590029,2.9532368484144094,5.576041773494252,1.8932750641779743,Iris-virginica
+71,5.8532158979022695,3.0564459523822047,4.496926029065055,1.6311037201146261,Iris-versicolor
+72,5.904862803324739,2.4730961195464634,4.6385306899774434,1.3515493396399445,Iris-versicolor
+73,5.132682619463468,3.6825122652049185,1.5435373619817216,0.20770321944664688,Iris-setosa
+74,6.006155791726399,2.6835826649184535,3.790986800289544,1.3307621012512432,Iris-versicolor
+75,7.4345750729517945,3.0098551588530764,5.669519236118605,1.7133797610926718,Iris-virginica
+76,7.820539840594313,2.962598227207495,6.105779583069083,1.8645498406958585,Iris-virginica
+77,5.30779358830527,3.821399888951415,1.7642352749230468,0.19234022371991966,Iris-setosa
+78,5.179810907760525,3.2758850718884625,1.50334201342398,0.48479963188146885,Iris-setosa
+79,6.039849187743497,2.8237511069221313,4.907659841091918,1.3190074144784707,Iris-versicolor
+80,6.274731343853024,3.2942876070568636,4.915104136540466,1.4696123345228649,Iris-versicolor
+81,4.758288627701151,3.2869036368915205,1.4964596290607393,0.29619687270141115,Iris-setosa
+82,5.671586979849202,3.2163086155435074,1.673287128954711,0.3888021268649954,Iris-setosa
+83,7.166975759364237,3.037520976112696,5.751617033549319,2.261172486903183,Iris-virginica
+84,5.492110384419951,3.692829085591313,1.694024010808971,0.43518717575460153,Iris-setosa
+85,5.773123281606321,2.883846583763106,4.332855966657568,1.5659255224997244,Iris-versicolor
+86,5.559221111457456,2.9963298823930433,1.7429448182042098,0.28029835273024994,Iris-setosa
+87,5.098585711806129,3.187866979007589,1.6758140260312875,0.26093279561302846,Iris-setosa
+88,5.858142231196511,2.8801248854009978,3.5874205479074988,1.218040168101989,Iris-versicolor
+89,6.313677758475666,2.8587486884982667,5.074215687324071,1.4402186105775319,Iris-versicolor
+90,6.235930403073657,3.087708443100484,4.838039386638213,2.080318927827671,Iris-virginica
+91,6.402521804229032,2.5649099230151275,4.904124675501114,1.5215297317399545,Iris-versicolor
+92,6.407954754245046,2.825887504134775,5.238579693996247,1.6088749870589303,Iris-virginica
+93,6.652486522771012,2.906628337748389,4.540023464885395,1.3029946824422953,Iris-versicolor
+94,7.183640887113648,3.2748572930529196,4.636083629953048,1.6454886768536097,Iris-versicolor
+95,6.58225828359697,2.916141364284592,4.9277958626340235,1.4622701960659679,Iris-versicolor
+96,6.2581475096104,3.0553211916932783,5.070846459221499,1.7251508713469237,Iris-virginica
+97,5.372366380741248,2.8532536057320623,1.4762850367566813,0.11003313075197993,Iris-setosa
+98,5.475093253653082,2.8147320768357824,4.290147638296798,1.39823982671639,Iris-versicolor
+99,4.324795244457853,3.0565747738125815,1.0562601176291326,0.17448455811556624,Iris-setosa
+100,6.394455755803214,2.771593158652407,4.985821601485141,1.5414804429570292,Iris-virginica
+101,5.102167870574697,3.2718054108362367,1.606321032369884,0.3371857666065937,Iris-setosa
+102,5.216840244010383,2.9051285386555707,1.4663943095274574,1.3486137809433845,Iris-setosa
+103,4.703624096924184,3.5437808964702944,1.3298967258837042,0.2623020001859094,Iris-setosa
+104,6.096836802975967,2.6976282205641895,4.69633807146926,1.9537399242245965,Iris-virginica
+105,6.333686868945105,3.151227821079161,5.410898598064533,2.2695052019524495,Iris-virginica
+106,5.591576522489835,3.095344314141605,1.6563072209893541,0.442184989654975,Iris-setosa
+107,5.088927852572824,3.1655342433814067,1.351399492291419,0.43896393325395355,Iris-setosa
+108,5.091148747033553,2.630978485899248,3.9622102762994857,1.2044056720165224,Iris-versicolor
+109,4.912803861657306,2.632132991979081,1.6037546539354728,0.29096153740772684,Iris-setosa
+110,6.42597491477417,2.785870842982934,5.023625312353613,1.9129681860652026,Iris-virginica
+111,5.454488605919634,3.287197794656855,1.653515876892224,0.33312492120404164,Iris-setosa
+112,5.697095402074151,2.7148051881501996,4.7826754694793525,1.8276340295555893,Iris-virginica
+113,5.99325401292384,2.1105993303711967,3.8227013120218567,1.1944231883842713,Iris-versicolor
+114,5.163804208480143,3.3839937271553695,1.4708099745174352,0.29896950211417583,Iris-setosa
+115,6.538386463091159,3.1855933940203447,1.8659698421906425,2.2175314414063005,Iris-setosa
+116,6.746927530628339,3.126689272965997,5.223727107748564,1.9617287398844094,Iris-virginica
+117,5.129046895152897,3.5916421758750685,1.2398312540915022,0.2795489999085757,Iris-setosa
+118,5.778518667206743,2.5561856685982454,4.867148410237232,1.8000336501777086,Iris-virginica
+119,4.719612629065362,3.2578130509414973,1.347176944637479,0.21183879755755275,Iris-setosa
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..9b271da03d38e8fb586d7ecf416ab33eb98f87a8
--- /dev/null
+++ b/iris/tvae/2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.365982112610704,3.3328024136120704,5.146265133134794,1.9447985962037477,Iris-virginica
+1,6.303962154915939,2.9371941118878473,5.0690690895117045,1.5388114137215356,Iris-versicolor
+2,7.074483411620142,3.124948806599498,5.641524788109053,2.2514278775911514,Iris-virginica
+3,5.156349850329562,2.491973444655158,3.37716523978773,1.2184464456265123,Iris-versicolor
+4,5.39004217259044,2.8538801724921035,3.694322323622288,1.3369230043374227,Iris-versicolor
+5,5.778200218665743,2.415361695141397,4.891398770580032,1.71416397855728,Iris-virginica
+6,6.653979940315263,2.798637380360419,4.871800613840258,2.0398190387284405,Iris-virginica
+7,6.00672466516701,2.516908357554769,3.793272922969364,1.332619505143833,Iris-versicolor
+8,5.985559238340922,2.764451722210396,4.345380665093895,1.6602553703727485,Iris-versicolor
+9,5.791191009945282,2.8379906233009606,4.575234672482265,1.844119918827555,Iris-versicolor
+10,6.575514230772995,2.4428420547063276,5.136133228034454,1.5744886110252057,Iris-versicolor
+11,7.105837385143127,3.1967937116974197,6.113782146773127,2.332148673587475,Iris-virginica
+12,5.6407232382369985,2.724229619508695,4.03405769486801,0.8960741479043127,Iris-versicolor
+13,6.326124498943716,3.365100165632366,4.946928773977093,1.4270653775833537,Iris-versicolor
+14,4.986780578365345,2.5327567615744724,3.726807312381891,1.3308358612828401,Iris-versicolor
+15,5.537616590564752,3.97343222554286,1.533361751382908,0.39653882480324043,Iris-setosa
+16,6.019521548786696,2.699626272543535,5.124411963529032,1.8773957790943416,Iris-virginica
+17,5.632373295461955,3.421985100326698,1.9407407872049431,0.46330149973997237,Iris-setosa
+18,4.804832290217902,2.7675010444387693,1.3063830925532565,0.35594915547442874,Iris-setosa
+19,5.218171018209491,3.157589614979309,5.130365271407268,1.3176150626209249,Iris-setosa
+20,6.185676499542265,3.3429310992288785,5.087169390552456,2.2404520693042764,Iris-virginica
+21,5.0533814609374135,3.1978687972490096,1.5571139613373994,0.31994897315368187,Iris-setosa
+22,5.987535367904829,2.9374967575092215,4.860074631501419,1.4908364295093577,Iris-versicolor
+23,4.971680887123027,2.5644263380522756,3.818762996444681,1.0598967389099487,Iris-versicolor
+24,5.186679908689671,3.6771367979770737,1.7532437694898795,0.8388605058633237,Iris-setosa
+25,6.400576435435642,2.9057921137953935,5.136572978310266,2.13686812818474,Iris-virginica
+26,5.678997240614919,3.133001536521779,4.551274387896834,1.6240960038879901,Iris-versicolor
+27,6.830449934543007,2.644521209172615,4.774967985747102,1.815456547255553,Iris-versicolor
+28,5.756447087875546,2.875357255469084,4.287262817002145,1.7291423524537344,Iris-versicolor
+29,6.577629414506685,2.8492914848417517,5.030735218717631,1.854404856370306,Iris-virginica
+30,7.085766262352384,2.9555121787601735,5.73792510545251,2.121677180591238,Iris-virginica
+31,6.2301854782528086,3.1777613472870287,5.037779279126299,1.9582076608055017,Iris-virginica
+32,7.666664006025144,2.832090166010202,5.776180452477967,2.0759981191293027,Iris-virginica
+33,5.6187817740164325,3.288466719173412,3.831279330512131,1.3273725217592096,Iris-versicolor
+34,7.049438757965582,2.833909018676866,5.4094783882861845,1.9532439157441464,Iris-virginica
+35,7.025113925213971,3.3323048951270646,5.416680404896945,2.6568161312926604,Iris-virginica
+36,6.021410170649361,2.9597392762517223,4.2303130726327485,1.6536967191803422,Iris-versicolor
+37,5.0085884348748255,3.5642697570399413,1.501117613845728,0.33751850818629847,Iris-setosa
+38,4.794822895685383,3.2008870035079418,1.4524134144707848,0.1588205488131389,Iris-setosa
+39,6.168931360888446,3.0913989565919153,5.253759565470859,1.4533547458910787,Iris-virginica
+40,6.238202164572963,3.0413114175373708,4.226763131347587,1.2888395730793554,Iris-versicolor
+41,4.547428326147091,2.8808299473834493,1.1745379250700203,0.14169224952696632,Iris-setosa
+42,5.307104651426368,2.8526402448238137,1.4693318630280834,1.291512793209703,Iris-setosa
+43,4.849197025985469,3.1669843344811444,1.4936719409257102,0.2906480402951002,Iris-setosa
+44,6.288334001944342,2.616651807340009,4.92605703342498,1.7087001886111457,Iris-virginica
+45,5.1015364197018345,3.4924405347989333,1.3390741643312323,0.18543753082622494,Iris-setosa
+46,6.746040269420761,3.32807247935413,5.7376635928874515,2.4350448766225923,Iris-virginica
+47,5.824263047635696,3.2615969908228415,1.5017427767735614,0.4433991041970995,Iris-setosa
+48,5.31149469180094,2.9997960738105247,4.354927123750907,1.303418779980268,Iris-versicolor
+49,5.305798971202828,2.8676193885361467,1.568260922446873,0.2983907406356562,Iris-setosa
+50,7.949467734121498,3.2371691506299336,6.22720805908302,2.2668760293510957,Iris-virginica
+51,4.879954019150106,2.8252623478172865,1.349614595765957,0.25239119012023514,Iris-setosa
+52,5.37283548696707,2.6171415996356524,4.289311224033057,1.556517400077685,Iris-versicolor
+53,5.171131907691453,3.2986504092830256,1.4972966522793776,0.14642100533615582,Iris-setosa
+54,5.727705133903109,2.602343010484106,3.5531926559265843,1.2795514648939945,Iris-versicolor
+55,7.674665188720752,2.9335600495110796,6.339202769525045,2.0580829709991804,Iris-virginica
+56,7.441702240582427,3.029052601519806,6.331757554444224,1.6403112436532443,Iris-virginica
+57,7.856019047974408,3.6917809135963715,6.38736172376659,1.9170823297672517,Iris-virginica
+58,6.703158280741377,2.8973682080021947,5.091617869442992,1.726708181412371,Iris-virginica
+59,6.504132090322108,2.749992361155116,4.628257805358751,1.526517108228276,Iris-versicolor
+60,4.996706125784314,2.666334940223306,3.483717342646245,1.011170836386571,Iris-versicolor
+61,5.152048347313904,3.060498690857547,5.05582788252227,0.32487316061094645,Iris-virginica
+62,7.156674260156222,2.994608671782034,6.179030086568018,2.1890965115409857,Iris-virginica
+63,5.9706400660050445,3.3492747997729873,1.5245262503695944,1.428436337799422,Iris-setosa
+64,6.063066986048734,3.0146805591875228,5.29361965103836,2.403885041190135,Iris-virginica
+65,5.824511477880259,2.8888082672500985,4.84414956381215,1.7442457729536933,Iris-versicolor
+66,5.944994168721555,2.9611590981992326,4.825247911639829,1.7135352727834037,Iris-virginica
+67,5.2842686226163575,3.435366182099857,1.62301018764751,0.4474482659295762,Iris-setosa
+68,6.596464555995586,3.3874398801954775,5.0881743615927855,2.1805336096089576,Iris-virginica
+69,7.169178605455612,3.32949883661554,5.926781581349993,1.6976396950479191,Iris-virginica
+70,6.145804862723069,2.8394042567864317,4.594096155727289,1.9414461043369189,Iris-virginica
+71,4.998157665798201,2.91750585819667,1.6548329966303155,0.16066920813707242,Iris-setosa
+72,6.423241738227255,3.332525333818415,5.4858780276896635,2.2823903510768764,Iris-virginica
+73,6.271570875090948,2.576704703738569,4.806864627533293,1.9275373870831536,Iris-virginica
+74,5.117660568365563,3.2218233374520455,4.946839242878432,0.4860696526673508,Iris-virginica
+75,7.170414722253064,3.870429678148396,5.897016123010821,2.686136923165308,Iris-virginica
+76,6.374297029435789,3.0594633665410162,5.230357509276099,2.005210917518597,Iris-virginica
+77,6.0561265271123625,3.092626107685362,4.8848423048955985,1.5518605013192952,Iris-virginica
+78,6.350495573014391,2.9404648688551287,5.331872306895555,1.8317580729236598,Iris-virginica
+79,7.076190879219368,2.832451882751092,5.787140787015018,2.0144410813661136,Iris-virginica
+80,6.87818493614678,2.8335614819691584,4.364222194212557,1.441934449552206,Iris-versicolor
+81,6.802317907139399,3.1493744481225265,5.529314717396112,1.9300846233675804,Iris-virginica
+82,6.687253493424512,2.3745517996735597,4.688194708824555,2.0454491065277565,Iris-virginica
+83,4.996776987385503,3.726630186390014,1.224655197276682,0.2504504538767833,Iris-setosa
+84,5.83127815380016,2.5012057305413453,4.427129878553005,1.381307983302397,Iris-versicolor
+85,6.14562176015672,3.380469323210547,4.963726627085787,1.9630309096776548,Iris-virginica
+86,6.721977520224202,2.5860406269212937,5.433939676771555,1.6077157623281704,Iris-virginica
+87,6.502129940295609,2.286155263168648,4.718405828818271,1.422302601886419,Iris-versicolor
+88,7.187684444283751,3.631446539073992,5.617833149890065,2.1264651464892097,Iris-virginica
+89,5.359221630637023,2.9301874213667896,4.297877452653163,1.3278306214858724,Iris-versicolor
+90,6.503722019175408,2.8374034910099297,5.242910430321544,2.0881397228476315,Iris-virginica
+91,5.476990366445062,2.699892831248163,4.006706199595192,1.3425178573270036,Iris-versicolor
+92,4.848033790150351,3.139540576807378,1.4067062032437088,0.1855194573405275,Iris-setosa
+93,6.0374568675585945,2.8311907669571843,5.02892382258929,1.6550390485746016,Iris-virginica
+94,5.827356942666921,2.937227064964621,4.2082928676230384,1.5008384566638704,Iris-versicolor
+95,5.556698212320196,3.109610398788279,1.3135053979483329,1.2288594623663693,Iris-setosa
+96,6.525269915972618,2.854077988388325,5.7567238987120435,1.9445399268157575,Iris-virginica
+97,6.229948661097248,2.574855139837122,3.8343512312739287,1.3882592747738884,Iris-versicolor
+98,5.631481832966323,3.0003949120269633,4.537788405926436,1.463623837412199,Iris-versicolor
+99,5.4534412048838,3.9452350481699736,1.5151647513569504,0.47768731124675257,Iris-setosa
+100,7.498956423107748,3.2171239250740724,6.1978791862549,1.6393243256533774,Iris-virginica
+101,6.203666919146557,2.4936575320740486,4.8505594512951085,1.4235019851047117,Iris-versicolor
+102,5.761435930420698,2.92865115225401,4.572366188100791,1.5663439807144632,Iris-versicolor
+103,5.019593238592059,3.2825564682984516,1.583896073527093,0.3153250404068146,Iris-setosa
+104,4.711250567534385,2.994179347616439,1.3533262937636834,0.30606665781338244,Iris-setosa
+105,7.226019105611721,3.126272767857575,6.233910063922082,2.028040187798228,Iris-virginica
+106,4.848759190030659,3.9016067899048483,1.6231199679830837,0.23324589463578638,Iris-setosa
+107,5.172372613793204,3.1175866701500112,1.2719343847178237,1.2927325764711572,Iris-setosa
+108,5.824928599550557,3.562926654828914,1.082575856258658,0.17662469324944874,Iris-setosa
+109,5.901216014751869,2.6448354208740876,5.101473460451791,2.0939735667065436,Iris-virginica
+110,7.116210634144788,3.121824582266159,5.7731138076680155,2.1088577179478003,Iris-virginica
+111,6.923520368190649,2.628110890976461,5.377162122029273,1.853349160229645,Iris-virginica
+112,6.978497417294107,3.136792884480015,4.990930480791119,1.5559344526679089,Iris-versicolor
+113,6.147396973537401,2.996360432333314,4.398391750462587,1.4272706288564503,Iris-versicolor
+114,5.887817478748918,2.6275898628583914,5.015576235449795,1.5550524888137252,Iris-virginica
+115,5.563168587648949,3.2480593143689886,4.814556246529628,1.4232276401118444,Iris-versicolor
+116,5.879044938146124,3.340239626531157,4.7349869305777315,1.9868466888524754,Iris-virginica
+117,6.902214695219416,2.978604418790546,5.787510638487079,2.2343599206102835,Iris-virginica
+118,5.316106961501654,2.7696393693467876,4.065212643852685,1.3106304712723948,Iris-versicolor
+119,5.413664899436597,2.638334982666927,3.8203568262115093,1.3110803207126356,Iris-versicolor
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..e682cfde89fea508e483aefd952e7cda23ae7997
--- /dev/null
+++ b/iris/tvae/2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.6844862744658755,3.1529656622313764,5.344894994083479,2.089893266231514,Iris-virginica
+1,6.094499633153748,3.0177305801366923,3.9410184812401425,1.0879049234993525,Iris-versicolor
+2,5.413738096013592,2.7128153675944278,4.216757159573907,1.524807745490813,Iris-versicolor
+3,5.857308005670831,2.7460802683402084,4.178953067570056,1.339369355383216,Iris-versicolor
+4,6.368882664034975,2.2003835789981467,3.9029177642277886,1.2978571672027663,Iris-versicolor
+5,4.769239966600859,3.5847468728650584,1.602374902360849,0.38417405949032296,Iris-setosa
+6,5.462812175403262,3.3922218561594644,4.324379785343407,1.015809854318778,Iris-versicolor
+7,5.131859381861076,3.493624043696269,1.4020861354086682,0.3505526876397743,Iris-setosa
+8,6.491438613887554,3.3466000906164037,5.385532904622428,2.1486509156095255,Iris-virginica
+9,6.165952743150126,2.598051574257621,4.25374480749389,1.2047819548426937,Iris-versicolor
+10,7.144224625829859,3.5482780539235113,5.7011399054222665,2.2790732390892177,Iris-virginica
+11,6.802024334640545,2.508334397387183,5.046003447592841,1.8030054676434355,Iris-virginica
+12,5.506633329950292,3.7087196359090226,1.6342338872795548,0.28014832596367606,Iris-setosa
+13,4.964067739668814,2.6928346211706518,1.6418195966897342,0.2987174736457602,Iris-setosa
+14,7.12650104996793,2.9902079247271525,5.206638077340593,1.9518032202936728,Iris-virginica
+15,6.056489449036062,2.784036539734614,4.713872486566172,1.7325298553221213,Iris-versicolor
+16,6.0669351492727905,3.206375539960279,4.760290384869102,2.0788113197063236,Iris-virginica
+17,4.729815875472723,3.1513006094133855,1.313291606978733,0.3627621046358806,Iris-setosa
+18,4.228465072276595,2.874595122352919,1.6139717993315668,0.20590409490777034,Iris-setosa
+19,6.751959737937634,2.7019258723147233,5.359931829021796,1.5611233409069216,Iris-versicolor
+20,5.445813438380202,2.7252364876324653,4.138049199603163,1.4404075224326436,Iris-versicolor
+21,7.2337035128589635,3.3107497505190686,5.941975794516629,1.7958165910349193,Iris-virginica
+22,5.605648143506459,3.459075380801998,1.6119339152056587,0.47967420955181683,Iris-setosa
+23,5.466748866018322,3.225107582537688,1.599473849173352,0.34932924729770753,Iris-setosa
+24,6.393579228157112,2.800060724547052,5.302181321220456,2.2821536630100963,Iris-virginica
+25,5.043483931311994,3.5381051443442715,1.5606814052176867,0.19928698657812496,Iris-setosa
+26,5.327334164394847,3.6757898936092057,0.8649080385523789,-0.004278549690434674,Iris-setosa
+27,5.129829982454345,3.184554513411611,1.405697359101699,0.26792366475648144,Iris-setosa
+28,4.933201682694407,3.3085584961335046,1.6035373637669172,0.41459330931005534,Iris-setosa
+29,5.098246806547984,3.207779524630083,1.6408495024521752,1.3489503719702212,Iris-setosa
+30,6.412159900818516,2.945494484057771,4.996340218774916,1.9572409471080743,Iris-virginica
+31,6.5744603287098595,2.93243997419204,4.729794955191598,1.5216697953937366,Iris-versicolor
+32,6.116113936927005,2.686228791170082,4.098027046865263,1.319018083665614,Iris-versicolor
+33,4.734344554789423,3.0725939983175716,1.3512198871736432,0.2512026625927827,Iris-setosa
+34,6.017120594958569,2.5885920627337935,4.011550972832894,1.1436813895250677,Iris-versicolor
+35,6.364213986034016,3.17541102625054,5.454910934908025,2.061578557238559,Iris-virginica
+36,6.005454100950176,2.875558447461714,5.162999342828793,1.8678028626061398,Iris-virginica
+37,6.582422230586349,3.1155822739369943,5.440298790751398,2.2716513173094044,Iris-virginica
+38,6.376968465181804,2.8453442160076117,5.097613986782616,1.6509173102106613,Iris-virginica
+39,6.388845262061473,3.115936949242162,5.275860862002023,2.223405629941062,Iris-virginica
+40,5.857313095801846,2.7386436715241613,4.903924510187533,1.7417034299028533,Iris-virginica
+41,7.571644766609778,3.192372781182161,5.893080007724946,2.251718440860705,Iris-virginica
+42,6.0747853117513,2.967034783820047,4.470067669742205,1.3817801876863416,Iris-versicolor
+43,4.747473199511194,2.389228356664332,4.427925537437415,0.3861663086617344,Iris-setosa
+44,5.523943050638173,3.46017505670529,1.6731053282370367,0.3227693148872512,Iris-setosa
+45,4.9074682729638015,3.3747307408701714,1.7453637514783624,-0.05268922234280876,Iris-setosa
+46,7.68844816165642,3.049063603946562,6.037763933770534,2.0311235916268013,Iris-virginica
+47,5.790825989221101,2.872113373741718,4.647064453645406,1.583377420944018,Iris-versicolor
+48,6.38144513105381,2.6877473232235984,5.099942414488697,1.614534861991192,Iris-versicolor
+49,6.188428432263439,2.6815959921132464,5.165539305014353,1.827022170272735,Iris-virginica
+50,5.834350694134279,2.5280312816242727,5.202924818851934,1.6587254135845557,Iris-virginica
+51,5.136318113520906,3.1858400031043033,1.6136940861197246,0.2965318224915774,Iris-setosa
+52,6.082700844532402,3.082195141932572,5.166231361215948,2.165422986335943,Iris-virginica
+53,5.2293053551383615,2.7756880101179284,2.8893362050179925,1.0797473296196975,Iris-versicolor
+54,6.978512314298489,3.0836838139670055,5.655912157800161,2.453026650636996,Iris-virginica
+55,5.438714813161114,2.4003030976560846,4.526209289195376,1.7707828207275618,Iris-versicolor
+56,7.130792231697839,3.1059858031382714,5.421064669740771,1.8894962137898916,Iris-virginica
+57,5.901943665557461,2.883438940368521,4.539225975283796,1.202654128739145,Iris-versicolor
+58,6.411500604775923,3.1461165413172405,5.338988723066262,1.9110471214805067,Iris-virginica
+59,5.771893525636003,2.7685119654206676,1.4884746643372,1.6215531579441183,Iris-setosa
+60,5.500759899438893,2.9124939181421095,4.287009017595942,1.3255575849170937,Iris-versicolor
+61,4.794395761968523,3.270667181569899,1.0021355676491428,0.1349463845158322,Iris-setosa
+62,5.569477869990944,2.6586924536171006,4.757019896074694,1.6294569568398996,Iris-versicolor
+63,5.429025433033385,2.9264743701494034,1.3753947145002265,0.2694377523070058,Iris-setosa
+64,6.5475680662671625,3.5127427521831045,1.4997961939307656,0.5576282082375642,Iris-setosa
+65,4.591381624756354,2.7018174569342572,1.3136653983403705,0.2568661839769143,Iris-setosa
+66,7.115941662599584,3.248504504048483,5.528411168665986,2.068840141673603,Iris-virginica
+67,5.361967903850314,3.3425638463774106,1.3264200340810663,0.335374204256513,Iris-setosa
+68,6.623487366239844,3.4863703184983783,5.347372923688255,2.1872058155024408,Iris-virginica
+69,5.490635936045535,3.24928542495417,1.6508116214314281,0.3180932908468251,Iris-setosa
+70,7.332932271975871,2.865111819213688,5.726992531109419,1.7193858957998922,Iris-virginica
+71,6.2164250849731415,2.9242803098107175,4.915722809863367,1.7102599569527093,Iris-versicolor
+72,6.828008172800122,2.6645791231734157,5.541731735893789,1.8363402007190328,Iris-virginica
+73,5.684723024858635,3.1202151514637984,1.3927784260021905,0.30952398141970405,Iris-setosa
+74,6.254403723714501,2.9508189614753397,4.415369529766649,1.4069747071015817,Iris-versicolor
+75,7.005472998450031,2.8576156139688957,5.877751222674385,1.8368966635958217,Iris-virginica
+76,6.578204148900793,3.1524435145650163,5.397963108496984,1.6486163113808565,Iris-virginica
+77,5.660754579968168,3.2056155706948495,5.059530051442395,1.572010579070139,Iris-versicolor
+78,6.783905999496127,2.7111305458152626,5.54213027526802,1.8801700308496225,Iris-virginica
+79,6.755986847684145,3.0016667317269285,5.560305128258903,1.961038133029867,Iris-virginica
+80,7.301414582048914,3.0672506077225727,5.8288345437879885,1.9888478510589234,Iris-virginica
+81,5.324318215327825,3.663788033341522,1.4435901504705022,0.2247368326012154,Iris-setosa
+82,6.199884078885415,2.999625809858275,4.145312425662516,1.180706903164005,Iris-versicolor
+83,5.598961275644544,3.3785983634292447,1.5812881651429966,0.41041239482217023,Iris-setosa
+84,6.829677587451788,2.8287252432158696,4.930748770510788,1.579531214285049,Iris-virginica
+85,6.6255845494658985,2.7157053078268443,4.5081789292528365,1.4223646023080554,Iris-versicolor
+86,6.375686544602849,2.622523770321633,4.534713129184638,1.5181432915917168,Iris-versicolor
+87,4.886111468679452,3.123497022044681,1.57925718482775,0.3101590475791614,Iris-setosa
+88,6.818416436471453,3.4051296100245034,5.612026049240791,2.214983634941327,Iris-virginica
+89,6.9653889933341295,2.7086231575727475,6.2446562352032275,1.929674510033439,Iris-virginica
+90,6.744453339928885,3.22841576163605,5.3490320434121,2.3088882077725703,Iris-virginica
+91,5.1302119769100365,3.852259414334572,1.4449512154485873,0.13529197826613132,Iris-setosa
+92,5.6267895899104206,2.4757882023795954,3.8889735166422743,1.4095945253915247,Iris-versicolor
+93,4.735099797811904,3.0635982184038246,1.1837790626486502,0.25061935595910606,Iris-setosa
+94,5.829671106562565,3.0629803098984425,4.582335114678329,1.5094266544800699,Iris-versicolor
+95,7.051137768509506,3.0963119739409257,5.954016440617607,2.0887300892073215,Iris-virginica
+96,5.929182028508687,2.752233790298907,5.309324957307138,2.087758361526627,Iris-virginica
+97,5.130362122597625,2.9259522978686183,5.146439391508537,1.8641844619977934,Iris-virginica
+98,6.511721034227432,3.0102039658036874,5.679608470462655,2.2154784773757674,Iris-virginica
+99,5.53481246264869,3.20250992326386,1.337173923969197,1.3644646402653353,Iris-setosa
+100,6.159494893730316,2.642828903634137,4.9374370318239,1.7085299272473946,Iris-versicolor
+101,7.323092920897862,3.425156291856113,5.19374954152441,1.9963846813221955,Iris-virginica
+102,6.629151596763927,2.7972422678161513,5.432525078657772,1.6981852910682076,Iris-virginica
+103,6.516221025303625,2.9581349061557245,4.714164966780062,1.316866329852544,Iris-versicolor
+104,5.000709315360344,3.403536690749247,1.6012727472261412,0.31625277758461173,Iris-setosa
+105,4.712101082438068,2.375747881916454,4.881432062730702,1.6936131842311306,Iris-versicolor
+106,6.588136923353389,2.5784386004880147,4.452659957908654,1.384846032255854,Iris-versicolor
+107,6.260962955466324,3.1767195046653183,5.160688237286811,1.9875367410051852,Iris-virginica
+108,6.080862491952674,2.6675781894975534,4.996715932436236,1.816125360626448,Iris-virginica
+109,5.670701578197651,3.058654529513262,1.649143901632666,0.285111792811168,Iris-setosa
+110,6.104633995337513,2.7945366866125316,4.431903931227909,1.6998604448820123,Iris-versicolor
+111,5.298887864502907,3.762529160333567,1.3389898029951708,0.2404249855707535,Iris-setosa
+112,7.018264161614455,3.2142466959458478,5.50611827138806,1.766834399538755,Iris-virginica
+113,7.0511352993862095,3.2024698086383223,5.206159009949323,2.262370305854523,Iris-virginica
+114,6.358205105878057,3.267473197783676,5.238012773794647,2.1994036071468352,Iris-virginica
+115,6.248764044666084,2.922864468879406,4.81162078947925,1.8125839593086641,Iris-virginica
+116,7.5601306417692555,3.2258447009447195,6.225609637907375,2.0771769229039387,Iris-virginica
+117,5.359925199473405,2.7004582265651464,4.3575822556352115,1.3917783930751038,Iris-versicolor
+118,5.233862160669719,3.419592723668754,1.6544602190956392,0.44090288670522904,Iris-setosa
+119,6.352736950701279,3.039176826328842,4.72049906732179,1.8212250006832953,Iris-versicolor
diff --git a/iris/tvae/2/23/test.csv b/iris/tvae/2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/23/train.csv b/iris/tvae/2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/23/val.csv b/iris/tvae/2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/24/synth.csv b/iris/tvae/2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f056f77f8b06dc2683fed6bd2f0672c8c9069628
--- /dev/null
+++ b/iris/tvae/2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.554841179102055,2.668447162468226,5.0246873018536675,1.3929058118349358,Iris-virginica
+1,7.3175116611756215,3.551310199079094,5.597047289852425,2.2800313470598463,Iris-virginica
+2,4.6972465628359,2.834614460053479,1.3773062333090347,0.3578413568723214,Iris-setosa
+3,7.186108802118744,3.488221016164292,5.773486457742305,2.0842922716462864,Iris-virginica
+4,6.798922541035916,2.813468422242063,5.515328186783618,2.119519891204962,Iris-virginica
+5,4.810496889820756,3.4105591755274256,1.5050266326288997,0.2956685509795351,Iris-setosa
+6,5.013370330750237,2.7305789651218757,1.4051779766979247,0.08271228865147798,Iris-setosa
+7,7.82070304125405,2.5905809519213316,6.4647409274522385,1.979594150331358,Iris-virginica
+8,6.6310266523917685,2.609362201752694,4.77778832875364,1.6415697003067793,Iris-versicolor
+9,6.708214037417514,2.691516991837409,5.394727447337351,2.0533450150456884,Iris-virginica
+10,6.523077086097037,3.1482148818909086,5.110185033181709,1.889192667609934,Iris-virginica
+11,7.127484503050154,2.7222722217598236,5.887192286647963,1.923434079404178,Iris-virginica
+12,4.6452501718154044,3.3642249908491912,1.246313372881805,0.2163895009954643,Iris-setosa
+13,5.627571366901565,2.7858343730122064,4.370196706758237,1.1794797033397133,Iris-versicolor
+14,6.404867361696689,3.2642267422090505,5.47568509147922,2.1406385619025907,Iris-virginica
+15,6.701731430066813,3.0136638093638766,5.061019669073343,1.8538999085765027,Iris-virginica
+16,6.459966611609092,2.885774443432806,4.192554867818665,1.268245051848911,Iris-versicolor
+17,6.477430322917322,2.650834981486972,4.926288801720869,1.5583693930673468,Iris-versicolor
+18,6.337763820354042,2.4546826572650824,4.980705958707341,1.7162064032433975,Iris-versicolor
+19,4.709824159348006,3.2393157864650033,1.2745974906562463,0.12443964085289844,Iris-setosa
+20,6.142618716847691,3.0333158692988405,5.083660378376207,1.5311895579146093,Iris-versicolor
+21,7.131158139637748,2.7733611268823775,5.445995139825264,1.8637070645052067,Iris-virginica
+22,4.959835381090514,2.7925012544441543,4.998450139803451,0.377843841182356,Iris-setosa
+23,6.762556677282265,2.6829006487076956,5.232022373151697,1.7030954080485528,Iris-virginica
+24,5.395095821989244,3.3802949780422447,1.6818890001620916,0.24485010371785831,Iris-setosa
+25,6.295201802924273,3.0377765766159626,4.723459751559346,1.3985282522877736,Iris-versicolor
+26,6.325084791256891,2.777032881618994,4.983126935768538,1.8655029219007366,Iris-virginica
+27,5.755850397857302,3.1097370780132363,4.481341796211005,1.1763460494291336,Iris-versicolor
+28,4.2261052253457425,3.0222685199375903,1.2734391444574409,0.0875820349059157,Iris-setosa
+29,5.922735204587275,2.9767481626907557,1.4456385755751233,0.43360765696659864,Iris-setosa
+30,4.628574729855674,3.1955834509214145,1.324728064026913,0.264770045351635,Iris-setosa
+31,5.236449110263987,2.9350915511792115,1.3791421551097467,0.20583233809204823,Iris-setosa
+32,4.969188738146829,3.1857958711730707,1.327668258455183,0.30661943139963616,Iris-setosa
+33,5.158625070120667,3.2645030717400862,1.326288480166908,1.646994835674712,Iris-setosa
+34,5.113727991142357,3.2733502215896504,1.3225317198407502,0.2629936672457195,Iris-setosa
+35,6.259607275617785,2.6447118025490814,4.99762906364413,1.6554890494404135,Iris-virginica
+36,6.505019155803521,2.6070260115987276,5.6918195719234355,1.7317699423014878,Iris-virginica
+37,5.96884497206912,2.447444596604526,4.326930007364987,1.4867071564501768,Iris-versicolor
+38,7.418930951956732,2.703445125014594,5.917363519398895,1.800553782022655,Iris-virginica
+39,6.330179191065695,2.8378345467081094,4.749659203286875,1.3763192174557926,Iris-versicolor
+40,7.3100413423980655,2.753503546810302,6.103905698042578,1.7146778587261335,Iris-virginica
+41,5.8820453101711365,3.025914406721178,4.805338013321852,1.9388752951225476,Iris-virginica
+42,5.356161893019712,3.9721443252614814,1.589123939181359,0.21906572544473935,Iris-setosa
+43,6.86723082278956,3.0512249825942055,4.8286739966780035,1.6584757845314726,Iris-virginica
+44,6.681908769012699,2.73580750962858,4.982737586124009,1.9656532562196365,Iris-virginica
+45,6.252248831827288,2.8076565561861733,5.495381480274733,1.5512099375651438,Iris-virginica
+46,4.433981893037579,3.2863271757313663,0.986239821347837,0.168780726071198,Iris-setosa
+47,5.484349190659854,3.5885041716698245,1.6822481311877273,0.43599284925931675,Iris-setosa
+48,5.872606668055278,2.7000683808374486,4.113564815706209,1.277705895601453,Iris-versicolor
+49,5.600865445261228,2.749563620911642,4.3129697520697325,1.5929286682690413,Iris-versicolor
+50,6.997266635163865,3.1683438831623074,5.508295421756321,2.4011924204480213,Iris-virginica
+51,4.543234728546842,3.524516312256664,1.244393578852713,0.22826301892477857,Iris-setosa
+52,6.225959539350421,2.854828231288827,4.766354723721719,1.3339558518239985,Iris-versicolor
+53,4.9227018331463315,3.624611609997683,1.7917045791631552,0.35907707828942115,Iris-setosa
+54,4.528968462102803,3.4246865742049235,1.4662230426917335,0.283977292422595,Iris-setosa
+55,6.604332780566423,3.037912592801851,5.347376690984508,2.020133041852147,Iris-virginica
+56,5.442481184634924,3.7381127069846416,1.8316604795467992,0.4640325946664124,Iris-setosa
+57,6.6279433727930135,3.2868843143610778,5.580631519045921,2.1867608310364783,Iris-virginica
+58,5.169444922265187,2.6436258760813613,3.749805460434944,1.0798512492977625,Iris-versicolor
+59,6.79857312339179,2.9545092929840693,5.746849183720416,2.145334219856155,Iris-virginica
+60,4.7582443899787386,2.871851277469667,1.3291848068722558,0.011069250384110663,Iris-setosa
+61,5.398658887447563,3.3566368081205527,1.3772432810972812,0.32761930754518065,Iris-setosa
+62,4.9411367816463345,3.6842490344742322,1.6575464736806989,0.337803083767348,Iris-setosa
+63,5.351345879522669,2.660283610211923,3.803429229899527,1.3684827786344442,Iris-versicolor
+64,6.272222401823529,2.759547335556634,4.368229990305887,1.4300460874509595,Iris-versicolor
+65,6.544534097917462,3.1638303677756343,5.400185000392478,2.06150239372725,Iris-virginica
+66,5.1833216931411075,2.2840563911289857,5.035449596080079,1.6448199704346653,Iris-virginica
+67,6.247282665342631,3.0243481284428095,4.826258512318366,2.0145023469459926,Iris-virginica
+68,5.172263816550221,2.7179393624131185,3.999185676919928,1.1971069234994396,Iris-versicolor
+69,7.423446152549332,2.9424217550130143,5.846200893167329,1.9341289538287643,Iris-virginica
+70,6.251520489581296,2.681341017162324,4.652963571166351,1.6242119161490014,Iris-virginica
+71,6.530617275849763,2.7080476722155846,4.548291578612838,1.6386502067716804,Iris-versicolor
+72,7.432569967593425,3.1424111431893023,6.047682192173551,1.9292988700551472,Iris-virginica
+73,7.0276497717569715,3.683967591962857,5.821614568281535,2.2495720865994273,Iris-virginica
+74,6.36564037868026,2.9589386225904115,4.3255957123210145,1.4790036966008169,Iris-versicolor
+75,6.853370882025537,3.531521073736271,5.483899089023917,2.408054288607244,Iris-virginica
+76,6.01051942920175,2.6823549094967376,4.063351596369105,1.4247366544234434,Iris-versicolor
+77,6.424461734472275,2.725743992344065,4.522134260548803,1.4620673770738195,Iris-virginica
+78,6.926759812950712,2.6088127491769013,5.261373346775326,1.4528861719236434,Iris-virginica
+79,5.998290800773296,2.931943064010429,4.306849787705118,1.2067913958841143,Iris-versicolor
+80,5.852668994624847,2.7723910570214083,4.8052585965396455,2.085380814537814,Iris-virginica
+81,5.455885295049274,2.600641082447061,1.6797315586034023,0.27435498293189176,Iris-setosa
+82,5.6048621321791305,2.8818896598063057,4.9432004563164735,1.5027314751814738,Iris-versicolor
+83,6.178995069726738,2.746451979752881,4.402584046076784,1.904876555713439,Iris-virginica
+84,4.418387750548975,3.1075299433577976,1.3329536575155838,0.10926400419035082,Iris-setosa
+85,6.245341950380474,3.12195871807751,4.842411200185542,1.9041617696878834,Iris-virginica
+86,5.3805473845375165,3.2149965255946147,1.1410089749472492,0.19105400247125692,Iris-setosa
+87,6.316362746349835,2.620765456722374,4.452776127113698,1.3712300069680317,Iris-versicolor
+88,6.063556001499181,2.8547773029940773,5.006069111975679,2.2414465435550275,Iris-virginica
+89,5.3595741880526315,2.8970346353359857,1.4916171239770009,0.4706432961688155,Iris-setosa
+90,6.471183788404844,2.91752166431334,5.328358389510214,1.938286797775535,Iris-virginica
+91,5.735835750280152,2.8626317857586967,3.8836819749505223,1.2571957981396822,Iris-versicolor
+92,6.620337560450874,3.1609242776711017,5.349449253765349,2.214281596940799,Iris-virginica
+93,6.124225114799967,2.7497280510393987,4.860725983957609,1.573027087241931,Iris-virginica
+94,7.211946754869835,2.8388915503986207,5.821146726305732,1.7429555943404356,Iris-virginica
+95,6.16319970584379,3.6009406934587176,1.6590822201995135,0.5204155554817842,Iris-setosa
+96,6.1749035067894384,2.706565170726244,5.127186440046781,2.013850502758129,Iris-virginica
+97,6.273803750656224,2.6518004068490524,4.0373459465635495,1.330075354805197,Iris-versicolor
+98,4.374098170273161,2.9191801089959455,1.2665452485823603,0.05599389406727939,Iris-setosa
+99,7.025344212899507,3.350701104317625,5.1173033402513965,2.35349256066916,Iris-virginica
+100,4.276574331902289,3.055605887273396,1.3976842505871456,0.11342549160789647,Iris-setosa
+101,4.809265039347214,2.934930633572857,1.4339879430347457,0.04885326943288304,Iris-setosa
+102,5.371930150200771,2.546259994003276,4.346383124434083,1.2738248548845665,Iris-versicolor
+103,5.188828788559384,3.8411350484224087,1.4778210188915912,0.2602628694547274,Iris-setosa
+104,7.118955720996169,3.154924090580879,5.401987483856555,1.7159457713451596,Iris-virginica
+105,6.5192651007094575,3.116922343259361,5.507308932856173,2.08700540868329,Iris-virginica
+106,7.060500839520013,2.9439539285251612,5.200482369578019,2.2460721310122373,Iris-virginica
+107,5.909229554181299,3.0022192577867957,5.26604045579578,1.8571074013963722,Iris-virginica
+108,6.580820144293703,3.0322517767297894,5.094299060481964,2.1688759369713013,Iris-virginica
+109,7.4666290538365825,2.946632994729632,5.5004168005183605,2.0898383005294296,Iris-virginica
+110,5.699705473599371,3.229351783379899,1.589241717735556,0.48948646445148963,Iris-setosa
+111,5.635393673366973,2.9381923964615377,4.624325951424972,1.8052687663714564,Iris-virginica
+112,5.744453744846833,2.8902721136639107,1.5081961443478895,0.14225086424877284,Iris-setosa
+113,5.3997285406957225,2.255137892889778,3.5700369422281497,1.197014346062824,Iris-versicolor
+114,5.355151694693552,3.0981506140748,4.322259978163922,1.0575199018444814,Iris-versicolor
+115,4.947898757924562,2.8570472640761526,1.3514116599037007,0.30190206538661957,Iris-setosa
+116,5.229030724362669,2.94224346390377,1.575928129585738,0.4235237458421499,Iris-setosa
+117,5.547991506554908,2.795448577860546,4.817910158624532,1.8517929415583914,Iris-virginica
+118,6.1076272186738,2.443405811236687,4.214005701905737,1.1673229696609289,Iris-versicolor
+119,6.528661378421535,3.337386124699405,5.135669384400814,1.8241484800491883,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..dc24aece09dddfba1a825d35191bffe222727ed9
--- /dev/null
+++ b/iris/tvae/2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8409559662891075,3.5938933412822793,1.1038888281725068,0.08553435286735048,Iris-setosa
+1,6.304349422398217,2.6571240565655625,4.512849977470529,1.5919522693750476,Iris-virginica
+2,6.54349644181704,2.9480958148905416,4.877649123278532,2.1308494067328834,Iris-versicolor
+3,6.351369601096112,3.4502703313268466,5.408260420603652,2.392879873438772,Iris-virginica
+4,6.748458882091429,3.5631457484479774,5.620897616175569,2.412219255351597,Iris-virginica
+5,5.589464538265265,3.250987429548413,5.508999646363536,1.8737457321446667,Iris-virginica
+6,5.287124487535087,2.8874744518559656,1.3594928030159161,1.6950726959181703,Iris-setosa
+7,4.882759491888624,3.0633998839290264,1.4291498525360415,0.2182567962113133,Iris-setosa
+8,5.038111181067594,3.228150883269058,1.6095771455749148,0.22617808113457616,Iris-setosa
+9,7.069897616414375,2.971021800089694,5.742878523159986,1.9866636748756323,Iris-virginica
+10,5.147087199124119,3.421088749185805,1.7273177864178182,0.29048926247329043,Iris-setosa
+11,7.39877144857034,3.7024602623737373,5.992595141171474,2.157897312189378,Iris-virginica
+12,7.270903492883457,3.163191870160351,5.762831179382912,2.508644200607809,Iris-virginica
+13,5.703618905488578,2.5682143468676872,3.921793552236643,1.2756406672295812,Iris-versicolor
+14,5.7634432717867545,2.0821893054027836,3.932619807644133,1.2636473777027653,Iris-versicolor
+15,6.858108520141618,3.1949200551197827,5.142482403954,1.9215188500261697,Iris-versicolor
+16,5.700809588681271,2.4705506858847475,3.7825450356510624,1.2998134779914754,Iris-versicolor
+17,5.6200685063313465,2.492551494407987,4.667692361446241,1.5479835875895542,Iris-versicolor
+18,5.198484197923721,2.7034043128483476,3.461433615538895,1.2126679077295457,Iris-versicolor
+19,6.90418852272725,3.178286660450274,5.045623712496673,2.2000522618373086,Iris-virginica
+20,5.21086502082277,3.4056806138003095,1.5287901782470827,0.35918123248914136,Iris-setosa
+21,5.457809191795702,2.4075859076312662,4.312963533219521,1.2793251417879001,Iris-versicolor
+22,7.1934011337914585,2.9953740151775445,4.887027533544043,1.4873235751081197,Iris-versicolor
+23,6.034457496171686,2.7670812455259552,5.235310671161466,1.9094701353317,Iris-virginica
+24,6.583648908101121,3.0328923418895246,5.71917106425181,1.995031071763351,Iris-virginica
+25,5.331624489638712,3.5008896604496456,1.0331863675041077,0.14316337360677195,Iris-setosa
+26,5.090763000974073,2.369870841226891,3.543146703779183,1.2194833838394028,Iris-versicolor
+27,4.774074533662549,2.936675139009601,1.3767882669847997,0.2798383403507678,Iris-setosa
+28,4.752693924350217,3.252683466848248,1.381489903568151,0.2723288197992295,Iris-setosa
+29,5.122889492372034,3.593683674139075,1.5842352098740684,0.3963348338888348,Iris-setosa
+30,5.736966481666082,2.8443682998596516,4.27449872118387,1.684632202069443,Iris-virginica
+31,5.272142046713486,4.140235859895664,1.3865474168256329,0.27320369459186256,Iris-setosa
+32,5.712352004575805,2.7997463765154533,4.447615965427929,1.4491685534859133,Iris-versicolor
+33,5.52404274479251,2.988166933875436,5.032518051179709,1.546605482357522,Iris-versicolor
+34,5.980798709522281,2.5238385378824235,4.359697463135535,1.5104964382594308,Iris-versicolor
+35,5.118521448733942,2.8569547485464506,1.4347449865157231,0.2035487650899864,Iris-setosa
+36,5.119535776728137,3.7611648610309167,1.3646353398959108,0.14772692528889797,Iris-setosa
+37,5.249666014984807,3.5536640554822267,1.6906402986118616,0.20972824727624664,Iris-setosa
+38,4.782238811486017,2.7923504946688493,1.4869449290667076,0.2496728662943998,Iris-setosa
+39,4.435100365073197,2.8753438819431736,1.1448554713938368,0.11231903129538201,Iris-setosa
+40,5.904125046912305,2.5619575016764653,5.146730770488988,1.580537562988361,Iris-virginica
+41,5.21203827352695,3.2158210158020477,1.6469522659975628,0.292432215342887,Iris-setosa
+42,5.1135653884115175,2.5468182199349485,3.6933904185301154,1.5346733168582487,Iris-versicolor
+43,5.374955018028534,2.855353988659127,4.251137312393445,0.9313831288491767,Iris-versicolor
+44,5.998356367451741,2.8246607953510776,4.800334991411048,1.6725652237066555,Iris-versicolor
+45,5.591576711918735,2.579906197865468,4.364836466904892,1.3718756789287454,Iris-versicolor
+46,5.95089654323244,2.208419126218625,3.8816039198582084,1.3090759193387236,Iris-versicolor
+47,5.576640290513707,2.5804051555521315,4.992147099548061,1.6445264331358047,Iris-versicolor
+48,6.570026683968082,2.6296779342611654,4.914490212889081,1.328015480073195,Iris-versicolor
+49,5.0399554864034215,2.8558628034066946,1.2192717290333825,0.2767646916934392,Iris-setosa
+50,5.1049350535868845,2.3843654067971736,2.857190268034544,1.250482670209598,Iris-versicolor
+51,5.962941940567737,2.4524238002038414,4.731271609145875,1.4997635919920156,Iris-virginica
+52,4.883873451650066,3.6456417675806394,1.5953178918259494,0.31292186345971107,Iris-setosa
+53,5.502941232909089,2.6484889499872737,3.4549755592823983,1.4143068755138417,Iris-versicolor
+54,4.9421058183337205,3.6746414254102744,1.6000873643782965,0.22268608431775055,Iris-setosa
+55,6.5565700697134295,2.9138685710665357,5.0832325813004795,1.9356504655235227,Iris-virginica
+56,5.663650407239534,2.7704646421948302,4.8995434593061,1.8709147346761132,Iris-virginica
+57,5.95619764057709,3.027225155830268,4.98021090170132,2.243970740596253,Iris-virginica
+58,6.051084963946016,3.039300662438975,5.051231079372445,1.8435334271654324,Iris-virginica
+59,5.964442814510338,2.9026824874762895,3.7387467301496997,1.2000192166973014,Iris-versicolor
+60,5.372002192708577,2.7856688096620417,1.6387316948295731,0.2482141275191987,Iris-setosa
+61,7.133725782828089,3.1971609539202923,5.20246476918222,1.4591932279310849,Iris-virginica
+62,6.310380682462477,3.308671711340075,5.120652032356217,1.9169240102821552,Iris-virginica
+63,6.514119094595432,2.491597925330245,4.682008890473421,1.7098925227963446,Iris-virginica
+64,4.923996726864994,3.0084856207068316,1.2819704999943453,0.1451042506153403,Iris-setosa
+65,6.605104180443464,2.7454998317036683,4.751156884367606,2.366035966916998,Iris-virginica
+66,6.239911685913419,2.748517388566417,4.928872277923504,1.6470585308725147,Iris-versicolor
+67,5.817224264534933,3.2926321679735913,5.0672465994512335,1.7684873019719312,Iris-virginica
+68,4.785132252787098,3.0708256376731016,1.3188478853703545,0.1979629540936687,Iris-setosa
+69,7.158261313503154,2.5800558803654483,5.5498642425075975,1.8097422473329925,Iris-virginica
+70,6.455598583688218,3.1979284513088015,5.608171178698886,1.7385383461322117,Iris-virginica
+71,6.258041739679258,2.494990048513801,5.637680516652576,1.8967114710434616,Iris-virginica
+72,7.217422671386887,2.708769728337873,5.865614611652374,1.951850987963457,Iris-virginica
+73,6.521643073547544,3.0916486410166706,4.896441913946077,1.9021620194864162,Iris-virginica
+74,6.606013280909659,2.977624518951507,5.107507882748034,1.8109352602526843,Iris-versicolor
+75,4.520673919800661,2.9617434938188723,1.340576165491961,0.07973934539591468,Iris-setosa
+76,5.922215163681021,2.9697028757107486,4.01616234724469,1.4581321067442041,Iris-versicolor
+77,7.181749387072586,2.794674101736225,5.6592714729236615,1.70559264363726,Iris-virginica
+78,6.323854475880842,3.2452333467741816,5.346318529539088,2.2709566885566574,Iris-virginica
+79,6.924128258315616,3.083821215740041,5.33419662392296,2.0280113597536835,Iris-virginica
+80,5.901850189213072,3.0943792867066153,4.749332207871714,1.8346884343811865,Iris-versicolor
+81,5.348150488826091,4.044325656469528,1.3717224002384212,0.26704970822321855,Iris-setosa
+82,6.544572411351959,2.64924326376573,5.593275112855916,1.8497060076326595,Iris-virginica
+83,7.144639892338904,2.8868888076201293,6.288665464641147,1.839078046146815,Iris-virginica
+84,6.128164327719393,2.8253514572705223,4.720370781093003,1.4144762945149374,Iris-versicolor
+85,4.625543819774732,2.8855466942651025,1.4522210367084596,0.30202114754267284,Iris-setosa
+86,6.891017517228052,2.835251293360761,5.267052516856668,1.7770032409722472,Iris-virginica
+87,6.390115474314428,2.828134857599259,4.416309386891139,1.6296101017421465,Iris-versicolor
+88,4.556070804522487,3.150327795996325,1.403642014757407,0.2750038777813515,Iris-setosa
+89,5.210682495755651,3.700425989532449,1.6073798589825166,0.3150839881284443,Iris-setosa
+90,6.400404010398419,2.948540206960381,5.331642367779822,1.773940231117625,Iris-virginica
+91,5.804177376459134,2.8896018231056453,4.698301515572306,1.9594895543768944,Iris-virginica
+92,6.5126377294605655,2.556422375656331,5.816516230339041,2.3123854520816876,Iris-virginica
+93,7.5741931643494205,2.780894307232071,5.595228773924321,1.6783351424824329,Iris-virginica
+94,4.804545244039146,3.060420010421692,1.4672407869950341,0.4092074707973746,Iris-setosa
+95,6.437062502655908,2.7246697258868093,4.5014931472100805,1.5186311691344094,Iris-versicolor
+96,5.885247251436045,2.6403971744917523,4.383609464279641,1.363648872185116,Iris-versicolor
+97,4.453521191913317,3.000513633520384,1.3786739161920694,0.26728380264225626,Iris-setosa
+98,5.685314352318284,2.6188339961139557,4.804994843520268,1.8402788512113468,Iris-virginica
+99,6.399299980820852,2.9094276212340158,5.2868667645240075,1.9001535241298713,Iris-virginica
+100,4.272556210962029,3.08924370179074,1.4117414691666763,0.07090625800445935,Iris-setosa
+101,6.5582690265238135,3.1841390628740482,5.193805891463748,1.9001411122323548,Iris-virginica
+102,6.103027549330738,3.3104559983653172,1.4974677167496542,0.5579724668449847,Iris-setosa
+103,4.862238242134658,3.31139857630739,1.5076448239573825,0.10803207530288494,Iris-setosa
+104,6.689474858112285,2.5023388099783164,4.704725358832142,1.5224639810253835,Iris-versicolor
+105,7.077549895892581,2.805398913270898,5.795833321001309,2.1781565759515624,Iris-virginica
+106,7.640234314255402,3.361819977862112,6.149804522723784,2.2165925590999254,Iris-virginica
+107,6.344247928262933,2.684596477475853,5.261785246433106,2.0470696014252923,Iris-virginica
+108,6.790709498698009,2.9144139861510525,5.0936353704062265,2.1072729995549473,Iris-virginica
+109,5.612712930008066,2.786051811219944,3.9771720801205417,1.1239470019257725,Iris-versicolor
+110,5.621414658269764,2.9711255498563665,4.667265654905258,1.3692983120529134,Iris-versicolor
+111,7.383948940615214,3.755548058390175,5.927122241020261,2.6293043288630065,Iris-virginica
+112,5.391113703515071,3.58383063537316,1.5643796908570538,0.34443821407436903,Iris-setosa
+113,6.175978348054284,3.1174595929525815,5.100951160602824,1.685925343260668,Iris-virginica
+114,5.5624202087071195,2.8846233965402233,3.974244135170692,1.247481244569482,Iris-versicolor
+115,7.8962195166804605,4.142815703139482,6.329608606818954,1.9388729990936469,Iris-virginica
+116,5.885390092429261,2.683998403212206,5.530844012273356,1.8912593122992258,Iris-virginica
+117,4.834998992376277,2.2226232078799533,3.086633123549389,0.9941599980210247,Iris-versicolor
+118,5.5149635151425676,2.501454175892658,3.5471304392233574,1.0086090081196053,Iris-versicolor
+119,6.354275770877619,2.8025304432513463,5.198842820253709,1.6983728952541142,Iris-virginica
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..5bedc36e7ce733b13584df5040c406b1788250d1
--- /dev/null
+++ b/iris/tvae/2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.461124872309273,2.4274495124470628,4.04529973395774,1.3323525624352315,Iris-versicolor
+1,5.032912327561416,2.5506175340874266,4.046858392583644,1.1225080563630019,Iris-versicolor
+2,5.750845929373472,2.651689871303012,4.715359072826069,1.805123975567262,Iris-virginica
+3,6.9619820978213856,3.544411021149713,5.611973854430131,2.2457008019982503,Iris-virginica
+4,6.3976144181633705,2.8620631302476527,4.9367377690188015,1.6609540293117995,Iris-versicolor
+5,6.06127982513561,2.8067490180237065,5.1341039385229275,1.8891310067845415,Iris-virginica
+6,4.638071932600617,2.709137585124174,1.5973891820381005,0.24546286193107233,Iris-setosa
+7,4.971131356761452,2.858010566680593,1.5494245856019422,1.1009973977100929,Iris-setosa
+8,6.826867516217678,3.0250684446680682,5.9173522970792485,1.9053204750194914,Iris-virginica
+9,6.964183247478925,3.0164783217104785,5.868767122066404,1.9647642950218507,Iris-virginica
+10,5.467430129038434,2.4951534322679234,3.7185213793979353,1.3592900797694372,Iris-versicolor
+11,5.047737377754148,2.5389604653493367,4.045700949088,1.3835395527277008,Iris-versicolor
+12,4.780988737998452,3.3229067085862276,1.7692503495901228,0.2111541506644594,Iris-setosa
+13,6.170046444836016,2.7836383187440537,5.238905571868784,1.9355538824556362,Iris-virginica
+14,5.836023817344874,2.980454842192643,5.196543815200402,2.3661579717150256,Iris-virginica
+15,6.002461948985731,2.5750750788529766,5.372291386333552,1.6804794134955596,Iris-virginica
+16,6.360636868841732,2.8683929605149765,5.474336946335418,2.0195735681665417,Iris-virginica
+17,5.922209789450095,3.031096520871903,1.6564562144595203,0.26472330698832064,Iris-setosa
+18,6.7030778914160685,2.850940664258046,5.595645054569518,1.9673766100145071,Iris-virginica
+19,5.119691318895033,2.9116780816265746,1.5337884251865277,0.2564527079966526,Iris-setosa
+20,6.0594132274804045,2.8242791294004137,5.093350315298618,1.49519330895115,Iris-virginica
+21,6.502048565816978,2.966646929487661,5.026997103694533,1.6804756489155885,Iris-virginica
+22,4.954436783350032,3.348424934318417,1.6225492622306241,0.3904644974593252,Iris-setosa
+23,7.623370310138656,3.4345296827300387,6.109217045204911,2.2997538085357765,Iris-virginica
+24,6.243937611433875,2.85046056824513,4.277277692070763,1.6340525160049872,Iris-versicolor
+25,4.697212569330166,3.093243495747063,1.586029253330206,0.1577697216707994,Iris-setosa
+26,4.816395776000432,3.3061007826641733,1.4668760921074548,0.22967068206563646,Iris-setosa
+27,5.698022296313647,2.7305324267794218,4.329536983580515,1.2823994958060685,Iris-versicolor
+28,5.586467553615677,2.810788659072364,4.130244911790085,1.633597872613603,Iris-versicolor
+29,5.227113953317535,2.729173797861006,4.821354330893576,1.7809487314649177,Iris-virginica
+30,6.603467114588995,3.2054586612548346,4.73632952470015,1.5240060562739177,Iris-versicolor
+31,4.932027581325777,3.568873764560104,1.551714898647285,0.1681103508357033,Iris-setosa
+32,4.715059510042527,2.959335709854513,1.4024393202285033,0.3041122935376776,Iris-setosa
+33,7.165169224222902,3.0544008017386695,5.66371988878144,2.189155972046416,Iris-virginica
+34,4.847952209915833,2.614446784342639,3.0036545591718307,1.1775500300399482,Iris-versicolor
+35,5.399229513357145,3.1321309597200058,1.4849545364407413,0.35122822659753655,Iris-setosa
+36,5.2712828788560575,3.1258905564341863,1.4510032556128034,0.4849574919161213,Iris-setosa
+37,6.264614402688402,2.6975167582175112,5.031604655642634,1.6660324540948181,Iris-virginica
+38,4.459144761190551,3.20713098372154,1.4018465365748969,0.2936245251809437,Iris-setosa
+39,5.138601965891194,3.001859311202969,1.555334847088163,0.29613394133169174,Iris-setosa
+40,5.275627713833215,2.3814881734705087,3.7358619145535226,1.428258298955358,Iris-versicolor
+41,6.854058666427291,3.0632540940762834,5.529108357369177,1.8355843664439444,Iris-virginica
+42,5.115109993087291,3.4269630687292514,1.801127542573054,0.34558853513363824,Iris-setosa
+43,6.305359097005094,3.1449697479753427,4.895662088999547,1.837059210117398,Iris-virginica
+44,4.6008234920709254,2.909722982117227,1.497772287748707,0.2109673080954304,Iris-setosa
+45,5.422891006512637,3.0140552850171005,4.220491462238519,1.351559536542252,Iris-setosa
+46,7.223808111498363,3.0238540007723063,5.398204673864468,1.7375879672752363,Iris-virginica
+47,6.0548809252738724,2.717426701102282,5.3804563618082195,1.822739552255564,Iris-virginica
+48,6.0355683421236215,2.596417370781772,4.909502196087666,1.8896953465653967,Iris-virginica
+49,4.659222793244908,3.2452670057584685,1.513974835541849,0.15901719409213821,Iris-setosa
+50,6.043451042692297,2.748645008658147,4.360913033326229,1.5405204315860208,Iris-versicolor
+51,5.058510458070831,3.41874213301374,1.5333686891159657,0.4422463031232765,Iris-setosa
+52,4.771958536853049,3.3585224861172738,1.6790733006576775,0.3200914090257028,Iris-setosa
+53,5.756265786923298,2.660082064702123,4.207139609335304,1.4211009418788503,Iris-versicolor
+54,5.554642172299515,3.068663643337089,4.654400152360513,1.845590255290358,Iris-setosa
+55,6.264177307183618,2.8177717833614424,4.63652064063623,1.3068117585322294,Iris-versicolor
+56,5.840020234142688,2.521205210378753,4.333859515545505,1.5971671630976565,Iris-versicolor
+57,5.879801521927556,3.019040031938364,4.6754056405149775,1.5431795976941602,Iris-versicolor
+58,5.140117315788686,3.2396102673109515,1.5070412572753222,0.19594001829656407,Iris-setosa
+59,6.236714109046903,2.7434167781010137,4.867440453138941,1.6620607121824813,Iris-virginica
+60,5.037138772744524,3.087459940449849,5.247391649593541,0.4027084935271039,Iris-virginica
+61,6.195739981235345,3.4458812255022755,5.37857422765864,2.302968361649352,Iris-virginica
+62,6.472240471586069,2.706158129354246,5.080015061596435,1.7238964322574832,Iris-virginica
+63,6.602777636828483,2.7690800608458597,4.548128656458727,1.59778651821454,Iris-versicolor
+64,6.631418215863354,3.2374790640299387,5.555564137932232,1.9712054353028272,Iris-virginica
+65,5.838340326066097,3.006852302284586,4.527604825203899,1.357237324952813,Iris-versicolor
+66,5.595974799699487,2.8107721163963046,4.534519030670279,1.3619416432098037,Iris-versicolor
+67,6.932377543847124,2.998598947340747,5.534815182225574,2.0753075280842443,Iris-virginica
+68,5.3640948570738765,3.6120042434360804,1.525235399757436,0.32933638613419797,Iris-setosa
+69,5.441064861479459,3.2135117058025857,1.4983175194347702,0.3604779575000956,Iris-setosa
+70,4.397943583379017,3.069425280413603,1.3105299902884482,0.19082936265418682,Iris-setosa
+71,6.269336360738556,3.0801766921873557,5.087911884865636,1.8547403329146896,Iris-virginica
+72,5.5211477450740585,3.2239963220979093,1.4700387146615534,0.38677025660578157,Iris-setosa
+73,5.514642974704043,2.7118831330966247,4.7386802465981654,1.405876410554003,Iris-setosa
+74,6.0345246801915255,3.023632748098865,4.933840470487069,1.6039431025961195,Iris-versicolor
+75,6.114035961839598,3.055417000913567,4.628872036832665,1.7027721644821427,Iris-virginica
+76,7.217759353662869,3.183091553540957,5.8658728116653105,2.084416617517909,Iris-virginica
+77,5.973358356593541,3.0446474843893205,4.76427292397353,1.749621122591106,Iris-virginica
+78,5.698616550309166,2.893791321050216,1.377305559151238,0.30745711842697065,Iris-setosa
+79,6.2288203265711815,2.394665009642986,4.596309770051603,1.6461599458883727,Iris-versicolor
+80,5.731132489301814,3.1898423448203417,4.427172808103967,1.5959723183856023,Iris-versicolor
+81,6.733619161537527,2.6295820648474537,5.624611539005305,1.8985544105507388,Iris-virginica
+82,5.908419542961163,2.94717216237741,4.429847189525573,1.5807906313714435,Iris-versicolor
+83,5.624760929315382,2.959110628706927,4.9582598666399,1.4877638829450353,Iris-versicolor
+84,5.172895157387867,2.488856411129979,3.932435305127922,1.154488798304055,Iris-versicolor
+85,6.2124118314174925,2.9367959467497258,5.127116274218444,1.7016782695867445,Iris-virginica
+86,5.473240515341681,2.951589546772716,4.40537156779061,0.9269561870379052,Iris-versicolor
+87,5.053548311052196,3.347463929835533,1.732217111180732,0.2734891114836944,Iris-setosa
+88,4.752875848425232,3.417169767288377,1.3416958649659825,0.11631758340292006,Iris-setosa
+89,5.183957463263688,3.5544552692057594,1.4060940176613472,0.1939636843480621,Iris-setosa
+90,4.639865643909619,2.9090399709461003,1.3934037383467321,0.36368876198271033,Iris-setosa
+91,6.161920671082814,2.31530776197928,4.537881549534067,1.3902851551544595,Iris-versicolor
+92,5.188723369298376,3.8555556705722744,1.2896387473567956,0.11933743208194295,Iris-setosa
+93,6.849330739209166,2.6648080580282496,5.562237969540163,1.6376738930772101,Iris-virginica
+94,5.689431044598719,3.104810657288446,4.265757736164794,1.4524820539730465,Iris-versicolor
+95,6.4826555806009285,2.763289518590371,4.185470357074787,1.3027679960159766,Iris-versicolor
+96,6.1928103163954855,3.114822764479412,4.97499461111977,1.9916290203828386,Iris-virginica
+97,5.89827437677363,2.6714342534596156,4.70810496263052,1.386150498234528,Iris-versicolor
+98,6.028853342786572,2.906890368060121,4.077330588662673,1.5043911737531688,Iris-versicolor
+99,5.0579557912370605,3.356967938111007,1.411163980119172,0.124753760965431,Iris-setosa
+100,6.028535625579516,2.772412346694266,4.043339614267379,1.1097424164571543,Iris-versicolor
+101,6.167354565696283,3.1382179409230444,4.820854947640458,2.012391543830491,Iris-virginica
+102,5.669341843538038,2.916722319603004,4.786204322293717,1.4084429241926144,Iris-versicolor
+103,5.931289158932574,2.9419546832894565,5.032821777661631,1.4774189287177288,Iris-versicolor
+104,6.385997135317581,2.91741732907339,5.213165314440921,1.991997507880865,Iris-virginica
+105,5.525315072970415,3.050767739321091,1.5061154599593933,0.2620371030333072,Iris-setosa
+106,5.483115927883369,3.11459532658618,4.472124348974085,1.4844034732008768,Iris-versicolor
+107,4.805050803331165,2.5342517364557837,1.4290620134160765,0.1489186275228283,Iris-setosa
+108,7.759324370232358,3.4170798693781483,6.620985351466212,2.1662998223531305,Iris-virginica
+109,4.6170184551588465,2.9074571271836183,1.4678929878215434,0.2052557521445934,Iris-setosa
+110,4.681852657592957,2.9550384187638694,1.4373514674593255,0.3079633649251224,Iris-setosa
+111,4.797763469417409,3.2285849076266167,1.4067432264113358,0.11765105377014323,Iris-setosa
+112,6.3769250005995515,3.2467720474193267,5.555218456209613,2.1236070154109736,Iris-virginica
+113,6.267186162439769,3.0440057731580614,4.965940572703514,1.5262112148064344,Iris-versicolor
+114,6.026108924852442,2.399073844255983,3.942303022082834,1.3784943736400965,Iris-versicolor
+115,5.177022388343222,3.681537920507087,1.487227987751398,0.24398071119124032,Iris-setosa
+116,6.376700857088399,2.789400061449965,5.454732825315335,1.8926549367865384,Iris-virginica
+117,6.527706531227896,2.8857960109281633,5.155679180514578,1.9674169797184065,Iris-virginica
+118,6.150727919689417,2.827010318365387,4.3239492824306645,1.1081746908354426,Iris-versicolor
+119,6.122990206079548,3.353038712092463,4.671908330274187,2.0079298350448833,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..557619cf5f88ba6ece439a9068c8cb4684d4c62c
--- /dev/null
+++ b/iris/tvae/2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.210040619295013,3.1370701837339894,5.692303797691336,1.761021300358011,Iris-virginica
+1,5.106060880684778,3.42481507489542,1.6101063025986215,0.36864698422170933,Iris-setosa
+2,6.796501088639046,2.421635672483108,4.536905003958078,1.5171978116126983,Iris-versicolor
+3,5.9757564410862045,3.185682152088871,4.677063729420665,1.717043982595775,Iris-virginica
+4,5.477343289503375,2.9430088250492075,1.576611281827724,0.2943787020947174,Iris-setosa
+5,6.638727255406689,3.174313315890262,5.373585627378836,1.6055866834511991,Iris-virginica
+6,4.575023028372946,3.0685898110404026,1.2982539136334696,0.09676698469223344,Iris-setosa
+7,4.292734437570981,3.182284217383192,1.2078964783169164,0.009870234278659129,Iris-setosa
+8,5.111705058207989,3.1738763104113232,1.6049443638707541,0.303084910017733,Iris-setosa
+9,5.5900271140871425,2.829601748031454,4.638412703317279,1.4790819871278444,Iris-versicolor
+10,7.196519397684017,3.091578585200901,5.83175919749721,2.3336957200661175,Iris-virginica
+11,4.624325773246123,3.309035871968338,1.3492740318385876,0.1294689349015818,Iris-setosa
+12,6.053225584768998,2.6506735743802725,4.864923848977951,2.0068139461075933,Iris-virginica
+13,6.32598495120156,2.846115897003271,4.679104530598802,1.4137945962365177,Iris-versicolor
+14,6.666740025869221,3.3382643432398824,4.381516125224628,1.265316958433373,Iris-versicolor
+15,7.516053042674313,3.5444452715457198,6.027053718460794,2.212220899952852,Iris-virginica
+16,6.548458717502115,2.8146620577920842,4.660514137809894,1.8787687253259855,Iris-virginica
+17,6.337277189055207,3.112041070115883,5.152364811554203,2.092586467478657,Iris-virginica
+18,4.803172834833846,3.093580595403195,1.377801087140428,0.30685455660632494,Iris-setosa
+19,5.886043575782191,2.6562740484054927,4.317619476440508,1.549674022097328,Iris-versicolor
+20,4.864211750916131,3.2470087299588015,1.5419822488780044,0.35741556895039206,Iris-setosa
+21,5.381225094081019,3.0716222674119726,1.5496558645662735,1.4976856365473086,Iris-setosa
+22,6.772746114773361,2.9529661059349155,5.943559482926414,1.8264889956269774,Iris-virginica
+23,5.827560252187938,2.9123960050648723,4.430530652639312,1.8050761127811679,Iris-virginica
+24,5.2334515008838105,3.5121006503557832,1.7103854202651119,0.4291703801212879,Iris-setosa
+25,6.42133572977519,3.2035760196781706,5.542549469225732,2.012941343522263,Iris-virginica
+26,5.482924747068031,2.7191936327399047,1.450357031159961,1.7381709344994862,Iris-setosa
+27,6.294628211262635,3.261018117532414,5.1254156519033245,2.1192623618119124,Iris-virginica
+28,6.621252814812867,3.454858080673788,5.3387345031114855,2.3390416356535266,Iris-virginica
+29,4.707093605929771,3.348608137639549,1.4134401095304294,-0.052626536081657016,Iris-setosa
+30,7.581427403325774,2.9313485137374604,6.406321432461971,2.2088069302171833,Iris-virginica
+31,5.044389359412067,3.778925326376128,1.5004090345557435,0.2835802632950174,Iris-setosa
+32,6.759940930544527,2.800416502015566,5.521094257076199,2.1199659663486035,Iris-virginica
+33,5.3884106827304565,3.2100457985843796,1.4792012309435365,0.38723844848554045,Iris-setosa
+34,5.956594311073096,2.642204027430452,3.9498910902498254,1.480535648932527,Iris-versicolor
+35,6.963340966468298,3.151411118296468,4.581471276345883,1.4166609292085297,Iris-versicolor
+36,7.288242006577772,3.4647693416124192,5.508689986791944,2.3884654492297064,Iris-virginica
+37,5.867468528960343,2.6556289783158515,4.190407183721618,1.2759809120020367,Iris-versicolor
+38,5.111010303117988,3.655029684987727,1.4747134694371107,0.18581908067731656,Iris-setosa
+39,6.613587760974368,2.409203642299479,5.918868069470086,1.8842203256313845,Iris-virginica
+40,7.565550791144325,3.055588695549047,6.0724820405312645,1.7927144730864915,Iris-virginica
+41,6.6024258426827656,3.145570555128563,5.579441749583916,2.0718618259326984,Iris-virginica
+42,5.221649773485248,3.321093210889423,1.5416721780495106,0.33335608220770496,Iris-setosa
+43,5.894814205839166,3.0113549550654732,1.546444092540885,0.3159020407832467,Iris-setosa
+44,6.639247579892402,2.8433359685823905,5.315545453266068,1.9362842004161505,Iris-virginica
+45,5.011517737497024,2.507421964632461,3.7498143085373448,1.4961219658323892,Iris-versicolor
+46,5.693709827046596,2.8173468002255633,4.201940673630304,1.2744316768695594,Iris-versicolor
+47,6.4352842986208,2.885679639831453,5.3383963483188515,1.7206686999345984,Iris-virginica
+48,6.280346615124901,2.7904243101829262,4.7976186049574965,1.482505734494017,Iris-versicolor
+49,6.037643521920503,3.3648325567095583,1.4199870198268578,0.3602883403330849,Iris-setosa
+50,7.148468058667261,3.0407989479290736,4.817002418281315,1.7040625951248742,Iris-versicolor
+51,6.328903346270841,2.7979581368080244,4.340117829872784,1.4733847143497376,Iris-versicolor
+52,4.927097309049833,3.213785762879522,1.4195109877297152,0.3573049943010834,Iris-setosa
+53,7.468035005079606,3.0969723192000433,6.4765989125867645,2.3481657684553925,Iris-virginica
+54,6.606435978907108,2.865447648856445,4.677060254773249,1.3839212996294707,Iris-versicolor
+55,5.598919343866453,2.4153134372647678,4.2714167319229785,1.192905328457103,Iris-versicolor
+56,5.994518921014582,2.143594307379416,4.3852307110223,1.4089784505797152,Iris-versicolor
+57,6.341766876743043,2.725087043424518,4.847687151365021,1.9326657525926934,Iris-virginica
+58,5.960919544366887,2.7931689079239694,4.183204713867824,1.7200179790160823,Iris-versicolor
+59,5.708665540757593,2.7332756309088198,5.028860165551749,1.8046114398001307,Iris-virginica
+60,5.681293797998619,2.423334975033559,4.175568845268523,1.2255931646929574,Iris-versicolor
+61,6.373748185328266,3.142038674471056,5.561309173471684,2.5185238188657717,Iris-virginica
+62,5.075667730390145,2.8842473873430263,4.311125797218375,1.9366226437968437,Iris-virginica
+63,5.203994570004074,2.9948427195423393,4.676370587320273,0.424941649850181,Iris-virginica
+64,6.628447555509968,2.5188990664539515,5.36371227780832,1.7390805220617198,Iris-virginica
+65,5.719817872116085,2.7367905625433355,4.6694568940935905,1.5730190919657057,Iris-versicolor
+66,6.148367509762165,3.161366483217054,5.180936641136376,1.6702703296186792,Iris-virginica
+67,7.199113879545418,3.0509023807141555,4.637491653350513,1.5573039687200996,Iris-versicolor
+68,6.199504509540648,2.9493039569224786,5.032171825601484,1.6623123247631837,Iris-virginica
+69,4.53184160408951,2.938042069350823,1.5096419482674455,0.3221123226025532,Iris-setosa
+70,6.592564084922461,2.871344928685799,5.701784827173084,1.8397146931891386,Iris-virginica
+71,5.413096509607278,2.5339107334868642,4.170805481303286,1.1234095590184787,Iris-versicolor
+72,4.867583223481332,3.291258750475217,1.4046271495801619,0.17774660783928775,Iris-setosa
+73,5.278798121767016,2.895956824301863,1.418338587414763,0.33507770240226875,Iris-setosa
+74,6.60919079215002,2.5529774489641746,5.346825732612866,1.8131728883946034,Iris-virginica
+75,5.158517568838409,3.3766684674223764,1.4289477705588878,0.09345598068598693,Iris-setosa
+76,4.567452920258064,3.1855733785907394,1.6395868659854458,0.2764170436682042,Iris-setosa
+77,7.2719797840870335,3.4429654892374604,5.661236374127775,2.3040262071346973,Iris-virginica
+78,6.61652113721307,3.8778795510722137,5.403017418937983,2.146808288397535,Iris-virginica
+79,6.677892117331001,2.7434929268795107,5.568557262316592,1.781525519486567,Iris-virginica
+80,4.881741463759816,2.379523752693371,5.092596258264814,0.3843087941744976,Iris-virginica
+81,5.119314715425714,3.2487066707877985,1.3718676482598675,0.3049804650869393,Iris-setosa
+82,7.064647238637295,4.081223825328337,5.6914178896678065,2.4165476495170513,Iris-virginica
+83,5.231550413389476,3.2109211294365325,1.6938263378344272,0.17803081195265552,Iris-setosa
+84,6.041276469360547,2.704638923147882,4.769296443165358,1.6854349249479854,Iris-virginica
+85,6.321557379474164,2.8718407066071774,5.117863514674012,1.5545185666802839,Iris-virginica
+86,6.185806123031126,2.7015501105583937,4.2306717303446195,1.3943299219953973,Iris-versicolor
+87,5.823427810430683,2.6001567815257935,5.387465209856571,2.117212313727689,Iris-virginica
+88,5.026394224749258,2.658916473804092,1.6221477155342838,0.27278263623424687,Iris-setosa
+89,7.0503810532346884,3.0175466555661936,4.8944965592074725,1.6708326796839512,Iris-versicolor
+90,5.673148196971542,3.0949129911618534,1.564978258833017,0.3854130199141936,Iris-setosa
+91,6.735899579557875,2.881688948469938,5.41254862536914,1.6156807591739912,Iris-virginica
+92,7.19624161864001,2.9649294966391238,5.320364952187297,1.9508239698457936,Iris-virginica
+93,5.313042597955344,3.8090940099610044,1.33153101034732,0.2496503069518345,Iris-setosa
+94,5.545724348280509,3.0520878782809895,1.5199456832626153,0.26296565312571546,Iris-setosa
+95,6.2720772220720775,2.7167893777811574,5.102085586843608,1.7449706348659948,Iris-versicolor
+96,6.0611781807458565,3.168364054536254,4.78892893055082,1.9605991585046407,Iris-virginica
+97,6.482706268605614,3.258375785750438,4.978823359499628,1.9468071193317886,Iris-virginica
+98,4.76677211157635,3.0322894813496566,1.456506475663012,0.2839628042468325,Iris-setosa
+99,5.657850253103728,2.6955692109214335,3.345890906736511,0.9562122894667767,Iris-versicolor
+100,5.904151806337551,2.4672432134785702,4.176815926737816,1.9245690414752752,Iris-virginica
+101,7.052644307203058,3.483806683670263,5.606238532819446,2.3412169842544155,Iris-virginica
+102,7.205640749242384,2.8250448757804247,5.297144102686278,1.7326660633233624,Iris-versicolor
+103,5.70924343432178,2.5282517155582154,4.607915523989265,1.6984613787504335,Iris-versicolor
+104,6.598883741794119,3.1394794748852384,5.453935269458165,2.0996001293699096,Iris-virginica
+105,7.562301495987846,3.272295645512478,6.067072710402375,1.9531833248975645,Iris-virginica
+106,6.137233322300738,2.6095100277714742,4.951088377131585,1.5954425472176745,Iris-virginica
+107,4.778797942086318,3.192452001130506,1.368916944109657,0.1665560937150029,Iris-setosa
+108,6.694046580880294,3.3278878730450505,5.326430469898947,2.061134558857694,Iris-virginica
+109,5.948057044915771,2.7890354254252063,4.522795202102957,1.8218414746451856,Iris-virginica
+110,4.842198329210594,2.901146275929311,1.6043198864045596,0.2438486684629351,Iris-setosa
+111,5.575758114384979,2.9899329138871917,5.190382169101536,1.8687756275807408,Iris-virginica
+112,5.094739415231471,2.6597362595829446,3.3524805248899847,1.4011917246003334,Iris-versicolor
+113,5.474895447277835,3.2404993333767633,1.5551923088948114,0.4063570783261016,Iris-setosa
+114,6.403859342196953,2.9708928906711582,5.314556215498874,2.0190805136870473,Iris-virginica
+115,5.146754843571433,3.2871885774547014,1.4960945877118286,1.2908441513133146,Iris-setosa
+116,6.56802299373782,3.14633667088435,5.089091955050902,2.521543145065877,Iris-virginica
+117,5.024195989830387,3.684965078442242,1.7792416096487274,0.31492462907079133,Iris-setosa
+118,5.011681814346722,3.583569032698648,1.4116194294436004,0.27813984848033985,Iris-setosa
+119,6.752920286482044,3.244424292436824,5.628057820136017,1.7720873240128678,Iris-virginica
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..0ec878ce5fb0e06891d229a06fdb55cdaba6bff0
--- /dev/null
+++ b/iris/tvae/2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.760444875505813,3.4312567611582176,5.591366244385201,2.33276444132797,Iris-virginica
+1,5.208509401472916,3.813787482435419,1.3334591308973307,0.09658351819629082,Iris-setosa
+2,6.683146733916425,3.205193315176038,5.40421783120807,2.2181519063937647,Iris-virginica
+3,5.613625594789485,2.925682995825871,3.938047542708315,1.1017282712577563,Iris-versicolor
+4,5.90459455822712,2.7597801508817494,4.164452873419982,1.350171756531135,Iris-versicolor
+5,5.131630804266039,3.335664284990089,1.7018229287889737,0.2693713387928907,Iris-setosa
+6,7.519067559547054,2.9066153209057988,5.730691247114968,2.0817782319940736,Iris-virginica
+7,5.758238354509246,2.865749610003144,5.077368257354672,2.022289961233908,Iris-virginica
+8,6.970025081399663,2.9607474898348727,5.800581287860261,1.9873865765760734,Iris-virginica
+9,7.728904350910733,2.7402115196719836,6.232017759182895,2.1807684450736255,Iris-virginica
+10,6.671523557271436,2.8858180201601225,5.543347386423077,1.5464235772637525,Iris-virginica
+11,6.014203982521794,3.0254936825106284,5.556702565004984,1.9829485111187517,Iris-virginica
+12,5.311854135119141,2.967599508654881,4.905588377769077,0.45546410679786486,Iris-virginica
+13,4.887900409759469,3.141553123981338,1.4008616081004808,0.07304809303613374,Iris-setosa
+14,5.672705671846423,2.935463595134118,4.664626767646871,1.1322730724760048,Iris-versicolor
+15,5.9919100218679455,2.687359343223282,4.40006270628956,1.2246903539631047,Iris-versicolor
+16,4.557651065729935,3.4521118194187226,1.4804088417552708,0.17303835665880993,Iris-setosa
+17,5.718949660553401,3.031489606212403,4.536008300780395,1.8679165308594579,Iris-versicolor
+18,6.188925404195624,3.3570237722557223,4.8952667716160105,2.1698609497722323,Iris-virginica
+19,7.30717188608214,3.2689744635057925,5.873487580314009,2.0846288359979335,Iris-virginica
+20,6.916580889253801,2.840415503356828,5.5152805625589645,1.7978275284782397,Iris-virginica
+21,6.134836641143059,2.7558000300958487,4.993130473910511,1.700777157599968,Iris-versicolor
+22,4.681316150009628,3.1419649193984887,1.6567600572249388,0.2766226587864815,Iris-setosa
+23,6.573021025105616,3.08990901746168,5.325131454189614,2.017377288302086,Iris-virginica
+24,5.32066381784561,3.9777611848953067,1.4272834695417131,0.35940874783756466,Iris-setosa
+25,5.8781911178846205,2.798867522793989,5.01357523647989,1.7287953556733275,Iris-virginica
+26,6.0040848282408925,2.6126986877955853,4.082989224567519,1.1349406343832942,Iris-versicolor
+27,6.44167459170655,2.5832552741328363,5.139077287113014,1.9161387542154669,Iris-virginica
+28,7.54037257917457,3.5439159452206033,5.727216898124759,2.1835729078880246,Iris-virginica
+29,4.684201727501787,3.308159116883958,1.3860662562214308,0.13627983496271506,Iris-setosa
+30,6.525711823281581,2.795983188398723,4.4603841947027485,1.2711220367836025,Iris-versicolor
+31,6.551044956522297,3.3167886407820797,4.881428407204227,1.6334289088326235,Iris-versicolor
+32,6.522690485232272,2.862293144371286,4.535531224895067,1.6083035093441422,Iris-versicolor
+33,6.365384091789789,3.0541808715721834,4.895908905451707,1.4725074476513729,Iris-versicolor
+34,5.047763503995546,3.5470000171239207,1.4879727984799904,0.2455688095372947,Iris-setosa
+35,6.5902721645052225,2.860688046117028,5.358270200102587,2.072052686475399,Iris-virginica
+36,4.683281228884758,3.242830407480254,1.2954609550066754,0.333080375678278,Iris-setosa
+37,5.35454557464877,2.631945317997944,3.7834316310737783,1.2074247118972705,Iris-versicolor
+38,5.308591584037199,2.5090893438546713,4.120497318455879,1.5003508352969361,Iris-versicolor
+39,6.58744157975103,3.0841059965369646,5.123437779371644,1.5831949165721722,Iris-virginica
+40,5.440935376688582,2.4351583564763333,5.064148024619563,1.8220588601609038,Iris-virginica
+41,5.830566097860517,2.1910763769731383,3.4682163396656316,1.0082008909703615,Iris-versicolor
+42,5.179429045014207,2.209803322110429,2.768181839246522,1.1586349019905544,Iris-versicolor
+43,4.290980218419964,2.900978156207345,1.4305014424191298,0.1726082088744868,Iris-setosa
+44,5.7613897555588816,2.7112187397042735,4.883984762033504,1.3935995675187778,Iris-versicolor
+45,6.811635292855603,3.4440307311687137,5.485763517144251,2.3231155428137766,Iris-virginica
+46,5.852782741715392,2.5128563067347214,4.825373956047783,2.115195265595407,Iris-virginica
+47,6.924593031610046,3.445185411837786,1.8071365062078995,0.4828898959242271,Iris-setosa
+48,7.117336057994529,2.786898224106547,5.4480883811813925,1.6372355649964785,Iris-versicolor
+49,5.871645186810813,2.9868803788104983,4.376750340620815,1.3507732281823572,Iris-versicolor
+50,4.700313235116712,3.9648042991356456,1.3733219729141084,0.2899131316486786,Iris-setosa
+51,4.726987154941992,3.0057028624712645,1.5303600807400755,0.24893616252674425,Iris-setosa
+52,5.13261649538677,3.1788898669056067,1.2760211795569862,0.15207456907418096,Iris-setosa
+53,7.083368705329509,2.3308261222074864,5.712684662456963,1.83194278714941,Iris-virginica
+54,5.861994475659937,2.7636671046615007,4.095927720580548,1.246942121693189,Iris-versicolor
+55,5.384721337615775,2.475660953762435,4.36839797727049,2.692670920963712,Iris-virginica
+56,6.997769304068744,3.1481044290446287,4.8563296772688185,1.8001934849283514,Iris-versicolor
+57,5.937217592025447,2.9047434251462225,4.622274449863033,1.3603908046716597,Iris-versicolor
+58,6.479231645529062,2.545956295207317,5.2501004136882505,1.5594255333850349,Iris-virginica
+59,5.478543289006317,2.987654154306406,4.633865009168465,1.6993942003144524,Iris-virginica
+60,6.346579217733858,2.8270663769851283,5.147222475273775,2.032996444945777,Iris-virginica
+61,5.703205706405962,3.340986584538812,5.050845155949062,1.7629232467407352,Iris-versicolor
+62,6.642671923017307,2.7611302924675165,5.027768167555097,1.5635635347223433,Iris-virginica
+63,6.6585377050222325,3.1879972999279174,5.57708532078477,1.701986976694458,Iris-virginica
+64,5.537866338683974,2.4739509643843594,1.3990275366027665,1.3534340210074813,Iris-setosa
+65,5.371444440073424,3.268246694180248,1.4121759239426286,0.3156824636298434,Iris-setosa
+66,4.587576924504673,2.6756955607175628,1.3627102833551117,0.27441519870710995,Iris-setosa
+67,7.281168333572607,3.417269612715924,5.515289482560166,2.2847740955850293,Iris-virginica
+68,5.386194272226253,3.5046799891735976,1.650782147470945,0.273021476076976,Iris-setosa
+69,5.267989762862303,3.9844444589820194,1.2440322205932732,0.20650433687405478,Iris-setosa
+70,7.5582266330403645,2.6191173191227777,5.336100979068837,1.8413510967022766,Iris-virginica
+71,5.2086762179098605,2.5672821066082516,4.454435923220336,1.4724723928690509,Iris-versicolor
+72,6.64189381390545,2.779068054015267,5.916390621564517,1.7851225427820634,Iris-virginica
+73,6.497107343483567,2.700533847667213,5.761748322680529,1.7471345486953402,Iris-virginica
+74,6.531692832246669,3.0481948849927014,5.444341971924465,1.8470291688911775,Iris-virginica
+75,7.031684025365487,2.9845864227385155,5.327579307592369,2.405495587209139,Iris-virginica
+76,7.332780807155938,3.207672447458485,5.312556173480998,2.267004772813884,Iris-virginica
+77,5.487158877158825,3.1402061082123645,1.586965538765403,0.3483545655357612,Iris-setosa
+78,5.5153708499485266,2.971447323191688,4.697646551377553,1.3811334191325797,Iris-versicolor
+79,5.209505130277463,3.5746686496123417,1.4793543792845998,0.33646776456805044,Iris-setosa
+80,6.007666475036002,3.113352948436665,4.9679509030017,1.855306346473661,Iris-virginica
+81,7.110600806147122,3.425695486185541,5.652045157905091,2.336362539657366,Iris-virginica
+82,5.714392699017402,2.9072083394182386,4.988448631975407,1.9435442887583836,Iris-virginica
+83,7.038822572091404,2.6941593312762313,5.587049409269239,1.7097010514660624,Iris-virginica
+84,5.747618318802664,2.360761118022517,3.451035235270084,1.1424196451944302,Iris-versicolor
+85,6.71194185298249,2.9552533127533227,5.366767332054199,2.1083461987333822,Iris-virginica
+86,4.643930349086547,3.098450340907379,1.3516624566486812,0.2064246363628738,Iris-setosa
+87,6.707805157549734,3.298436854884843,5.130387578622535,2.0450428316873777,Iris-virginica
+88,6.000807557670583,2.478875920691645,4.734071105083147,1.6869598268828334,Iris-virginica
+89,6.481422989344921,3.2365615731134953,5.470355809136773,1.954767145299092,Iris-virginica
+90,6.636667132745444,2.9746977628087694,5.273228109672601,2.0372267672218753,Iris-virginica
+91,6.74321487838105,2.8044469478486134,4.437026318695955,1.3146259625260643,Iris-versicolor
+92,6.857799254338525,2.970890772908345,5.623791371511294,1.8664523766893473,Iris-virginica
+93,5.9013604077214294,2.6646508618407614,4.685272982334716,1.6488945793619023,Iris-virginica
+94,5.013299894054838,3.0193822639503676,1.4326329587987465,0.24155546949039797,Iris-setosa
+95,6.458216946436988,2.6558898754347164,4.7873052363637525,1.7972767786248993,Iris-virginica
+96,7.169110644908871,3.396471652724221,5.9091521979470505,2.505803518520928,Iris-virginica
+97,5.09510992409213,3.0895211869273043,1.5098604348673765,0.0777189399382398,Iris-setosa
+98,4.741297610140148,3.404322697144614,1.5802934326412843,0.2674898735607506,Iris-setosa
+99,6.0005300421733345,2.5644027898535127,4.003800531409637,1.1280526425954243,Iris-versicolor
+100,7.1631695205131605,3.3623320337431086,5.669389346177196,2.355895199948123,Iris-virginica
+101,5.947209835301345,2.8372069604852768,4.876073278307635,1.9397893684461451,Iris-virginica
+102,5.845870672399045,2.821654560402981,4.043384852564337,1.2456218768755554,Iris-versicolor
+103,6.332740876123196,3.0602123315277576,5.30853159216803,1.902443481512752,Iris-virginica
+104,4.912868034458837,3.3783877332244017,1.6607751977731935,0.38264192536387415,Iris-setosa
+105,6.82210479488648,3.273167775408675,5.3563430761581055,2.4867314350771323,Iris-virginica
+106,5.898701898177462,2.7755945032330946,4.691921532843962,2.0198443399344495,Iris-virginica
+107,6.080866208422242,2.5267984205237446,5.081936776118119,1.6783336046437722,Iris-versicolor
+108,5.434415595828091,3.0163189611842904,4.468569030510045,1.1482720209433908,Iris-versicolor
+109,7.454242828511099,3.320496657706834,5.598993194687596,2.065663986645671,Iris-virginica
+110,6.451253248709033,3.0491369060932443,5.0712677471109435,2.5083922820880558,Iris-virginica
+111,6.826640677072424,3.2692967481493516,5.914524585334848,2.3992206164506533,Iris-virginica
+112,4.856364510176198,3.7375491182542966,1.7477804886551354,0.11549860762159556,Iris-setosa
+113,6.528037952422738,2.8627266933358255,4.474319886182848,1.362334143152551,Iris-versicolor
+114,6.499871553605462,2.8795769642018088,5.317370316670525,1.6391553320367565,Iris-versicolor
+115,4.200364544766819,3.2873225577236185,0.965099863229922,0.09098391516057802,Iris-setosa
+116,5.8952007759779335,2.747710612554148,5.052980576652681,1.902994539323429,Iris-virginica
+117,6.423925146031698,2.7048091443604756,5.176310026766305,1.7130221792667708,Iris-versicolor
+118,7.28147501553894,2.5926024146537108,5.749356956013588,1.9332154949615754,Iris-virginica
+119,6.252801511616081,3.0693389319592486,4.6217454917887775,2.131556253627685,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..9026325fbf74a1eef720882f9ee711d4cd242d55
--- /dev/null
+++ b/iris/tvae/2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.374139853707147,3.4520199296198286,5.941628565799059,2.216611665369852,Iris-virginica
+1,5.572170375857867,2.9462766526801394,4.695910337660478,1.464672526116395,Iris-setosa
+2,6.7458397087576305,3.3327975561995364,1.8478604980351911,0.5605887548833712,Iris-setosa
+3,5.946321628125461,3.1384491289374363,5.16654955695258,2.240504738980551,Iris-virginica
+4,5.8791279900501285,2.5896771978686495,3.982047995641294,1.3001617394280505,Iris-versicolor
+5,6.320104516393958,3.069718189588165,4.4762049818702305,1.5543739521363635,Iris-versicolor
+6,5.337462382835973,2.969692834686433,1.648490425195439,1.2531195498650791,Iris-setosa
+7,5.845171222359923,3.0447379878533445,3.9203212047546487,1.5251839868690464,Iris-versicolor
+8,6.5487013060875645,2.9470968902633308,4.963041191708736,1.9499515781792285,Iris-virginica
+9,5.535754544840934,2.857202864717545,4.716522570507345,1.593302066041471,Iris-versicolor
+10,5.224632294761408,2.9157325604117803,1.185678840102666,0.13134363738430593,Iris-setosa
+11,5.311536100953789,2.734455954581784,4.008327889761016,1.2486074756709877,Iris-versicolor
+12,4.924952669710983,3.4971944702247915,1.5666792470704296,0.22913732303857168,Iris-setosa
+13,6.7837108382951845,3.1217756652173483,5.456939783687922,2.227213680439144,Iris-virginica
+14,5.383875884172423,3.521723791476002,1.428901215874906,0.3728119146430712,Iris-setosa
+15,4.830073637532394,2.880439727413892,1.4576615119767067,0.3283245177510915,Iris-setosa
+16,6.370065680990581,3.355488952251829,5.181380303941887,2.3121259744953715,Iris-virginica
+17,5.622649670107233,3.939105859410335,1.6049925809445174,0.39634184453002475,Iris-setosa
+18,5.37010274922233,3.0615982941436846,1.5929812458542398,0.40245275742787723,Iris-setosa
+19,5.493578205370809,3.3281829165913255,1.3392027353770837,0.2733555287629229,Iris-setosa
+20,6.03039771693634,2.3790115236512817,3.9076143544417357,1.1045299616996749,Iris-versicolor
+21,7.131329098160368,2.7549808839609686,5.956105856862224,1.5421189136510427,Iris-virginica
+22,5.903671018256662,2.6810302531880645,4.845580850132343,1.4412400625332091,Iris-versicolor
+23,4.585407573531477,2.9201417596361146,1.386270113006785,0.10249149290781046,Iris-setosa
+24,5.200456178307581,2.5181978334939874,4.2992520380838855,1.47453320129893,Iris-versicolor
+25,7.436332830569908,2.7817450857516715,5.54545526094635,1.7696112154676686,Iris-versicolor
+26,7.262735397469351,2.810927470786238,5.200559081894098,1.8133879348217488,Iris-virginica
+27,7.097990721066878,2.9418498934745685,5.818336418521989,2.210803180344053,Iris-virginica
+28,6.591765231598625,3.1490906213040404,5.36154489411059,2.332671959260383,Iris-virginica
+29,5.47507139591951,2.8114554650885113,1.3879971358453398,0.23700376095022288,Iris-setosa
+30,6.6200397538417235,2.953195129388824,4.807999741087437,1.5397298047832442,Iris-versicolor
+31,6.89440187438392,2.52667044244562,5.231444270889249,1.904248518989035,Iris-virginica
+32,4.797387150781884,3.4458104141281627,1.4659621669787015,0.21581053998726385,Iris-setosa
+33,7.260023483056727,2.921220961557581,5.835967191536448,1.928602056595443,Iris-virginica
+34,6.150887723685306,2.697142006044754,3.990365934506753,1.7355406165951122,Iris-versicolor
+35,6.788972367982616,3.097252894412796,4.934204152565335,1.676889338275582,Iris-virginica
+36,5.190895050974661,3.279149945945848,1.365654545874376,0.3949615063462314,Iris-setosa
+37,6.491487802468306,2.5839357456103493,4.502400531100939,1.4582867473408156,Iris-versicolor
+38,6.125973410862422,2.3161409842036393,5.292733098655311,1.8060031996036487,Iris-virginica
+39,6.390192776836129,2.67862774908408,4.157325554776089,1.3583095727982744,Iris-versicolor
+40,5.289165923186164,2.596546998741698,3.327874428362189,1.1886089902575538,Iris-versicolor
+41,6.877120615776871,3.0351131281683177,5.843674431865606,2.233753868608588,Iris-virginica
+42,5.105678368921308,3.1801292921063333,1.5560614270705817,0.4579948592279937,Iris-setosa
+43,4.954696928697891,3.4868593088299096,1.3415155056594896,0.29720861426614265,Iris-setosa
+44,4.672142738105602,2.811588214167871,1.3854591949577137,0.42877198874310574,Iris-setosa
+45,5.912559717842319,2.8932928939191775,4.15430790933808,1.3566690508864692,Iris-versicolor
+46,5.013518293071866,3.1676254612602923,1.7050094122034114,0.35519167783747796,Iris-setosa
+47,7.225422042513791,3.262924247950322,5.393230092977583,2.3659798574679103,Iris-virginica
+48,4.2408560579137635,3.128312161035915,1.488258023983976,0.09082507734184153,Iris-setosa
+49,4.843965038222348,3.423318889279353,1.033388819169462,0.0544395630398051,Iris-setosa
+50,6.4695648854347665,2.8393416971745826,4.456131190531012,1.2480514053375147,Iris-versicolor
+51,6.522574424721647,2.779502670014545,5.721434577537851,1.859831932417699,Iris-virginica
+52,5.013107111988721,3.106755300988587,1.2144523583917877,1.3551684696904993,Iris-setosa
+53,6.319412833928204,2.5657650801877736,3.749504840289598,1.300564209030465,Iris-versicolor
+54,4.928767727573713,3.316169657228591,1.6302763206763498,0.21636497032789015,Iris-setosa
+55,5.59927566158703,2.9098350213213604,4.151755986071381,1.2403215751672745,Iris-versicolor
+56,4.740161218514207,3.0770966827384876,1.421729378174762,0.16086447732248718,Iris-setosa
+57,5.442954331435287,3.0325692188605915,4.732454145476261,1.603749176982024,Iris-versicolor
+58,6.63234453008778,2.7621174992962496,4.96970044982269,1.4639177790239155,Iris-versicolor
+59,4.897996254171588,3.556305193720989,1.6482263777034143,0.2682324459774189,Iris-setosa
+60,6.581784874402628,3.038502318241269,5.5238745840440435,2.1980813210157524,Iris-virginica
+61,4.844939191826091,3.118228777070404,1.644615842968061,0.14156009935435088,Iris-setosa
+62,5.480108811011267,2.617478222435915,4.479650197434399,1.4103144022663017,Iris-versicolor
+63,5.371127610231362,3.151915706899263,1.6965781300067764,0.38726355184204614,Iris-setosa
+64,4.503295283565615,3.160107381989254,1.465663954382285,0.25766669884113624,Iris-setosa
+65,5.734306804973661,2.509732775078909,4.273467961111231,1.58847520188342,Iris-versicolor
+66,6.638655608424705,2.808701826028062,5.499101884122502,1.8251827361741138,Iris-virginica
+67,5.214901940217187,3.35097883912891,1.3348694724709025,0.3221871156767985,Iris-setosa
+68,5.930311604629856,2.7029041201779442,5.20344876641054,1.7884384212228126,Iris-virginica
+69,7.609534202900757,3.556797460909744,6.647888448714356,2.2516337103293385,Iris-virginica
+70,6.297480004573261,2.8942225600615337,4.932142701906107,1.9632536017162465,Iris-virginica
+71,5.031332900471891,3.5061086856012738,1.5592338658181866,0.14181906088604568,Iris-setosa
+72,5.372498489674534,3.739426150964307,1.6787290317299703,0.39961463625807025,Iris-setosa
+73,6.474071970233288,2.817984621162516,4.849645757733627,1.2760021691422376,Iris-versicolor
+74,5.833206648087693,3.637998703713226,1.248724133295798,0.2094626072140737,Iris-setosa
+75,4.4977448206847,3.242680649810889,1.56299639568054,0.1227680940289998,Iris-setosa
+76,5.625412767591999,2.874650276403288,4.298206687457121,1.5067541249703686,Iris-versicolor
+77,5.5927832367327746,3.2425900338749214,1.3235967443712255,0.9121920176283068,Iris-setosa
+78,5.620940166080557,3.6300928654845825,1.6125472173563724,0.4418864840984446,Iris-setosa
+79,5.228025838109793,3.2116264162931225,5.091579668436637,0.3490288436462131,Iris-virginica
+80,4.814745826040009,2.664788872503876,3.23704962421092,0.9701650674682419,Iris-versicolor
+81,6.399352703598102,2.936405752533824,4.687200910443585,1.4290606057237476,Iris-versicolor
+82,4.985010388207327,3.2904544150944965,1.3676327731847855,0.3260791192900717,Iris-setosa
+83,7.1239880100737185,3.3126049069190895,5.5270501868685455,2.4369062249020006,Iris-virginica
+84,6.6221234208730175,2.7122538126787283,4.348498659025905,1.4134574226318117,Iris-versicolor
+85,5.881752459863541,2.7088796029754625,5.040657776150871,2.0042005589948877,Iris-virginica
+86,7.4074528481237,2.822165559102867,6.0111776479729,2.1322816763559373,Iris-virginica
+87,5.4007235113371586,2.6883364341464575,4.4297168679258725,1.1661270833720145,Iris-versicolor
+88,6.374030873825452,2.4108308018045594,3.8030255404409434,1.3061196201780896,Iris-versicolor
+89,6.916281657476208,2.669611683697719,5.033361001106429,1.7849282562419755,Iris-virginica
+90,6.7365978727540305,2.555696333892439,5.158875541186001,2.2835825403341423,Iris-virginica
+91,4.797065994221294,3.455651056919061,1.4326638453933993,0.2560378324047293,Iris-setosa
+92,5.452078350975107,3.2855797791398054,1.7385096509790443,0.4542707568031873,Iris-setosa
+93,6.752663360591303,3.033040742768976,5.956912836793169,2.3831722769503543,Iris-virginica
+94,4.725624739172967,3.404117377767922,1.647279506149063,0.2504446016764454,Iris-setosa
+95,4.471237417721474,3.250632900910764,1.0299840529674336,0.09982901797321514,Iris-setosa
+96,6.3887823645857145,3.030834140917213,4.900586731923678,1.9785156937492776,Iris-virginica
+97,6.932746980469252,3.041057067692641,5.688844462495612,1.90958661794984,Iris-virginica
+98,7.051656208898829,3.586737726517078,5.739554916450021,2.332705963701688,Iris-virginica
+99,6.300715903672217,2.7446667724384475,4.500322708704811,1.5762345431539908,Iris-versicolor
+100,6.219931287280512,2.462434963190624,4.834459681153633,1.8164958653385959,Iris-virginica
+101,5.3450854128448775,2.886163297019154,1.564893131015959,0.2574665266462561,Iris-setosa
+102,4.874908706518067,3.286351288093035,1.4954828391843127,0.24231656657847975,Iris-setosa
+103,5.2618106726588145,3.1812639186859655,1.4661662864760385,0.2508998698997761,Iris-setosa
+104,5.57508319177588,2.552904653887284,4.430308472538906,1.9550332704693656,Iris-virginica
+105,5.536048742415273,3.015398023514124,3.989900148658919,1.2770548148081458,Iris-versicolor
+106,5.093602363472394,3.534836473842465,1.2337175290892672,0.1832871961626461,Iris-setosa
+107,4.888612153064521,3.197742737479119,1.5288786453088894,0.15648260484484433,Iris-setosa
+108,4.957097644279732,3.0373656443342405,1.6569114047559665,0.3589740970755896,Iris-setosa
+109,7.053552345332536,3.09793881396972,5.738819792558331,2.6415647357970027,Iris-virginica
+110,5.3398704355214806,2.9648011688671616,3.9250648008306532,1.567132863347783,Iris-versicolor
+111,5.567997440046424,3.04212755280121,4.6675560954477895,1.9140799254072354,Iris-virginica
+112,5.364135967862242,2.6883265262849987,3.098518749575102,1.682423710856691,Iris-versicolor
+113,6.612308942499277,3.5904127067589573,5.181536710991168,2.2366344469282295,Iris-virginica
+114,6.991668618763921,3.141873854539277,5.640342498988861,1.9291462972933326,Iris-virginica
+115,5.564206778982716,3.0640239482543454,1.5940731422206174,1.7028209096307185,Iris-setosa
+116,5.949557789994231,2.3535095213024153,3.7107965577080817,1.2758590024976435,Iris-versicolor
+117,5.598419623206343,3.444957621718539,1.4777813046298873,0.5135751418303327,Iris-setosa
+118,7.332166771874615,3.0724385413290842,6.548557088364848,1.7915633472707977,Iris-virginica
+119,6.151488620741363,2.67541002402378,5.3681577662076485,2.0543051852401777,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..f5e03b2f6475d430c24712785a3727173081f59d
--- /dev/null
+++ b/iris/tvae/2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.245794522981518,2.6666547312891553,4.776558687834382,1.7047592566382486,Iris-virginica
+1,6.04809923862466,3.105951493080214,4.910315227281211,1.6716195006083692,Iris-versicolor
+2,5.221502633305151,2.8264409546271074,1.5370555280273526,0.0973254062034519,Iris-setosa
+3,4.911434151072664,2.745423682682166,5.1878181094716185,1.9799348958498182,Iris-virginica
+4,4.525094509463774,3.2723154187827546,1.6009491869388113,0.226157310651734,Iris-setosa
+5,6.561422860266853,2.892080040818863,5.59354502967332,1.6232883583069784,Iris-virginica
+6,6.704656836875635,2.8366214217719166,5.502312299573541,2.0073522768995455,Iris-virginica
+7,7.346873308046743,2.8783852397994334,6.443935598763567,1.7989505437727589,Iris-virginica
+8,6.63132647871712,2.904467972345192,5.882867824676245,2.331726255010731,Iris-virginica
+9,5.5005940869953776,2.6667311627095325,4.199598565484937,1.3241822008083117,Iris-versicolor
+10,4.849127906886422,3.032209715100075,1.6666406286412898,0.3783733523453624,Iris-setosa
+11,5.997791164021906,3.131779422979413,4.697399138343968,1.771490549410739,Iris-virginica
+12,5.092358508599196,3.647129108228156,1.0952985722716653,0.23785469136553444,Iris-setosa
+13,4.782302365153047,2.724484292662429,1.4346988552259228,0.18007345235882521,Iris-setosa
+14,5.005415182685573,3.2369737956219726,1.478574425376627,0.1494503483416803,Iris-setosa
+15,6.546781548239459,2.754785412159647,4.768050159041116,1.4536015958385078,Iris-versicolor
+16,5.373882276770693,2.765221972444092,4.388406843686739,1.4898957982174053,Iris-versicolor
+17,4.9425825540585455,3.411935924977857,1.3291118532444701,1.1517709699130485,Iris-setosa
+18,4.938750581248166,3.2086129270856434,1.798760876416009,0.15836142980504928,Iris-setosa
+19,5.47515322842919,2.5388263554504245,4.978088990509028,0.22629353489699194,Iris-setosa
+20,7.151885826437439,2.809243895078544,5.931848382647034,2.0179251541128016,Iris-virginica
+21,5.07131084981515,2.5732982962736926,4.155793833214164,1.3596957183152396,Iris-versicolor
+22,4.788331625529526,2.857122083633084,1.3411127002324132,0.10563443187386742,Iris-setosa
+23,5.352394014938072,3.2655569675017317,1.6198255073101389,0.24692657286753159,Iris-setosa
+24,6.899531030265493,3.0588616577038112,5.744866126253673,2.1514553820554583,Iris-virginica
+25,6.040144478522906,2.9687020598906044,5.169947151760005,1.4309155666782458,Iris-versicolor
+26,5.080088223833096,3.787570117613611,1.0992615808151907,0.17052551270884386,Iris-setosa
+27,6.747499892866678,3.3271511571075774,5.670055032696135,2.4404860999779503,Iris-virginica
+28,6.628240485686056,3.349530014650224,5.615297072647836,2.217913034987017,Iris-virginica
+29,4.880800638851778,3.4248815829621395,1.4447553965200093,0.2569890610108862,Iris-setosa
+30,5.403504738889083,2.7914870240061345,1.5895476990706687,0.2036207068775466,Iris-setosa
+31,7.322648135729802,3.309908216786897,5.318628535674242,2.179171935936594,Iris-virginica
+32,5.160546905407338,3.2803461159554534,1.7567847640576846,0.21594365791624923,Iris-setosa
+33,6.715769553955681,2.930485880715323,5.009715998738986,1.5549576470730486,Iris-versicolor
+34,5.693623984447754,3.164524770451027,1.6527952596320032,0.3907839700982073,Iris-setosa
+35,5.794090504828562,2.91108631106344,4.802412383682903,1.6655012842228962,Iris-versicolor
+36,5.659811618413973,2.6454633203143176,4.541170476066682,1.7203456826949053,Iris-versicolor
+37,6.190595494163838,2.9191175472130326,4.782646455680241,2.065452592215056,Iris-virginica
+38,7.113328460215593,3.2515575098271188,5.643036533745749,2.3887084035185575,Iris-virginica
+39,6.250124936127279,2.861329368085419,4.025043117981284,1.22087096108786,Iris-versicolor
+40,5.369228299634338,2.783060482725158,4.987818955193195,1.8137966362991236,Iris-setosa
+41,6.225089151965003,2.765394506396577,4.672291976875525,1.6293043771145959,Iris-versicolor
+42,5.68346656423467,2.7638693977750775,5.507039072651172,1.9714321341652299,Iris-virginica
+43,4.678954583610881,2.7752506612660275,1.352968158573712,0.20586286304227389,Iris-setosa
+44,6.745810489896921,3.355463379218596,5.829876161957505,1.8039230754191322,Iris-virginica
+45,6.767730928375815,2.8362300533116733,5.765603576429579,1.8040060034200167,Iris-virginica
+46,6.754190307221183,2.7142906409452934,5.505989969017025,2.3569981174459933,Iris-virginica
+47,4.816480811159282,3.5119633319475776,1.4357755796762557,0.19507933437657216,Iris-setosa
+48,5.06785917749706,2.3574847538992283,3.9095190876532397,1.2851578456714523,Iris-versicolor
+49,6.237125992868292,2.977551854936497,5.349726534165613,1.828736629736288,Iris-virginica
+50,6.234243874587379,3.120564898612979,4.663783289519147,1.4432735100832073,Iris-versicolor
+51,6.419077858490689,2.6845538041004042,4.7262374943959475,1.6680298869649004,Iris-virginica
+52,6.164203453635879,2.8190282689290984,3.8666774016415824,1.600388315425362,Iris-versicolor
+53,6.007346268695708,2.6730562075051796,4.394929775457903,1.7509856916751037,Iris-versicolor
+54,4.828937465084743,2.8194636475573374,1.2667350360488001,0.324848331453116,Iris-setosa
+55,6.023555868655301,2.844243974193972,4.766269488493869,2.247697189702653,Iris-virginica
+56,6.8156761365806275,2.507653263549363,4.350535284716203,1.2843879443983302,Iris-versicolor
+57,6.223034359562491,3.1284749514493524,5.092035854547695,2.2725963055912812,Iris-virginica
+58,6.874683595138409,3.0728638071780705,5.277730337031044,1.5945608217198872,Iris-versicolor
+59,5.274731409695904,2.7331743743204235,4.069308180483269,1.0308875067056116,Iris-versicolor
+60,7.879122284781417,3.2473572707955083,5.412990107932415,1.9078425471017262,Iris-virginica
+61,7.691775191277392,3.052129051242442,5.302136166877445,1.64468484728658,Iris-virginica
+62,4.906091660996272,2.309127426480185,3.3093564151671013,0.9013373769045159,Iris-versicolor
+63,6.9791517927696365,2.801785608381523,5.144144380082505,1.544863979998177,Iris-versicolor
+64,6.523452076617343,2.4440961518611823,5.198133222079943,1.7203876298154521,Iris-virginica
+65,6.252980474222948,2.4655432217304396,3.9185930223704006,1.184270295811907,Iris-versicolor
+66,6.852287195800017,2.683515048141249,5.057120268584296,1.5054387606198834,Iris-versicolor
+67,5.461880621899281,2.882334589276689,4.470615477382559,1.530490925647681,Iris-versicolor
+68,7.126483201445528,3.0339007416848633,5.501741771604668,2.177528313941708,Iris-virginica
+69,5.859077222263881,2.823005653365357,4.643627993945918,1.0836825334728766,Iris-versicolor
+70,4.823026093546604,3.166450255019956,1.5389269417250235,1.1571324952283346,Iris-setosa
+71,5.634277411445329,2.4940868655649107,4.437325042027887,1.5942904313097963,Iris-versicolor
+72,5.546198779209506,2.8584834235676344,4.159800451336084,1.1545890251265176,Iris-versicolor
+73,6.710416488840336,2.8880486844945787,4.738940698771414,1.4652078718040011,Iris-versicolor
+74,5.644128809714787,2.984837448315649,4.706564461530453,1.6081840748216572,Iris-versicolor
+75,6.537196374645556,2.746926119366925,4.750781844846043,2.0134602186801818,Iris-virginica
+76,5.222632948187816,4.079722827494937,1.5873493866362045,0.175952575997052,Iris-setosa
+77,5.709055183475304,2.6514730803918267,3.208864780241065,1.0211145120553495,Iris-versicolor
+78,6.841876004134136,2.9343616917925726,5.441161837433359,1.8161473494215157,Iris-virginica
+79,5.263582110140411,3.358790136877819,1.1492709291583358,0.30536374126148663,Iris-setosa
+80,4.555562079513175,3.003063459305555,1.7223111694003939,0.3230873950490803,Iris-setosa
+81,5.767402422059945,2.8654334266518204,4.463021600287967,1.3530067018885512,Iris-versicolor
+82,5.977919322036144,3.093353506896317,1.6489380028476865,0.49783671587979716,Iris-setosa
+83,6.955820969170483,2.9756038379031926,6.038069476723601,1.9432254996180356,Iris-virginica
+84,7.087848102880072,3.3777820162545833,5.452373576441838,1.9649968355885439,Iris-virginica
+85,5.545004191810135,2.980170689618961,3.609477461036196,1.5082367559081575,Iris-versicolor
+86,5.611772725253309,3.8037354893694486,1.2477130457749632,0.18014807602385935,Iris-setosa
+87,4.643235905707111,3.1847985770398015,1.3970633099265857,0.24064607808673594,Iris-setosa
+88,4.911295597357733,3.2171042455166967,4.5026552720912845,0.9424631787598776,Iris-versicolor
+89,6.084809535537871,2.588996859445173,4.344511695853249,1.4860835736860238,Iris-versicolor
+90,4.676290104974057,3.2155725220194973,1.538577230214722,0.21272079448244324,Iris-setosa
+91,5.158545737098446,3.834215390480418,1.4464812215933425,0.3533869901847694,Iris-setosa
+92,6.583657398767784,2.8762390263999893,5.583951253911334,2.1546473777703667,Iris-virginica
+93,4.4526395521181,3.42080763567241,1.6108185061216416,0.1993722239584026,Iris-setosa
+94,7.1779372787025375,2.9069120675786726,5.987227876234742,2.055626427809558,Iris-virginica
+95,6.163987384488799,2.827807933885541,4.522296683226044,1.8331330568982873,Iris-virginica
+96,5.7380124955250595,2.5660796706038154,3.458215932125869,0.8940872830731841,Iris-versicolor
+97,5.102177879794269,3.038655718930142,1.4450695033901644,0.15586363160516206,Iris-setosa
+98,4.769276351002035,3.23201255666788,1.4148729005876022,0.16470572719110374,Iris-setosa
+99,5.142747597134529,3.161784642396113,1.5060349805441093,0.2695577511551757,Iris-setosa
+100,5.4108894195211175,2.939450194085588,1.4944793007015271,1.4207689484599815,Iris-setosa
+101,7.3375002848851825,3.643666892390344,5.516738295510947,2.5279776670395275,Iris-virginica
+102,5.4606974025257085,2.9599148078246813,4.783905824450482,1.0674761511142434,Iris-versicolor
+103,5.634049752696346,3.3315906272918707,4.813010099856129,1.1174093001247098,Iris-versicolor
+104,7.411932495826927,3.2090355340874983,6.078198189259014,2.0121246043010554,Iris-virginica
+105,5.95933974438136,3.0262204350602904,4.260375240833391,1.6558749979154168,Iris-virginica
+106,6.441630310520006,2.5371574577838407,5.30752988296153,2.3696731320144826,Iris-virginica
+107,4.500135633698461,3.0739194359895414,1.2209134070182133,0.2723848279051338,Iris-setosa
+108,5.7526189840379445,3.0698753080066936,4.520703985599043,1.1290429689262134,Iris-versicolor
+109,5.933803424106362,2.7640038357221592,4.879384765491958,1.9058187980039718,Iris-virginica
+110,4.748339646293587,3.4194283733077278,1.3971495514647754,0.10619347238264706,Iris-setosa
+111,7.04288097417,3.1404228551175604,5.567972160398859,2.098079298623001,Iris-virginica
+112,6.880467243698964,2.730824011360731,5.1788333103315445,1.5922707899343895,Iris-virginica
+113,4.576532839311287,3.095665199865873,1.4797613366829963,0.1571313306146893,Iris-setosa
+114,6.414053399394007,3.519721015565982,5.302023397289757,2.0775579284040058,Iris-virginica
+115,6.849109390943809,3.035203326632358,5.4553237625472795,2.2426074858329965,Iris-virginica
+116,5.7100647485636795,3.001985155626814,4.578037028808307,1.8569005057976242,Iris-virginica
+117,5.026096822556333,2.276603444646056,2.9758128234443335,1.0453321840545156,Iris-versicolor
+118,6.101239902651102,3.079878593457125,4.990140518376966,1.9116417021549137,Iris-virginica
+119,7.161717392808697,2.6616693198614154,5.61522691601701,1.72464967876969,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..53021d1d5d537c6a5e1e056157e75326b821df5c
--- /dev/null
+++ b/iris/tvae/2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.609768487491983,3.1410641552705076,1.5989659704613242,0.19337520831814267,Iris-setosa
+1,6.446495316697535,3.581181385194526,5.291872707464963,2.415492956338305,Iris-virginica
+2,5.904216405012702,2.7613466719982247,5.496948834620864,1.7593467645915009,Iris-virginica
+3,6.660914322780276,2.745939725445333,5.332498067025786,1.9661942888835795,Iris-virginica
+4,5.780620601458925,2.9803403688475565,5.042425472877969,1.6638596435648205,Iris-versicolor
+5,4.5295283918187526,3.6711772480763942,0.9477004768457302,0.24689217784263787,Iris-setosa
+6,6.25227414128769,2.876832041110373,4.847138563515989,1.7195305963416052,Iris-virginica
+7,7.398893001350629,3.651552010178099,5.542197132576981,2.3030618533076006,Iris-virginica
+8,4.652635591149955,3.0583062562719148,1.3266235268640991,0.2176588061999618,Iris-setosa
+9,5.2344248541762965,2.3087567676300185,3.9522164795757866,1.5910330436289115,Iris-versicolor
+10,6.051938132261901,3.0427937707351833,4.54365028430825,1.4169431626645461,Iris-versicolor
+11,4.826366427585041,2.9362110305527187,1.7064318606726978,0.3179907933391222,Iris-setosa
+12,6.704545342208174,2.757454587453047,5.493320127242383,2.2025445826622345,Iris-virginica
+13,5.166481350077377,3.4796603315171786,1.3006577072755348,0.23541729651661858,Iris-setosa
+14,5.878293117980082,3.0121864600875212,4.633404828928811,1.5989786478659684,Iris-virginica
+15,5.6393114898299,2.544453326070293,3.3935785547626516,1.4144177820153012,Iris-versicolor
+16,6.225453853153091,3.216340891058189,4.963770708272174,2.219144780366294,Iris-virginica
+17,5.554823935882401,3.1712005158853374,1.5271956838216942,0.27805762420756835,Iris-setosa
+18,6.0116273140276615,2.615855775011331,4.872831974459993,1.7968863863189037,Iris-virginica
+19,5.466472449649801,3.1377243475432275,1.6008350190771514,0.31965133363957826,Iris-setosa
+20,5.303731069833793,2.814640880485507,1.4006008481838876,1.234287436691066,Iris-setosa
+21,5.296541743156162,2.460573989647243,3.9352284128545256,1.3842766511243443,Iris-versicolor
+22,5.502025187442922,2.766819782443916,4.551215885311729,1.3603442485188282,Iris-versicolor
+23,5.647873768874105,2.5739827271119804,4.445016865081641,1.2775655646969564,Iris-versicolor
+24,5.991914602144673,2.7075823499404064,4.054720553867952,1.2371536462916095,Iris-versicolor
+25,5.5831322440180875,2.71446135354605,4.607570889123677,1.4908986311772758,Iris-versicolor
+26,5.9887042112164774,3.0390390249373667,4.990326287858706,2.0510034765442566,Iris-virginica
+27,5.870695541344611,3.0252365623894253,4.3080662915257975,1.1073372356093043,Iris-versicolor
+28,6.830541220037323,3.108167077811718,4.5028507986840935,1.3649406933055745,Iris-versicolor
+29,5.005300694498693,3.2554330059774177,1.5125268180769937,0.10999068756678243,Iris-setosa
+30,6.373624375883912,2.8282928951515207,4.657137344738953,1.3713661909253108,Iris-versicolor
+31,6.852285678328904,3.1598071667294065,5.205358289683119,1.9182908355257395,Iris-virginica
+32,5.107187178823947,3.0173065872981306,1.3944352133559048,1.1790108267235557,Iris-setosa
+33,4.526989158094364,3.0039666705596515,1.5141239218919977,0.33061743063607124,Iris-setosa
+34,5.994802471734561,3.193508681364432,4.950325294973613,1.9935075511531566,Iris-virginica
+35,6.791927501219361,2.707211897938512,5.131666605161854,1.658104733105019,Iris-virginica
+36,6.887083265559516,3.1327753159641243,5.495165303368126,2.1294102310407976,Iris-virginica
+37,4.706356973353192,3.0554316871746603,1.4715169129279502,0.3286884647397168,Iris-setosa
+38,5.906509190974342,2.7706100240993785,4.794099273214167,1.7128298397686068,Iris-versicolor
+39,5.975849765640807,2.829209562373861,4.857486192417553,1.593765446979083,Iris-versicolor
+40,5.659419638085158,2.7895907976781493,4.550116086661875,1.4095159272663573,Iris-versicolor
+41,5.2826799273650895,3.233040873968922,1.3521801776684579,0.16797098334808816,Iris-setosa
+42,6.063355069118474,2.578118682619916,4.8261242647562765,2.018707086305014,Iris-virginica
+43,5.867263579081541,2.671439457640837,4.813182908421324,1.486297904483655,Iris-versicolor
+44,4.743024206882564,3.56027609538071,0.988721873236994,0.10611828550482416,Iris-setosa
+45,5.018965062091062,2.1707113213545477,3.510000443489063,1.1190354718447821,Iris-versicolor
+46,6.774273536195171,3.2730717123901827,6.071322381430977,2.3139840010393233,Iris-virginica
+47,5.525088050514735,2.921241787756499,1.4331789478927428,1.0801791931615707,Iris-setosa
+48,5.51794335695183,3.9528797717755597,1.2665186433887134,0.2927908656784871,Iris-setosa
+49,6.321660781353785,2.5298367213609074,5.601985316750025,1.5132539428115241,Iris-virginica
+50,6.194586028917563,2.803055498465377,4.7553041676538985,1.3749995140143694,Iris-versicolor
+51,6.47133095915505,2.9441211756027625,4.500922667573278,1.2190904856826201,Iris-versicolor
+52,5.935314569396906,3.3606356041101204,5.534787121292101,2.1217971697293923,Iris-virginica
+53,6.129130596039373,2.8906287151521197,4.295771830590912,1.4488684330075872,Iris-versicolor
+54,6.535312201820053,3.120997435626815,5.39243846032538,1.7364519574563522,Iris-virginica
+55,6.1077362749186825,2.8449075658492187,5.055103978896681,2.0071748975814803,Iris-virginica
+56,5.529499719927441,3.2333913972659,4.1466495019394225,1.2499383084307376,Iris-versicolor
+57,6.0527005949089485,3.0085564685223884,5.131019487348723,2.016664775102085,Iris-virginica
+58,6.92886594431925,2.851906438582768,4.834983027448773,1.4716734401968257,Iris-versicolor
+59,6.847366387344724,2.9498098036877334,5.565172767422265,2.299463404405401,Iris-virginica
+60,6.642180526512237,2.7851324653823983,5.006573815062632,1.555665442521001,Iris-versicolor
+61,6.1207180806288495,3.013993455324262,4.400198958122487,1.506027689760015,Iris-versicolor
+62,6.51611309863286,2.8816240737769823,5.354896972934872,2.217972893249364,Iris-virginica
+63,6.579685186091566,2.875849776058909,5.9847634105483465,1.7749567918750158,Iris-virginica
+64,5.2053257391125145,3.192872517914,1.3229964980352042,0.1444727145068273,Iris-setosa
+65,6.79908422301178,2.954787635726816,5.611767107436385,2.1936759842015854,Iris-virginica
+66,5.487847594789435,2.979471322819485,4.769292522453899,0.8880651490586886,Iris-versicolor
+67,4.402089401257068,2.6082103481808185,1.559027976024128,0.12388748040681893,Iris-setosa
+68,5.922155822056593,3.0670670780843645,5.161515520526323,1.6820609829440627,Iris-virginica
+69,4.555803750655177,2.580278162504987,1.342561892301264,0.15211500607043005,Iris-setosa
+70,6.23290304948022,3.668765496127799,1.2444992093297,0.303740848886427,Iris-setosa
+71,5.012642457531554,3.152830821603042,1.6470282254652306,0.13254426821526674,Iris-setosa
+72,5.941836343892595,2.874688292368589,4.236541775743551,1.2104401631873567,Iris-versicolor
+73,6.156487691423949,2.688150176424355,4.0671498513989075,1.3413128619885266,Iris-versicolor
+74,5.651049980754359,2.8302138588478933,4.780686637476724,1.6453560261936906,Iris-virginica
+75,4.564981896365665,3.173879171354442,1.5667221952476105,0.23562849750403353,Iris-setosa
+76,6.908173433947238,3.4287678634157137,5.830910615804398,2.3284337861619226,Iris-virginica
+77,6.497949372987322,3.299672636441639,5.0421692642957385,2.1705193002864305,Iris-virginica
+78,4.751551429581861,3.255057741858211,1.3601665594746903,0.16552623209976197,Iris-setosa
+79,6.636840127045483,2.759065091070256,5.586264428272552,2.0042276607176337,Iris-virginica
+80,6.898225052269498,3.1203325539617213,5.765146533436832,2.4203838836265574,Iris-virginica
+81,4.709648180323324,3.2170671144163685,1.6758142345104847,0.15924063681589912,Iris-setosa
+82,4.855062175040762,3.6467190417722852,1.4981944345204035,0.16741397450956147,Iris-setosa
+83,6.038035833680779,3.107249362948105,5.067870867458187,1.7983973520032304,Iris-virginica
+84,5.575243435918082,2.9555112729098236,1.5427525727814857,0.3864104061484996,Iris-setosa
+85,6.957680339827643,2.6562137432425144,5.623036644897209,2.023773489322826,Iris-virginica
+86,5.684455194715494,2.5474981933930265,4.069298230726296,1.4644966530372283,Iris-versicolor
+87,5.746646504704302,3.2061903825655964,4.30035316455349,1.5508831523306772,Iris-versicolor
+88,5.870363368283095,2.7313741486297194,5.222470293248855,1.6811289158502325,Iris-virginica
+89,6.570348640776918,2.9753821528176063,5.060506989152159,1.9272819620094324,Iris-virginica
+90,7.470022399073359,3.1362936510723265,5.981085851641145,1.9070756038935193,Iris-virginica
+91,7.096307346134141,2.754133234998184,5.4735276566726565,1.559555605990064,Iris-virginica
+92,4.63589945696606,2.8394154869565367,1.2124420496226016,0.2479934123681248,Iris-setosa
+93,6.884688369211469,3.387311506692848,5.487903795225993,2.203972069902264,Iris-virginica
+94,5.208172958969037,2.255898637931511,3.1740539644238925,1.1658348460919725,Iris-versicolor
+95,5.872191291030225,3.042765595918058,4.798461115978825,1.8348100347851632,Iris-versicolor
+96,5.252278295099033,3.6814485284407312,1.5102275168943355,0.39652497854218316,Iris-setosa
+97,7.504235234835273,2.538747294665492,6.0249706668736245,2.0425032947363295,Iris-virginica
+98,6.381671385409943,3.0397449847991873,5.102524975855291,1.4895492896044966,Iris-versicolor
+99,6.49034769237289,2.805241752671951,5.7043372067435,1.8091845643783298,Iris-virginica
+100,5.984645643108209,2.646019929729417,3.6759178085300386,1.202932431882351,Iris-versicolor
+101,4.879851823371366,3.2402183725655918,1.3981900004695724,0.22554488839419803,Iris-setosa
+102,7.604184541476119,3.034006476432896,6.177468877175772,2.287353820355908,Iris-virginica
+103,6.272232675612337,2.8752828501018937,5.451270000049003,2.3278566396983265,Iris-virginica
+104,5.264275935921631,3.0615087624805217,1.495344817891737,1.0974232309805307,Iris-setosa
+105,4.531551783851352,3.6768169200774268,1.3124863833413638,0.18355001008373956,Iris-setosa
+106,6.42211325057245,3.2224084935181767,4.731396217338013,1.4517008012873203,Iris-versicolor
+107,6.453535809131157,2.8859989766001637,5.197616555647565,1.67940615821866,Iris-virginica
+108,6.12718465024118,2.641779993491577,4.992240805088797,2.1534483856014552,Iris-virginica
+109,4.628566713892268,3.343107442816808,1.525782278376935,0.12767580829655456,Iris-setosa
+110,5.764670206846058,2.8369740771392165,4.640590176257899,1.5601778682383098,Iris-setosa
+111,5.562837407341425,3.3127121242767554,4.83811234148106,1.4549796110709958,Iris-setosa
+112,5.726011429550517,3.1570031345973506,4.594938629098375,1.7615213607502112,Iris-versicolor
+113,5.202977887164128,3.346529397589883,1.5241976942494286,0.16600244169997647,Iris-setosa
+114,4.444768881236527,3.0063175892457967,1.626407324486193,0.2550127786020237,Iris-setosa
+115,6.7506687266157,3.9787039396161106,1.0179659952849127,0.07704291603681881,Iris-setosa
+116,5.247741248781934,2.452531622068752,3.812519787894342,1.149438139654265,Iris-versicolor
+117,6.843089366719954,2.9372851276158443,5.810742346906737,2.128913729971813,Iris-virginica
+118,7.018702153134661,2.65330608032565,5.315248499649129,1.8036756145262456,Iris-virginica
+119,4.947068763504435,3.389710026909988,1.4090008736886568,0.3211613894815266,Iris-setosa
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..be24b78ec0d4efbcd23655ea52e2d3e26705cc4a
--- /dev/null
+++ b/iris/tvae/2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.450042997568779,3.196302637439889,5.9554917820310695,1.9395764368386545,Iris-virginica
+1,4.959351410117418,3.489607836308392,1.5319760591420213,0.21334810244868008,Iris-setosa
+2,5.440357680279708,3.5931786099619156,1.4056469728498897,0.1559727016271461,Iris-setosa
+3,5.455006600318749,2.7305918289954922,4.379441613027835,1.2502609184578386,Iris-versicolor
+4,4.858978857513527,2.8694198246306053,1.5082467347331536,0.018871499369990746,Iris-setosa
+5,6.348021529527314,2.6390956587356778,4.770407516640177,2.0265106292293664,Iris-virginica
+6,6.581196885759314,2.818441465625583,4.256782227222167,1.434783590528597,Iris-versicolor
+7,6.022228696698501,2.178936005741268,3.988463372014963,1.1927159759462964,Iris-versicolor
+8,6.5603689861691965,2.511497158001036,4.914972161694505,1.910681110502701,Iris-virginica
+9,4.527060570867771,3.214630290717007,1.5110733793191684,0.23297978507846,Iris-setosa
+10,5.700952072752195,2.7523430773640345,4.792454732158031,1.6904443710661543,Iris-virginica
+11,5.252072515520137,3.356375422763751,1.642204713444955,0.2452434351829193,Iris-setosa
+12,7.370215068202304,2.863017989025574,6.216591759550688,2.3113618322414253,Iris-virginica
+13,5.007087057712142,3.1466218468005334,1.623628798212901,-0.08056518813778468,Iris-setosa
+14,5.401285527411398,3.953200462277797,1.4186552500851333,0.32423117743598073,Iris-setosa
+15,6.970323624302601,3.2204531949192274,5.337749328605336,1.7788758615370996,Iris-virginica
+16,4.87954879315371,3.479038806928462,1.5354303768357591,0.24865016281302887,Iris-setosa
+17,4.930779907930949,3.4436773257415765,1.5419518807258263,0.2866750855212459,Iris-setosa
+18,6.071748811319301,2.995061074428035,4.826320047636026,1.8654118949677552,Iris-virginica
+19,6.841171592510072,3.185471106894353,5.408439456338077,1.8618128885903633,Iris-virginica
+20,6.982572576523305,3.4595589063749697,5.7317401511450115,2.2950825197648865,Iris-virginica
+21,5.150960106893318,3.421861342634428,1.4290132251286227,1.385514672938227,Iris-setosa
+22,4.584732719484381,3.2948138708945685,1.5916468103388015,0.26253739269463006,Iris-setosa
+23,6.340104642397316,2.670339232604279,3.991675759194219,1.4553881742071253,Iris-versicolor
+24,7.317572326460165,2.5847670516376793,5.115209041871111,1.943561660091433,Iris-virginica
+25,5.169417450250507,3.363353141670732,1.5747676730103004,0.12376326246167299,Iris-setosa
+26,6.432356327340702,2.7559110597944,5.093231019702298,1.5736032423967363,Iris-versicolor
+27,6.1061403975012105,2.8041596875768016,5.03701043036361,1.5249336513063123,Iris-versicolor
+28,5.179974311355369,2.453351927446031,3.9422083777607604,1.1218205499320042,Iris-versicolor
+29,5.790837541843778,2.628880842177806,4.681119717830036,1.525440079750402,Iris-versicolor
+30,7.372405670709014,3.5575098467832915,5.760468987071524,2.595247276204507,Iris-virginica
+31,5.079473321179841,3.3227077281665163,1.6115032004145453,0.27780229192219563,Iris-setosa
+32,6.773553055999143,2.8978115517978082,5.281192573014491,2.4862153947155416,Iris-virginica
+33,6.425641857204948,2.9211209590043232,4.932413516209084,1.8557883029870237,Iris-virginica
+34,6.560059760041008,3.0233680135907766,5.752572393331847,1.9004806537020766,Iris-virginica
+35,4.911775604242872,3.3654776852695707,1.4090244814611708,0.23116939018961602,Iris-setosa
+36,4.625782156052139,3.462965685313906,1.5983669009929433,0.3303905948399173,Iris-setosa
+37,6.14204090928627,3.039085304460619,4.940666471970578,1.8893228206465678,Iris-virginica
+38,6.088560104467548,2.4939612441707864,4.767278040375144,1.5123103860841565,Iris-versicolor
+39,6.177020798102074,2.7997749528623466,4.633337352686991,1.8186778786819027,Iris-virginica
+40,5.738722388228374,2.783699921868844,4.897807698711866,1.769856341866859,Iris-virginica
+41,7.044310497704595,2.9043825601047146,4.882613437452751,1.8068970578733332,Iris-virginica
+42,6.894555548160403,3.1062543758516488,5.482294671369331,2.25227716244872,Iris-virginica
+43,4.836094089683577,3.271053214710808,1.553991366468241,0.15369729702994278,Iris-setosa
+44,5.794655749426574,2.589246726242867,3.703706436608103,1.3211354519189924,Iris-versicolor
+45,7.15647558694937,3.303936911964133,6.1025839057407,2.2592207668741633,Iris-virginica
+46,7.23153390359157,2.719123077570156,5.484072005804181,1.8166809380698727,Iris-virginica
+47,6.151739174822004,2.887792784649742,4.575768539981295,1.3571950945907587,Iris-versicolor
+48,4.435460051038504,3.0441866065200642,0.9110153914128973,0.12850968706454552,Iris-setosa
+49,5.0544539263814325,3.235575541194263,1.6184341971642702,0.22682259076385886,Iris-setosa
+50,5.039938523120878,2.6067962637014226,4.156281545386666,1.7080754684214654,Iris-versicolor
+51,5.943138159209441,2.681985732238922,4.738695677388634,1.6509848352571956,Iris-virginica
+52,6.234126222875088,3.11214884379759,4.576301810456257,1.2634051924194298,Iris-versicolor
+53,5.802231397430814,2.848766052086355,4.529610215921989,1.5495068485820327,Iris-versicolor
+54,5.588170730669928,3.799710453154099,1.7405843848327045,0.5016961892574592,Iris-setosa
+55,5.662474746621246,2.798147018966504,3.9641262163790465,1.0667159709315968,Iris-versicolor
+56,6.600699780569865,3.252423525298732,5.573468556245276,2.545245286673833,Iris-virginica
+57,5.664632788120351,3.0166616948535996,1.5379210287280947,0.3837660318423205,Iris-setosa
+58,6.254883813263462,3.072686915012002,4.923465213224624,1.8909788507314873,Iris-virginica
+59,6.906059886697145,3.143034597757143,5.482327912413577,2.1972064742375568,Iris-virginica
+60,6.153967693464333,3.036684736646537,5.046439141152933,2.0785682578906512,Iris-virginica
+61,6.334491253030732,3.121388093548743,5.732085511645769,2.005108091678342,Iris-virginica
+62,4.837909458751446,3.1149774718865233,1.6254340957647588,0.34208909426970147,Iris-setosa
+63,5.036512332168147,3.0754197406095742,1.499626364344915,1.5258682545382183,Iris-setosa
+64,5.132510562127812,3.320350484149774,1.5592419646717115,0.3417710111672097,Iris-setosa
+65,4.887527925360834,2.839619012025974,5.067569549228945,0.29572671806908474,Iris-virginica
+66,6.744099769321069,2.9517777213719,5.4700309997390075,1.8267790529984393,Iris-virginica
+67,7.345122732022592,2.9098015007622307,5.819604177970113,2.2527599843821706,Iris-virginica
+68,6.029021899678028,2.744035453803873,5.178338826886824,2.2792221176739815,Iris-virginica
+69,6.144730656565068,2.591492981747166,4.719140744035168,1.426136898680404,Iris-versicolor
+70,5.748516063709627,2.8278751084399127,4.746960650319887,1.3936408201890653,Iris-versicolor
+71,5.603179874525135,3.0424473966321157,4.458219155756662,1.3654663941021776,Iris-versicolor
+72,4.902174655421391,3.7519747849502414,1.5895819928760635,0.25249252337550465,Iris-setosa
+73,6.157232002764949,2.889013963602385,4.8658114502686995,1.2482308944893732,Iris-versicolor
+74,7.038316725811277,2.614631265131923,5.724861802836995,1.826149731891955,Iris-virginica
+75,4.655349403155115,3.5376134538829414,1.3173113348134071,0.30793898716673346,Iris-setosa
+76,7.839207957825392,3.5922799544945976,6.7072101744931425,2.034729562963185,Iris-virginica
+77,6.057550619834137,2.843141252855299,4.721871403079546,1.809488418430913,Iris-versicolor
+78,6.258121432859444,3.0336960709765957,4.773714141937464,1.8194166012947204,Iris-virginica
+79,5.373279195033247,3.1815427091782147,1.4699570947422678,1.6198474805015093,Iris-setosa
+80,5.434352416986193,3.1786407058204724,1.4619341992576622,0.1870778816347486,Iris-setosa
+81,7.031618655681044,2.6988690508954667,4.5946626543570765,1.2146464137482385,Iris-versicolor
+82,5.467125521954111,3.6690059946771454,1.4962915936075218,0.26701377900596585,Iris-setosa
+83,5.808476641934378,2.3989394252739915,5.408456198832465,2.0470925085029825,Iris-virginica
+84,6.502729796942561,2.8715515956998003,4.297388055480102,1.6553631379620233,Iris-versicolor
+85,4.923440244397964,2.7376283961997983,1.266056091478395,0.36880002461024725,Iris-setosa
+86,6.662039137856065,3.5900092529779535,5.573269534909904,2.204336423987495,Iris-virginica
+87,5.785951503424903,2.7473526468217755,4.670219320553278,1.6125878263754545,Iris-versicolor
+88,5.158034547657942,3.0672092696338464,1.481207480718767,0.26608347522517595,Iris-setosa
+89,6.188896042965652,3.1200560237598225,4.079209934707958,1.4390046679514725,Iris-versicolor
+90,5.350474637297844,3.4244120668502562,1.6157875547433544,0.30314467394731703,Iris-setosa
+91,6.540620194815677,2.929323216931971,5.311254160469703,2.138769874741621,Iris-virginica
+92,6.207153128347894,2.9488248171833975,4.898009808291374,2.278518522645513,Iris-virginica
+93,5.700186722326014,2.900631130730156,4.582747974062846,1.2875026496073578,Iris-versicolor
+94,6.626589038836433,3.040058253878782,5.479201473554222,2.2235527513879285,Iris-virginica
+95,6.095990293811123,2.962051814938797,5.371989550949327,2.0245886637136215,Iris-virginica
+96,4.884567734440865,2.7113302663795285,1.4589011848867453,0.33064080678795216,Iris-setosa
+97,5.724991094412412,3.020443967256341,4.57117663262184,1.6321957421873854,Iris-versicolor
+98,5.220069792278698,3.5962023375305137,0.9666502170307435,0.08084611103057987,Iris-setosa
+99,6.245748656315003,2.587838391449147,4.716109713700842,1.6109572051259933,Iris-virginica
+100,5.856303441255461,2.836759471606579,4.80313857950607,1.5069976463282087,Iris-versicolor
+101,6.710569218466911,2.8864614998138913,5.32352995865251,2.1147384579059936,Iris-virginica
+102,6.120394725966178,2.975654924203051,5.3426544925962265,2.2264844158634105,Iris-virginica
+103,5.190664313281185,3.7216775868478056,1.4876818067889286,0.34282936843564266,Iris-setosa
+104,5.129908502090744,3.0542534941068515,1.4994841598976945,0.22187484967317017,Iris-setosa
+105,7.652866711287743,2.793165557417788,5.791223354846374,1.8530000810260865,Iris-virginica
+106,6.168131886050594,2.880505859744162,4.739032968288317,2.09243890111179,Iris-virginica
+107,6.353368127825453,2.7573149750382107,4.570855103346932,1.1415941846070576,Iris-versicolor
+108,6.744055319171612,3.12681125173131,4.657612271288715,1.4968350589497113,Iris-versicolor
+109,6.775357899666396,2.864544760523712,5.423643938144875,1.7000429242759296,Iris-virginica
+110,6.348163831807716,2.7086585276118003,4.689669184751439,1.8845208261643231,Iris-virginica
+111,5.906029885661039,2.602524832042869,5.0247579023231586,1.604261548464562,Iris-virginica
+112,5.195051098160856,3.3888048814681104,1.8562276144332759,0.49154538677863047,Iris-setosa
+113,7.024074415614494,3.0783169472145233,5.884796844335934,1.9101229795212302,Iris-virginica
+114,6.591973457313987,2.828477821758302,5.060452444821025,1.8663815258342664,Iris-virginica
+115,5.008126990227403,3.4182816153675706,1.4019832744682816,0.1929802811293092,Iris-setosa
+116,6.497711369173126,2.7203048219237185,5.2206421433689165,2.044915541595768,Iris-virginica
+117,6.593572303251081,2.9629075350103298,5.008350384464667,1.9380939300132412,Iris-virginica
+118,6.289502930628131,2.5318226250678233,4.816770783354605,1.3949154640452983,Iris-versicolor
+119,5.233911647052678,3.115604724716542,1.5104506351129092,0.3950460741849222,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..ff2b0d15b6c53608b84bb22691cf2e862e73b801
--- /dev/null
+++ b/iris/tvae/2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.600821143370753,2.445221065297284,3.5588517340034027,1.104665447084823,Iris-versicolor
+1,6.7267953368730975,3.1960757357114087,5.113877999936749,2.307059333040436,Iris-virginica
+2,5.519121069247194,2.9304326475739035,4.2192098027711324,1.3635743736499024,Iris-versicolor
+3,5.53890861342423,2.783515448284422,4.7604045698833835,1.8522666101374212,Iris-setosa
+4,4.895490838937942,2.4720595903090263,3.835740915396491,1.0767137653595418,Iris-versicolor
+5,5.259872056827861,2.9332655511171613,1.4389065726988106,0.17873141959147903,Iris-setosa
+6,6.573204745307356,3.2593031335050653,1.6003332709165088,0.4906059271813713,Iris-setosa
+7,5.138553232761952,3.327229534235741,1.3614663393247768,0.29004827537813177,Iris-setosa
+8,4.878365905599308,2.8478578681736204,1.6463473089913725,0.341374165904122,Iris-setosa
+9,7.170989952534155,2.9030618734362252,4.668954232642734,1.3657508816970865,Iris-versicolor
+10,6.436190151513097,2.6736213290238546,4.945132835632059,1.5898838497898409,Iris-versicolor
+11,6.878510867686359,2.8569981846370918,5.6564556587061405,1.984933811371986,Iris-virginica
+12,6.020917644695611,2.7916334494013735,4.86673836722007,1.2934122787220594,Iris-versicolor
+13,6.862158840186274,3.148017993753397,5.480976067036747,2.307529366236319,Iris-virginica
+14,5.874917747746023,2.7297339057688275,3.775232221124383,1.1730660140741707,Iris-versicolor
+15,6.601926770205481,2.9383903585038262,5.106097298172351,2.2035483555493802,Iris-virginica
+16,6.646797938479266,2.801064578371784,5.548075931159185,1.9953752138798886,Iris-virginica
+17,6.349043215473191,2.8191722401209525,5.540538121899803,1.838890712798015,Iris-virginica
+18,6.388511534001245,2.8327791036501626,5.080130973019962,1.4115286292129219,Iris-versicolor
+19,4.557798987726101,2.839471737340529,1.509807901745522,0.1677342228308613,Iris-setosa
+20,6.973706954704433,3.1402357213321794,5.925759041403127,2.02687873871116,Iris-virginica
+21,6.931252063657527,2.8451002235565443,5.282945916755896,1.9170021095351477,Iris-virginica
+22,6.160645887403598,2.0380835906522865,4.758776951186946,1.6598968935681533,Iris-versicolor
+23,7.2115416518713475,2.972823477314267,5.712120503856316,1.7175267738612614,Iris-virginica
+24,6.581545029929006,3.0465266458172153,5.426624020604582,2.0802397892036617,Iris-virginica
+25,4.680801237796065,3.065963597286941,1.5973715877442847,0.22379791235670635,Iris-setosa
+26,5.136144013086612,3.1711389624779316,1.4779584807083401,0.31523181731306954,Iris-setosa
+27,6.2249532465306,2.6922519697184493,4.439572223139807,1.2434974923210744,Iris-versicolor
+28,5.414312632107561,3.108184319627226,4.230342991573442,0.9755905629220311,Iris-versicolor
+29,6.677201326010833,2.8871466489044604,5.335923948467086,2.3487231613160855,Iris-virginica
+30,5.583617605464482,2.719252904723648,4.965925451811197,1.8433972793364588,Iris-virginica
+31,5.607352030941895,2.822713575682634,4.69600098098944,1.0460046895072703,Iris-versicolor
+32,5.00879712994626,3.8978816366350397,1.2683042243677811,0.055054275657118235,Iris-setosa
+33,6.84425416950169,3.455140272827591,5.44221166996922,2.335173507665819,Iris-virginica
+34,5.202376743567663,2.6571376385937926,3.3607564330692234,1.2758324582259162,Iris-versicolor
+35,7.134609199299463,2.890593725130995,5.809961668174848,1.7926976870882045,Iris-virginica
+36,5.733944258368963,2.9107131452192805,4.713363297261903,1.5487888042536337,Iris-virginica
+37,4.839281268790767,3.3285266076882736,1.687432233106007,0.31636442679066745,Iris-setosa
+38,6.814049878751114,3.074150093723052,5.6604820949554835,1.854520948661904,Iris-virginica
+39,7.236388597907569,3.508812253741973,5.901915376215517,2.488731169912745,Iris-virginica
+40,5.069932083741357,3.418810539571788,1.5008339857994974,-0.026893139556909695,Iris-setosa
+41,7.230470387142548,3.182038304018814,6.031313531572575,2.1642252467309495,Iris-virginica
+42,5.657815377517794,2.6574168850442916,4.23919179259956,1.5042074596265071,Iris-versicolor
+43,6.809371986237277,2.9449875402490364,5.517309192633626,1.8314315756560862,Iris-virginica
+44,5.372916343775324,2.9270836830952667,4.861587993899451,1.20600322295775,Iris-versicolor
+45,4.863341235805729,2.591372950040134,3.1872381052759633,1.248549061487565,Iris-versicolor
+46,6.230190314755075,2.806312141938869,4.211070089330551,1.5927401342163292,Iris-versicolor
+47,6.70542355178963,2.806819691748948,5.283413065860607,1.431342688431565,Iris-versicolor
+48,6.55735633005052,2.913690310542403,5.3597944563503335,1.8849256456608625,Iris-virginica
+49,5.4685414506840875,2.653676930508898,4.378096136601462,1.414808587656948,Iris-versicolor
+50,6.606850097820948,2.830415759266707,4.8694803648787035,1.5582644923941391,Iris-versicolor
+51,6.9713949070458305,3.4067615520910386,5.442611335555112,2.1688011614726763,Iris-virginica
+52,6.452984861287563,2.8902470968464145,4.343334015010971,1.4571853984690488,Iris-versicolor
+53,6.177887084324094,2.5929885567232898,4.189541739307334,1.9372735086428738,Iris-versicolor
+54,5.062154260193255,3.009570539634178,1.4954788590748544,0.1358580932516144,Iris-setosa
+55,6.91394289909397,2.746729238660711,5.259475110449651,1.7992520835660386,Iris-virginica
+56,6.2904182671390005,2.7976045077465423,4.7353681044397735,2.1460322302715604,Iris-virginica
+57,4.746540174277831,2.792946118100233,1.2800629034240731,0.08986179938718256,Iris-setosa
+58,5.318173822491107,2.6177820768581945,3.2858293624076387,1.4505586646909527,Iris-versicolor
+59,6.887087400022864,2.759370890602577,4.448680260217282,1.575815133686893,Iris-versicolor
+60,6.204138533465813,2.9418932954421058,4.804777304069649,1.6700294129699025,Iris-virginica
+61,4.387528756972566,3.148454492514111,1.5506707622083837,0.2282487242709578,Iris-setosa
+62,4.449317964197095,3.1302081463191445,1.4057730573952174,0.2661555422794373,Iris-setosa
+63,4.6848806390123094,3.0895971345562567,1.2974372503084197,0.1165138290635129,Iris-setosa
+64,6.679141568181272,3.3508876925205886,1.5165290070589548,0.3605305150206591,Iris-setosa
+65,6.2366434580278,3.1005448454592264,4.881890992486982,1.9623891276744332,Iris-virginica
+66,5.6714550038162965,3.114246560894221,4.4863713604743545,1.5715087054233947,Iris-versicolor
+67,6.5376621027888255,2.67511596265487,5.4475762359230435,1.8416380429297836,Iris-virginica
+68,4.806864625117854,2.8160755407643268,5.017300810186143,2.053554363514424,Iris-virginica
+69,6.309555114339979,3.282270783433121,4.945443687292325,1.9238000375618376,Iris-virginica
+70,7.541027663163169,3.022385466464242,5.881368431890561,2.077591397842654,Iris-virginica
+71,6.6961067037451505,3.1925480766827725,5.068506009342929,1.72848560062412,Iris-virginica
+72,5.162201197105685,3.534684022945195,1.5825086587248414,0.28023200467149184,Iris-setosa
+73,5.549630636915707,3.141569302288285,1.4147675820954606,0.21362251176112787,Iris-setosa
+74,6.267695939465842,2.7610740801658302,4.452715361304047,1.3786882160618439,Iris-versicolor
+75,6.717541504821732,2.73579663902224,5.370597918187288,1.6450566455496394,Iris-virginica
+76,5.817098553500449,2.444575353118938,4.0124972043880405,1.3801990310630232,Iris-versicolor
+77,5.302076825748421,2.380094601056827,4.625490186770408,1.1432859155096358,Iris-versicolor
+78,6.066461903079062,3.0818111405536968,5.192100511058051,1.766024465851675,Iris-virginica
+79,6.746417354207903,2.994987610547669,5.565147974735268,1.7069629229341297,Iris-virginica
+80,6.842275820791618,3.4331939303121777,5.492200061946182,2.316986784341641,Iris-virginica
+81,7.564254810776362,3.1532215421046126,6.308378596621013,2.12185812422971,Iris-virginica
+82,5.3298606348587025,2.3931223708566463,4.00076641082686,1.516993071215988,Iris-versicolor
+83,5.2322333801763135,3.1041028806370914,4.976411297002305,1.9179785134626253,Iris-virginica
+84,5.827593642239883,2.8723164029575905,4.71320999924168,1.738290667836882,Iris-virginica
+85,6.787032373980418,3.2632275389056606,4.450983022950658,1.3769985708709376,Iris-versicolor
+86,6.3829999911323085,2.4015867626345697,4.047006065558415,1.3353684797699863,Iris-versicolor
+87,6.800281849676683,3.5446626244186246,5.546222588256057,2.5269526656764283,Iris-virginica
+88,5.291794866226732,3.6614773290976403,1.3008208131465948,0.21132101383654972,Iris-setosa
+89,4.592534495900294,3.0409560498865136,1.584683992536741,0.2638756120228013,Iris-setosa
+90,6.457961000121822,2.734806290747204,4.915398908485457,2.0919433187095398,Iris-virginica
+91,6.63762501879615,2.9737833102828346,5.311850527194844,1.9020120395577111,Iris-virginica
+92,6.369178351126136,3.2612362216857016,5.855876976539825,2.5347344292841294,Iris-virginica
+93,6.687928595780779,2.7124162200762996,4.484707643424897,1.5741301372711638,Iris-versicolor
+94,5.885716863468297,2.6474921783443,4.8046349664319905,1.6314654506450945,Iris-versicolor
+95,5.510843709659228,3.1923014135107852,1.7998557600670197,0.32310158407957124,Iris-setosa
+96,7.22325266907259,3.00271447145703,6.070711022709225,2.2306220158450794,Iris-virginica
+97,5.727708368042875,3.0965379240943403,4.233827925452698,0.816473812200387,Iris-versicolor
+98,4.998068768148027,3.679955066263708,1.4452354265451188,0.23146710455520175,Iris-setosa
+99,5.593504874763751,3.285651177093688,5.197940328194029,1.9278905841377294,Iris-virginica
+100,5.575644629839842,3.3910283113272888,1.754691362941239,0.34300182958055847,Iris-setosa
+101,5.862841254199134,2.5319897141626218,4.041192246558984,1.5189877741112539,Iris-versicolor
+102,6.231466441602761,2.5253500841267753,4.262066411159128,1.1813231594447313,Iris-versicolor
+103,5.5053079166509775,2.888520718961029,1.6158350541064455,0.35931325842265777,Iris-setosa
+104,5.675646227699137,2.789044593772477,5.067131805779978,1.7064298208712219,Iris-virginica
+105,6.331369930456763,3.080263754955797,4.5627149831741685,1.4957387721206143,Iris-versicolor
+106,5.287385705766572,2.5726315631833394,3.948312802151885,1.2937858024872704,Iris-versicolor
+107,7.16506294782587,3.261180509534285,6.096640668076919,2.584113787737815,Iris-virginica
+108,6.765099310698735,2.9905376622584368,5.8067511357529735,1.6482077336426681,Iris-virginica
+109,6.403988967386958,3.1432316401819596,5.059750535603038,2.1885816025501597,Iris-virginica
+110,4.687668360843559,3.418322241130881,1.5035001475977563,0.2119462763689249,Iris-setosa
+111,6.746620920575456,2.5332927945587738,4.422131669520866,1.2290157342737684,Iris-versicolor
+112,6.726866396200343,3.1490763075093815,5.643467346862668,2.447010231768112,Iris-virginica
+113,7.702472573892918,3.034607223827839,5.826196114365117,2.2721258231046155,Iris-virginica
+114,7.291699004565956,3.5886809141444713,6.035182063122389,2.4244276827093603,Iris-virginica
+115,5.101788005962633,3.2244130560932542,1.654594132960025,0.15601680684789648,Iris-setosa
+116,5.233712975117206,3.3638483814376574,1.407373112641861,0.22558016843365866,Iris-setosa
+117,5.884814318465615,3.4075805148743217,4.534976771574858,1.430124991793523,Iris-versicolor
+118,6.80882021694648,2.929557726039129,5.519107483487445,2.1045544910123217,Iris-virginica
+119,5.667027114891127,2.873267229301699,4.268854793418698,1.2928995152908989,Iris-versicolor
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..df876adbe35ef257ba12c48854abb789e6eef02c
--- /dev/null
+++ b/iris/tvae/2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.432161122673869,3.527680133604379,1.5118699216426448,0.31484648112537605,Iris-setosa
+1,6.138469012531075,2.7024085190304756,4.645391589589746,2.0698954199252966,Iris-virginica
+2,6.334336842118295,3.0142720411923998,5.516325936310159,1.8242864272811226,Iris-virginica
+3,6.595404325274436,2.8674052958984717,5.1774291775130985,1.8546422767460249,Iris-virginica
+4,6.697100885389403,3.191372826344251,5.390702724881578,2.1483941698986406,Iris-virginica
+5,4.769596672206308,3.441390372086393,1.4231656686096863,0.1872528107328365,Iris-setosa
+6,5.00106678729231,3.189257956847936,1.6041065460358248,0.1951868647447235,Iris-setosa
+7,4.7297188999267465,3.220435586457273,1.4716984212390036,0.17638302491774133,Iris-setosa
+8,5.8949995524659835,3.037397999681008,4.335381325637289,1.258783735966289,Iris-versicolor
+9,4.703429806157174,3.2002894752647246,0.9546675495041447,-0.009599589916300277,Iris-setosa
+10,6.682214192643967,2.7196788254615845,5.0804148391656705,1.7477837838348234,Iris-virginica
+11,5.9708515461158544,2.692363168972483,4.377958893629914,1.2088788449090782,Iris-versicolor
+12,5.531928920302938,2.684180665230197,4.3356157960465636,1.4736897291491537,Iris-versicolor
+13,6.48338004402787,3.011847107348542,5.480884206093663,2.3645705135603357,Iris-virginica
+14,6.402073835682727,2.802324365511631,5.3779590960575865,2.195473049374335,Iris-virginica
+15,6.868706025872251,2.5732133896199647,4.846960293438546,1.3418613330873506,Iris-versicolor
+16,5.667175909177736,3.0205737897265137,4.545930610572065,1.0965224843218113,Iris-versicolor
+17,7.154287397054731,2.591440691428813,5.169676539043871,1.9271169719932868,Iris-virginica
+18,6.768897439626844,2.479156166320373,5.595858394819444,1.8436216383465114,Iris-virginica
+19,5.246718396583694,2.834342194476159,4.722717223121358,1.6081339225357936,Iris-versicolor
+20,6.541788485448315,2.861628546089682,5.3689335170601735,2.181714177880081,Iris-virginica
+21,4.934958516074392,3.537373030232159,1.5127171671492186,0.2176132762923117,Iris-setosa
+22,6.3394024445427135,2.51469462391317,3.8529520813928135,1.3005280393579262,Iris-versicolor
+23,7.2089995370032804,2.565142384880766,5.5063299010072075,1.6086122991723075,Iris-virginica
+24,6.593563907397315,2.783052377681873,5.815344924538091,1.7981689035597037,Iris-virginica
+25,5.100554749609129,3.23692500188061,1.5876383920026431,0.29176208590077624,Iris-setosa
+26,5.927525956937304,2.652648576038132,4.236927116930567,1.4966441116863418,Iris-versicolor
+27,5.9772206453627295,2.6318604459714523,5.175870540333721,1.626783662049161,Iris-virginica
+28,5.070139276395559,3.2411739309688277,1.502420864328201,0.34440129824726573,Iris-setosa
+29,5.37528430249608,2.671683869765818,1.563986387550507,0.2125557271010164,Iris-setosa
+30,7.372231037614737,2.918211015561922,6.105676840349196,1.9082963703811093,Iris-virginica
+31,6.972445943061883,2.5462596953793084,5.375259936389498,1.7472785092653687,Iris-versicolor
+32,4.569144464643895,3.2326593132814945,1.4332765264885197,0.1424669586323996,Iris-setosa
+33,4.433739372289259,3.154151093954147,1.374334101650959,0.15473711350760677,Iris-setosa
+34,4.409320857101086,3.3089062140104493,1.4261552984432586,0.03547852532363718,Iris-setosa
+35,4.608816307579307,3.7571555926812046,1.4559883143550594,0.24229988041727954,Iris-setosa
+36,5.0547197506125325,2.9137936417852925,1.4789238070180248,0.3634727153611253,Iris-setosa
+37,4.980665914946625,3.449238246801105,1.4941489215974681,0.26951542511111654,Iris-setosa
+38,5.890546700771649,3.789203931525259,0.8703708334651157,0.24261957050439456,Iris-setosa
+39,6.22187422252837,3.087588727632446,5.272923032093479,2.193931339796076,Iris-virginica
+40,5.7773433433721655,2.68445515693571,5.044303870209155,1.7519481855570231,Iris-virginica
+41,6.911151930558089,2.933284702709421,5.068460538363495,2.0207461726098095,Iris-virginica
+42,5.382997420428996,3.3427143199007063,1.3401007870450297,0.13535623406837188,Iris-setosa
+43,5.0866882396995,2.7469010768915423,1.4353976171471436,0.16603171476351755,Iris-setosa
+44,5.687407437868131,2.9630112014774843,5.124242619907343,1.9541557440057327,Iris-virginica
+45,6.6282132885569816,3.090254925051952,5.664472603533289,1.5759961850338347,Iris-virginica
+46,5.48461022871938,2.6734787017152772,4.4377328582794275,1.5674275891794986,Iris-versicolor
+47,5.836047599637936,3.9230357177586135,1.556751277223777,0.45642458124260304,Iris-setosa
+48,6.355481534448364,2.536815988548498,4.422202118478485,1.6184024791215876,Iris-versicolor
+49,6.755005308444365,2.8040867056518275,5.654285197314937,2.1126914887213513,Iris-virginica
+50,6.386837705347652,2.6410581604051373,4.9578735246723555,1.884127684289535,Iris-virginica
+51,5.733657596660529,2.5655446821968897,3.767002380812514,1.3806896016784813,Iris-versicolor
+52,5.468054261400004,2.897834280214521,1.5335748793985458,1.4597486542994003,Iris-setosa
+53,6.731662534334061,3.0268713509571734,5.034444074466368,1.4241332990508715,Iris-virginica
+54,6.854384215750963,2.8610098254439666,5.594930989254505,2.1416399552743726,Iris-virginica
+55,5.101942114566296,3.672843714787294,1.3011228495057992,0.21933043210671524,Iris-setosa
+56,5.980619662559625,3.2783581336582994,5.552866816046655,2.10537431941632,Iris-virginica
+57,5.75607279384235,3.0478158062971388,1.512992632066074,0.2578465041940754,Iris-setosa
+58,6.425516186781849,2.5344032998975985,5.004289537613701,1.5097502453122,Iris-versicolor
+59,6.424285035074922,2.9016272981349096,4.755883570313936,1.3339558603621402,Iris-virginica
+60,5.370854029209837,2.9916959666110143,5.1568030792314525,2.0788094676252395,Iris-virginica
+61,6.293269721402025,3.1837715454299387,5.4388100661013805,2.00897463205847,Iris-virginica
+62,5.065188814779451,3.5237289478771228,1.3556645959661777,0.23265523016659445,Iris-setosa
+63,5.438708458285704,2.577470842524428,3.0334689180845658,1.0701257674159117,Iris-versicolor
+64,7.00086501450682,2.9106435380858087,5.4609353745676685,1.579120235686684,Iris-virginica
+65,6.313386023069959,2.561019741417737,5.214750363194995,2.0096664460213747,Iris-virginica
+66,6.193347321328985,2.516832305021379,5.107052814089232,1.5203242602357727,Iris-virginica
+67,5.864721567733494,2.868592672277635,4.523812294545975,1.298750552304846,Iris-versicolor
+68,5.96849933390676,2.751337868628294,4.280997737342536,1.4066374891848317,Iris-versicolor
+69,5.59817509711636,2.9061486194019164,3.729270193052987,1.2468427741737576,Iris-versicolor
+70,6.189024378803036,2.9197749919407374,4.321569528446609,1.330464014362652,Iris-versicolor
+71,5.444554645238922,2.4081206352452913,3.2380359517382398,1.5008089166201966,Iris-versicolor
+72,7.418806598070021,3.0169557952366426,6.074589010593834,1.8666036071538858,Iris-virginica
+73,7.738433357131761,2.76322723418053,6.013389916853162,2.274549037861013,Iris-virginica
+74,4.442437123278053,2.5776413956946924,1.1575102168696905,0.1965601449443472,Iris-setosa
+75,7.059157205854122,3.352435729820374,5.720708392699665,1.734730037485972,Iris-virginica
+76,4.500724664509915,2.626637986916882,1.751940944888943,0.24373342644440066,Iris-setosa
+77,6.274309774151415,2.6617331768503,3.7966933646904977,1.2953578752036914,Iris-versicolor
+78,6.674118926081575,3.3084141668525975,5.178166331414587,2.2704812157925676,Iris-virginica
+79,5.129945277264827,2.8247951392216515,4.461642433867923,1.4077524302628892,Iris-versicolor
+80,6.718051585182712,2.4273081195610526,5.332578617720683,1.6857202565753306,Iris-virginica
+81,7.013351191614038,3.083676473957077,5.563354525963703,1.8030086572154311,Iris-virginica
+82,5.674204404635047,2.586704925946873,4.638711735921534,1.9660476297497265,Iris-virginica
+83,6.445565547216723,2.556129419322809,4.585447753439399,1.5367445328840867,Iris-versicolor
+84,5.842585521854666,2.4482665418763645,3.8111574505661894,1.2510005882084154,Iris-versicolor
+85,4.586299899085138,3.241986051774039,1.5307163717357923,0.2186428232622692,Iris-setosa
+86,5.392584460695161,2.803923096600796,3.5329535747648375,1.2788027739657974,Iris-versicolor
+87,5.8295226957251405,3.0114395564277165,4.7666500775408505,1.5656512354387402,Iris-versicolor
+88,7.131952793984347,2.8760879644694084,5.033619605720599,1.6664771820555773,Iris-versicolor
+89,6.6508127048947365,2.781026344748604,5.186361943903612,1.3104870806291686,Iris-virginica
+90,7.2528235888862955,2.7730255052512534,5.644609393529416,2.0619692745485216,Iris-virginica
+91,6.70562852216674,2.8421096926680356,5.288723342053211,1.8439054432312285,Iris-virginica
+92,4.6541445076170245,3.3740490578192057,1.4222272430204401,0.22285025142562914,Iris-setosa
+93,7.187192083585681,2.877624229464189,5.630675418810117,1.912059699294438,Iris-virginica
+94,6.4833014265532505,2.9540631381836664,5.509112476714315,1.685922368153025,Iris-virginica
+95,6.18255980698384,2.677724129942907,4.44755046530498,1.6880827947658994,Iris-versicolor
+96,4.735270066143529,3.013565494677974,1.508489277167201,0.3015081090872817,Iris-setosa
+97,5.069627139612436,2.5592808071680184,3.4705348870993324,0.8694284989404565,Iris-versicolor
+98,5.591604580783792,2.860348236247934,4.991430446041016,1.7033615087401535,Iris-versicolor
+99,6.514244405489193,3.0055976333846584,5.109544046763733,1.7022476995443392,Iris-virginica
+100,4.8509298164203285,3.349871344418146,1.7663599559396372,0.33846373289626,Iris-setosa
+101,6.625470320124836,3.512502082847351,4.955839025250091,2.1700016125999273,Iris-virginica
+102,5.7134205830000395,2.7949615373039336,4.490907221206938,1.561633930103575,Iris-virginica
+103,6.51819693734127,3.38280321930002,5.218137325749261,2.106009107245807,Iris-virginica
+104,7.065739169198195,2.9885374662244315,5.14174052973826,2.3963798667384353,Iris-virginica
+105,4.831610479131517,3.0272266720370076,1.4194035376038694,0.36361805765233374,Iris-setosa
+106,7.367410993320005,3.0184292751204436,5.827291889298043,1.8229327889832831,Iris-virginica
+107,6.419329312104694,2.721516234254813,5.187681134682465,1.8558304307700109,Iris-virginica
+108,6.812226078145596,2.83938885878123,5.44529465725093,1.593667979827671,Iris-virginica
+109,6.391027661893372,3.2659062287554637,5.078493829772408,2.160983491707861,Iris-virginica
+110,5.174508159733795,3.3284860703420414,1.8870606398120118,0.3273173789279693,Iris-setosa
+111,5.811509828834836,2.463321390201301,4.2666145477774196,1.278133313020468,Iris-versicolor
+112,6.196321689007955,2.791517013767279,3.8332076405321667,1.1425496956497065,Iris-versicolor
+113,6.4273453459644925,2.9511307434140464,4.756039931212036,2.154572672079154,Iris-virginica
+114,5.874916819853769,3.013185715281081,4.909177589079281,1.4725490757696258,Iris-versicolor
+115,4.866860369998373,3.44852789061824,1.560508221254551,0.3353565775502618,Iris-setosa
+116,7.292020092986064,3.769425206167024,5.085183492707471,2.5723361773478404,Iris-virginica
+117,5.717130678625594,2.9304216304181727,5.047138358577831,1.897413647643235,Iris-virginica
+118,5.377871586214017,2.8892720090332777,4.375999598286234,1.1321104183905457,Iris-versicolor
+119,5.855997474405763,3.0167135115158143,4.380976131542509,1.1981237557720368,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..5f07e47fec62d7b8337a18a6211a535e974f1eae
--- /dev/null
+++ b/iris/tvae/2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.3896316845865,2.3901850370739948,5.63391290921375,2.019334464438693,Iris-virginica
+1,6.540718827109942,3.20185549909502,5.488356184230615,1.893085873929131,Iris-virginica
+2,5.199356458591906,3.343096023469297,5.228624848485407,2.0015904738064165,Iris-virginica
+3,6.605061651063926,3.2306675553743944,5.529416618170114,2.219503518013213,Iris-virginica
+4,7.313471100682968,2.775739697445229,6.321344796416914,1.9835156765389135,Iris-virginica
+5,6.558229542483327,2.931443509835143,5.258952170940207,1.736044232450507,Iris-virginica
+6,7.285765559580133,2.9695265955446257,5.524453146008509,2.0077627209605895,Iris-virginica
+7,6.261704569395701,2.556128723935066,4.733843457426407,2.365599091261583,Iris-virginica
+8,5.287588130086894,3.005683032042707,1.523617962445349,0.37375817625486435,Iris-setosa
+9,6.713296574953506,2.8033634281249413,4.86514886112074,1.5486470381778972,Iris-virginica
+10,4.24512255288751,2.974391361343652,1.3680347231568901,0.13073754815249716,Iris-setosa
+11,7.758163279677412,3.0756478170019634,5.95198375453883,2.3780578193174247,Iris-virginica
+12,5.648704089635008,2.680864232080828,4.514489458725636,1.993695765065806,Iris-virginica
+13,5.832229581492715,3.079395925191941,5.041617654784702,1.6138864178900794,Iris-versicolor
+14,5.667438964633323,2.5751069220004785,4.696292532402743,1.672432278165524,Iris-versicolor
+15,6.362184947808246,3.2751561275442373,4.897580537311496,2.4319823731773327,Iris-virginica
+16,7.581158986826072,2.9505469574649017,6.477003388790498,1.76176076549041,Iris-virginica
+17,5.7589414780927655,2.857224221804032,4.471821171767001,1.4967507964302376,Iris-versicolor
+18,6.437766932169194,3.3629769419784314,1.6537223581937135,0.545561212902103,Iris-setosa
+19,4.898754914113617,3.5605189817456226,1.2790017651553423,0.289607686000973,Iris-setosa
+20,5.883197979790604,2.8191960382321453,4.421488452334898,1.3102175294428127,Iris-versicolor
+21,6.3107431185659575,2.8539349525108206,4.771735694616082,1.7018644832196013,Iris-versicolor
+22,5.358152709904501,3.0444329582353244,4.091057949263627,1.280028343373576,Iris-versicolor
+23,5.117265603229875,3.4659537382079124,1.4462887773979127,0.29565283332567815,Iris-setosa
+24,6.492938588079575,2.814280303080384,5.061471308807857,2.014273291646654,Iris-virginica
+25,5.951176687056469,2.9160113116505775,5.01257435302907,1.7969398422962601,Iris-virginica
+26,6.634639166342707,2.6769041477044757,5.087661477186564,1.8991922577351419,Iris-virginica
+27,4.825493705332456,3.054560389316777,1.7467944434576947,0.29150498377505424,Iris-setosa
+28,6.749423312618613,2.9575802436892866,5.258105451510407,1.846678540457909,Iris-virginica
+29,7.976020558447023,3.3523155809930247,6.536878582521408,1.9348743023847055,Iris-virginica
+30,6.168542710626593,2.792523200916123,4.64441669081286,1.6054680063082338,Iris-versicolor
+31,5.665214359520463,2.868721777266917,4.441120018567847,1.397660233007768,Iris-versicolor
+32,5.971348462183908,2.733664271317515,4.939675218123152,1.4461324714193378,Iris-versicolor
+33,6.6904344429599725,2.672918190712942,5.229903000300666,2.1817709716425546,Iris-virginica
+34,5.880670086027891,2.813938620261486,4.840618092018967,2.047831540614286,Iris-virginica
+35,4.6794959696956155,3.023571159571905,1.6604150948080416,0.23377380656739977,Iris-setosa
+36,4.983892632895702,3.254277159856136,1.6665368575730102,0.2816485189295777,Iris-setosa
+37,7.052575322163881,2.3807767753018814,5.6854394999329845,1.8050586753228546,Iris-virginica
+38,6.254155299231891,2.520312038933176,4.346611794424149,1.4066889438356474,Iris-versicolor
+39,7.457007448595513,2.9236470340917946,6.477649919758581,2.1704002050618056,Iris-virginica
+40,6.446651192103308,2.6428135454487065,5.405233504851353,1.9153615318905757,Iris-virginica
+41,5.378272158581662,3.260878983867101,1.263604748256508,0.20090392063717186,Iris-setosa
+42,6.636491582634282,2.982302297553199,4.809913486194307,1.4168614178045513,Iris-versicolor
+43,6.445203968051749,3.71679184275903,5.3351815376734395,2.1015423846963444,Iris-virginica
+44,5.806323624321836,3.0084307625540805,4.982182536964075,1.8953552203980841,Iris-virginica
+45,4.761197335220994,3.1244166592421676,1.4362607405052403,0.26435158723512625,Iris-setosa
+46,5.525376456312208,3.6048118994373466,1.7364077908741449,0.37719721159592157,Iris-setosa
+47,7.048572434771104,3.0955832866209567,5.458459793130604,1.9963682607529498,Iris-virginica
+48,6.036457565041918,3.217458614710434,4.907662596562084,1.96425201236364,Iris-virginica
+49,5.072875843506029,3.1785646092577617,1.5154612748982152,0.23579312707928762,Iris-setosa
+50,4.692463896791946,2.60874419517527,4.390891323770224,1.8007579405036318,Iris-versicolor
+51,5.452938650372561,3.066685146657947,4.55486578118585,1.541548597807541,Iris-versicolor
+52,5.913216468503609,2.6994273510993256,4.350546586058343,1.348842298060853,Iris-versicolor
+53,5.206151939295181,2.674349914137377,4.1769106931244995,1.4639277710295837,Iris-versicolor
+54,6.831130656792104,3.0949194911539326,4.639314917028873,1.637607415239467,Iris-versicolor
+55,6.315478016602175,3.271820620540334,5.2100380151361625,2.07917248116341,Iris-virginica
+56,5.821067714576711,2.76128357055317,5.039459605920439,1.729312479584356,Iris-virginica
+57,6.209099185084107,3.2140069695601463,5.048331330581583,1.707327776585713,Iris-virginica
+58,7.079313179434263,3.143411928645471,4.27517426190124,1.7595606655527962,Iris-versicolor
+59,6.175879995678103,2.790280049654001,4.908066821121691,1.6572365007766783,Iris-versicolor
+60,6.74375845287075,2.929287032388855,5.454170262303722,2.447507815790425,Iris-virginica
+61,5.446754767412568,3.0258568109606903,1.4990686802314293,0.14296059540717998,Iris-setosa
+62,6.648008008605158,2.7963085448954046,5.165002671475754,1.5445220282956258,Iris-versicolor
+63,5.273611929776659,3.149870469701047,1.6237333034111536,0.2080781828692062,Iris-setosa
+64,5.121877880127274,3.1223720512699726,1.470700929518552,0.20776440937459412,Iris-setosa
+65,6.825250687820716,3.239662609603038,5.056072987360646,1.7899621971832946,Iris-virginica
+66,6.646803050480377,3.0159519484938233,4.838070095435512,1.9154639369982838,Iris-virginica
+67,6.885199259293763,3.1530715882198717,5.279395214477917,1.7579980834769375,Iris-virginica
+68,4.99499649206207,2.906163396853893,1.460594083827589,0.2653893190782437,Iris-setosa
+69,6.2603451462807085,3.0759776927111337,5.0316059816962,2.004958172776684,Iris-virginica
+70,4.932255257867019,3.3809293672878247,1.1293679081909098,0.26127915890713244,Iris-setosa
+71,5.945717939371393,2.7582972694265835,4.838077971218977,1.6494290862806835,Iris-versicolor
+72,5.81436379104231,3.217293536690627,4.457369378379137,1.6260360221406354,Iris-versicolor
+73,6.235788689730265,2.51613932849253,4.361071183285911,1.4152932257850048,Iris-versicolor
+74,5.949851574271159,2.8447806255962065,5.081306303335761,1.3016879432334316,Iris-versicolor
+75,6.05179469910671,3.1863631207875165,5.062968932069596,1.514992644321616,Iris-virginica
+76,6.747776722301688,2.407448090279899,4.886294392260331,1.6693788416678281,Iris-versicolor
+77,4.834009586449134,3.305888525998392,1.3740492704850973,0.05592099556958505,Iris-setosa
+78,5.961171736370307,2.548455147518805,5.022708433368176,1.8793741839769977,Iris-virginica
+79,4.66097470195708,2.7707386569942134,1.5664500692751782,0.13532078557518612,Iris-setosa
+80,5.973681385730028,2.787258357706394,3.8694171300322324,1.3913238666512524,Iris-versicolor
+81,6.083109251755418,3.2206305263231108,1.7200814327414136,0.5762335615668599,Iris-setosa
+82,7.569798708837063,3.109726891293856,5.93331869960057,2.2448203095497994,Iris-virginica
+83,6.760287998768666,3.07175482191808,5.31533491567257,2.2000539966747747,Iris-virginica
+84,5.001094423544441,3.177199983685879,1.5756670626668976,0.08695284894467589,Iris-setosa
+85,7.049979064687378,2.699737788358849,5.8712874279509375,2.0642284516895204,Iris-virginica
+86,4.781365117909054,3.105386014572451,1.6907352018205644,0.1017458293442069,Iris-setosa
+87,5.9060702287738405,2.315833068674649,4.971711849131081,1.9927131555785693,Iris-virginica
+88,6.551717711911567,2.9995748480452367,5.0344240211922235,1.6064294904414727,Iris-virginica
+89,5.809062020360576,2.8704624677157873,4.429072171292896,1.2573408290556993,Iris-versicolor
+90,5.5511720212861855,3.0374416722093285,3.797554653926214,1.496870415404371,Iris-versicolor
+91,4.742569354497342,3.643679976340702,1.6548562434733298,0.21188795349955297,Iris-setosa
+92,5.388934691229153,2.5801633776554573,4.85965457931592,1.8149978383451963,Iris-virginica
+93,6.09912146792016,2.9606402280538613,5.191631437153366,1.8854814000796791,Iris-virginica
+94,5.601809254113835,3.678982641480764,1.3947201333410808,0.24463057261118085,Iris-setosa
+95,4.9791041426750615,3.15447565769647,1.3884682143263922,0.2142942111899702,Iris-setosa
+96,8.019106183544803,3.8994595534966106,6.378144197680989,2.2982992573657666,Iris-virginica
+97,6.204086390202298,2.840802873178413,5.4736412276911715,1.9576435648980772,Iris-virginica
+98,6.711715832553357,3.3321052489817795,5.51034419495733,2.399018619367318,Iris-virginica
+99,5.133923773046152,3.5198946753170905,1.5592894765927237,0.4010241066436867,Iris-setosa
+100,4.996888011865557,3.2623253744693965,1.826732476403263,0.30103022113516775,Iris-setosa
+101,7.398929163136589,2.8338174319042118,5.979701133970265,2.3092518733392327,Iris-virginica
+102,6.178940795931657,2.933363644599574,4.949236564795532,2.1209850698324786,Iris-virginica
+103,4.473828914539813,3.2024311043633333,1.2190237878413244,0.21955239001499421,Iris-setosa
+104,5.991004584202672,2.5626516707113036,5.188677265244434,1.6048269988950896,Iris-virginica
+105,5.977942057307526,2.738917075694748,4.442611394824705,1.2719910342935823,Iris-versicolor
+106,4.62066060024461,3.362400935929175,1.4675082777820743,0.2887700284931523,Iris-setosa
+107,6.476571407744337,2.7848352704537347,5.358815818568107,1.8162662730750405,Iris-virginica
+108,6.309155525117909,2.6336051548695387,5.009410050831459,1.715013290928806,Iris-virginica
+109,5.502126723021999,3.4180973688444807,1.7515891575575542,0.4780985073314325,Iris-setosa
+110,6.832433708968747,3.173037545483804,5.567006301978746,2.228530377646499,Iris-virginica
+111,5.978978620516423,2.679674924354186,5.343990437128841,1.923830124130355,Iris-virginica
+112,6.293743699540165,2.502576903270847,4.71171072779911,1.6556103514974274,Iris-versicolor
+113,5.179460244839362,2.5935344364755513,4.079645076186564,1.3840023080222645,Iris-versicolor
+114,6.385301400312957,2.7517828467427274,5.217165457456492,1.991209801220702,Iris-virginica
+115,7.397525827941625,2.8292790083178803,5.293348962660211,1.7744512103821095,Iris-virginica
+116,5.23769248704052,3.4371390951091363,1.5523318832540534,0.4804222069655437,Iris-setosa
+117,7.522208771906508,2.5786834418141296,6.353642232993184,2.318458752642109,Iris-virginica
+118,5.376003532794135,3.212865316222007,1.7093988208226487,0.2779868186291297,Iris-setosa
+119,6.687854107615177,2.8565329021075314,5.773248009558783,1.7724873915152508,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..db3bdbabd410840b3133594bb6b40faed3cf6760
--- /dev/null
+++ b/iris/tvae/2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.018416433676278,3.1570886628301134,1.4509950597333132,0.251018209906126,Iris-setosa
+1,7.445912764534176,3.395969771105849,5.994778173071133,2.067048542100198,Iris-virginica
+2,4.699445313862046,3.102903964602151,1.6864752830249612,0.2357958245014398,Iris-setosa
+3,6.9395807325582215,3.0594630905290123,4.51052870351798,1.5726349548270921,Iris-versicolor
+4,5.253580009364536,3.4920112205992684,1.3383463084599154,0.19931951203154563,Iris-setosa
+5,6.962688208781127,2.949850916580146,5.636661571840598,1.9268386408757254,Iris-virginica
+6,4.399098617576512,2.9206058825397134,1.2351152602597835,0.08204832589584599,Iris-setosa
+7,6.658025513261435,3.4088111928639484,5.883103108001421,2.019666122036996,Iris-virginica
+8,5.134012608551095,3.512769421903747,1.407958476798138,0.31930034544755553,Iris-setosa
+9,5.0633751323733245,2.7895721496568817,3.3503860357135373,1.2613229992672461,Iris-versicolor
+10,5.573143195754893,3.239492780313513,1.6665806185467917,0.332212249225032,Iris-setosa
+11,5.363670045986093,3.4195954491846368,1.6694097881267047,0.2862892154961569,Iris-setosa
+12,6.154548164409269,2.62877479204946,5.024381842466115,1.5816445028317914,Iris-versicolor
+13,6.631009856301813,3.451306568262386,5.414746593588884,2.0584646240817532,Iris-virginica
+14,6.116499296396826,2.5361598822292413,4.227835659471791,1.351212463084829,Iris-versicolor
+15,5.868135734771172,2.8461208602727934,4.463476305421361,1.5746552065199957,Iris-versicolor
+16,7.070276814069489,3.138651850489552,4.793034945151223,1.3890949899077039,Iris-versicolor
+17,4.479510838975148,3.4178938368913196,1.479220327141337,0.22014290879765194,Iris-setosa
+18,6.3095542221681775,2.773014978363782,4.930947159301516,2.104491191942212,Iris-virginica
+19,6.002112032619222,2.788360539744407,4.216040843609693,1.6202594555124512,Iris-versicolor
+20,5.243654321561992,3.5884047518185773,1.602377119185725,0.3852830160439499,Iris-setosa
+21,6.569187047078706,3.193484080307085,5.4171038196072185,2.2667248982601222,Iris-virginica
+22,5.10964217097292,3.6498468220385147,1.8078223983109494,0.34558398089552145,Iris-setosa
+23,6.510395600574905,3.0120360462317044,5.601853589502548,2.2488791052369406,Iris-virginica
+24,6.245075999053697,2.5038624008630697,4.682531071197434,1.6430071027883273,Iris-versicolor
+25,4.987188477510574,2.507264480156418,3.722643360725768,1.1907793836209433,Iris-versicolor
+26,7.043439430871737,3.3583163357916455,5.590677660618294,2.2941671765359786,Iris-virginica
+27,6.320175853484937,2.97745699364049,5.124907667312339,1.8451448937422705,Iris-virginica
+28,5.860330737407448,2.9164314789699457,4.8955369075448525,2.3006293278693253,Iris-virginica
+29,5.207542486284981,2.7980764467593358,4.0054002284740715,1.2982567496336415,Iris-versicolor
+30,5.709159261494167,2.7673513772116656,4.534796892730925,1.6154438357883538,Iris-versicolor
+31,7.140982070939765,2.9925558968393706,5.20654435526963,1.7818531448272432,Iris-virginica
+32,4.697591393318205,3.2428556985883383,1.449321045091376,0.187692771340352,Iris-setosa
+33,5.320093485812407,2.88029214795236,1.4114118128220634,1.6417602070691109,Iris-setosa
+34,5.542678234414517,3.3186766920359334,1.7510700569600612,0.3991094977783326,Iris-setosa
+35,6.325875067185822,2.9617507685172937,4.503350783153081,1.0988680949148293,Iris-versicolor
+36,5.188520661297781,3.4005736812662226,1.5514557917670295,0.27729830591505555,Iris-setosa
+37,7.130891570968814,3.127761018114772,5.780391205757134,1.910356896598078,Iris-virginica
+38,6.734348962026404,2.7541615128511867,5.352331338897292,1.9121295806570138,Iris-virginica
+39,6.37401297190762,2.8612001513106065,5.023517468111888,1.4956800013823457,Iris-versicolor
+40,6.24297937801286,3.1576085644239034,4.937036326391921,2.0758805209782634,Iris-virginica
+41,7.580322226276647,2.8894401353718777,6.2051006114093115,1.7812324960361399,Iris-virginica
+42,5.502009789768475,3.594581774594237,1.2510360293610636,0.21750461744927968,Iris-setosa
+43,5.6937691486172515,2.795078778917769,4.383368223021806,1.2345058446949144,Iris-versicolor
+44,5.91546691223182,2.7890449903575347,4.4757091661625426,1.0941295862284959,Iris-versicolor
+45,6.058679543871681,2.674883853760529,4.767513784119802,1.7521596020793242,Iris-versicolor
+46,5.164860832138492,2.3881073518125,3.8782877133879223,1.230733244962054,Iris-versicolor
+47,6.093834800435901,2.38406166616981,4.119064277671813,1.2817408657212654,Iris-versicolor
+48,4.695825856089458,3.2912276466682506,1.4581830966635634,0.26976567230071347,Iris-setosa
+49,5.140331941217397,3.2902241114682735,1.1492971364489442,0.0653525597391788,Iris-setosa
+50,5.09395815013664,2.815277658217215,4.8314348911804235,2.030299012613454,Iris-virginica
+51,4.915940102417664,2.1648911398307584,3.3515168388765706,1.2266065948253415,Iris-versicolor
+52,7.204746151183235,3.337144187152192,5.975149783478358,2.056204550210172,Iris-virginica
+53,5.000829335959358,3.4181887962915427,1.6469269632005439,0.23368897980438444,Iris-setosa
+54,5.450377471584635,2.6102749374562038,3.977581685827611,1.4225893260270082,Iris-versicolor
+55,5.520801294029615,2.392516666642755,4.400568030876055,1.278590531254413,Iris-versicolor
+56,5.772646209788757,2.7128706110461605,4.794928097834423,1.9444391175331641,Iris-virginica
+57,5.617655486365065,2.639994639165515,4.85541510349322,1.5608024126140114,Iris-virginica
+58,7.005921126262764,3.3571709368330644,5.41921256697467,2.300987900206603,Iris-virginica
+59,6.2171816662865105,2.833772311912545,3.997204765882244,1.3216043241923923,Iris-versicolor
+60,7.151252783095414,2.640351941237162,5.30122981708973,1.918188487334874,Iris-virginica
+61,5.02940179112105,3.7316833773328746,1.194000762906565,0.16190571805499643,Iris-setosa
+62,5.00696962936245,2.7729190128430425,4.3519940020951235,1.5166959008746723,Iris-versicolor
+63,6.696211172187438,2.9201948954245176,4.647791539749553,1.4988246357042323,Iris-versicolor
+64,6.082907996361028,2.84713342358454,4.753305208052168,1.5000273134050501,Iris-versicolor
+65,7.290404383792103,2.901181135926229,5.99722902550344,2.1916255480828086,Iris-virginica
+66,4.877905010619327,3.0819181415905677,1.7958416391780505,0.4007085489238875,Iris-setosa
+67,5.162960126501773,2.663633329112866,3.624339079345728,1.0568486396943455,Iris-versicolor
+68,6.486767151638741,2.59296679857928,5.353045144183587,1.649387772206499,Iris-virginica
+69,5.833459243642327,3.1913857247831037,4.718049868618567,1.464144622612257,Iris-setosa
+70,6.668635545639024,3.2041167536017587,5.693872033381085,2.2669714878466736,Iris-virginica
+71,6.6726287535450135,3.241972408382368,5.600855134848233,2.115543794988655,Iris-virginica
+72,5.8162449759052075,2.536093154590797,4.794507306873842,1.9361086546359065,Iris-virginica
+73,6.429598116268494,2.934887462874786,4.9039888458814005,1.8321427870776588,Iris-virginica
+74,5.59928682190835,2.9896239928420307,1.4269992949755832,0.43930182851748534,Iris-setosa
+75,4.490926288638016,3.2688850809669283,1.4776214338342104,0.22294947001590026,Iris-setosa
+76,5.185267149066449,2.5091289006775486,3.8592341826923757,1.0393925797104662,Iris-versicolor
+77,5.214922802341302,2.7935887297047706,1.5596298986548225,0.2230531476194983,Iris-setosa
+78,5.8854060824965675,2.988877714685389,4.380505568497373,1.5800235973080259,Iris-versicolor
+79,4.946196839527391,2.9667463357874486,1.3484166628769596,0.15673846214996084,Iris-setosa
+80,5.553067148076326,3.6078632670364588,1.2926968439136635,0.28887040348597104,Iris-setosa
+81,7.321928875969449,3.1587384653890678,6.0602515614454004,1.8774709269878787,Iris-virginica
+82,4.463339023323341,2.6955249015618494,1.4123212398648441,0.19015654996934592,Iris-setosa
+83,4.8281259586827465,2.9135229716949427,1.528683269355079,0.3984061932258528,Iris-setosa
+84,5.796379247232656,2.4383511848702057,3.777234927060416,1.0494071976700055,Iris-versicolor
+85,6.796200323766905,2.989539277238003,4.801977471189367,1.6566668570314078,Iris-versicolor
+86,4.8089256686671575,3.457689221929381,1.4385020825186454,-0.07636077879163783,Iris-setosa
+87,5.087392013825752,4.13133193055709,1.4481048615180308,0.38042594975150734,Iris-setosa
+88,5.280531057895292,3.8507518957481883,1.45650550111116,0.22936097964727173,Iris-setosa
+89,7.128146684177323,3.2464842754326746,5.947714611978645,1.9556437776876838,Iris-virginica
+90,5.950425702954676,2.78454957437113,4.765887150988694,1.6466178683753276,Iris-virginica
+91,5.268290247502753,2.7529215465448975,1.5689725923970124,0.2566877578594327,Iris-setosa
+92,6.253897280174308,2.7313658502745186,5.29257108128654,1.7402170421239145,Iris-virginica
+93,4.900821855075254,3.3835144640170802,1.2345884367261748,0.30112773361786216,Iris-setosa
+94,5.700404022949434,3.0545148082886895,4.808406498553325,1.3380585556149136,Iris-versicolor
+95,4.329663633916445,2.9175556096982667,1.3772298905669023,0.17034814102738893,Iris-setosa
+96,6.165986898088745,3.1630179842770403,4.79959506549204,1.925221070386274,Iris-virginica
+97,5.8378512484057925,3.08225578277003,4.355571496949955,1.596059408572417,Iris-versicolor
+98,6.76387776888043,2.898186399201103,4.5274566281959885,1.5990244496640527,Iris-versicolor
+99,8.257008165701478,2.6753983771924483,6.1451366830691745,1.9016477843146486,Iris-virginica
+100,6.326693675391729,2.9320441062834095,5.1225408617815695,2.056106538162828,Iris-virginica
+101,5.904345365199253,2.6829304155647784,4.190588047745679,1.4968531191728074,Iris-versicolor
+102,4.689345335791122,3.0117179264468916,1.6237247728861306,0.3940291128644947,Iris-setosa
+103,6.5118628673978085,2.9718753323367677,5.175645532491871,2.300297636577305,Iris-virginica
+104,5.049423141413573,3.1947584173795462,1.4182000101263352,1.2246103061824938,Iris-setosa
+105,6.303939586949407,2.767530888652119,4.846941982197893,2.2628524203859506,Iris-virginica
+106,5.174431341190258,3.250455643145807,1.5814531927470687,0.3526918976703056,Iris-setosa
+107,5.575645965084148,3.279754628928226,1.6222077820893341,0.25248019395100335,Iris-setosa
+108,5.746981549103067,2.9639836826686388,4.334360259758253,1.2966217977691126,Iris-versicolor
+109,6.371837457138199,3.237298093848416,5.088555997245607,1.795479794431105,Iris-virginica
+110,7.488204132066718,2.9808090282372213,5.8850036106957635,2.3138629601206357,Iris-virginica
+111,4.608715558851846,2.7471718429176786,1.3172056742295957,0.32908824617273547,Iris-setosa
+112,5.943856176523682,3.139582982505065,4.88176529038511,1.4706685500533392,Iris-versicolor
+113,5.2666040346569085,3.160124864020793,1.400105255596463,0.10759156417063315,Iris-setosa
+114,6.65462477696431,3.0994897008117506,5.218925157527579,1.8141568243953263,Iris-virginica
+115,5.954552907137315,2.6465643850361618,4.055676101268059,1.2278833206218902,Iris-versicolor
+116,5.8537233105736535,3.0021183197485124,5.178206001959193,1.8096663694996573,Iris-virginica
+117,6.305343346985055,2.56350618196023,4.835165081744753,1.5070286730854938,Iris-virginica
+118,6.079877212181102,2.956341409404122,5.206055658055324,2.344465147481296,Iris-virginica
+119,6.3483033821159935,2.999914890570372,4.660029466013951,1.3348050936925557,Iris-versicolor
diff --git a/iris/tvae/2/9/test.csv b/iris/tvae/2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/9/train.csv b/iris/tvae/2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tvae/2/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/2/9/val.csv b/iris/tvae/2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tvae/2/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tvae/2/mlu_log.csv b/iris/tvae/2/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9b432fa7349f16d95cc6c1a491e34bb08ac676ed
--- /dev/null
+++ b/iris/tvae/2/mlu_log.csv
@@ -0,0 +1,965 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
+tvae,0,17.10269594192505,,,,,,
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diff --git a/iris/tvae/2/model.pt b/iris/tvae/2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7c8a713504806d2990ef39ffcad0afcee0201a69
--- /dev/null
+++ b/iris/tvae/2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf259640ff4a869936b3e192f5665ef2fc6d737525bfa97831e853185858ed58
+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..44c3e5a772b9b538c8d55fc284dc041b26eb2067
--- /dev/null
+++ b/iris/tvae/2/state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:27624bab4af5952bfd0dda1d96722f72f207866de658cff2c69e85e1b38ad7e1
+size 768194
diff --git a/iris/tvae/2/tvae_eval.ipynb b/iris/tvae/2/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..ddce91026b018f73525ecfd57a807adaa4d1caab
--- /dev/null
+++ b/iris/tvae/2/tvae_eval.ipynb
@@ -0,0 +1,2089 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "f36fe88a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:12.614587Z",
+     "iopub.status.busy": "2024-07-29T07:37:12.613824Z",
+     "iopub.status.idle": "2024-07-29T07:37:24.023370Z",
+     "shell.execute_reply": "2024-07-29T07:37:24.022430Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 11.421731,
+     "end_time": "2024-07-29T07:37:24.025849",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:12.604118",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 45%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "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... 74%\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 91 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": "e1aff1e6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:24.048838Z",
+     "iopub.status.busy": "2024-07-29T07:37:24.048493Z",
+     "iopub.status.idle": "2024-07-29T07:37:24.056426Z",
+     "shell.execute_reply": "2024-07-29T07:37:24.055454Z"
+    },
+    "papermill": {
+     "duration": 0.021779,
+     "end_time": "2024-07-29T07:37:24.058491",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:24.036712",
+     "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": "0ce93b1c",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009809,
+     "end_time": "2024-07-29T07:37:24.078098",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:24.068289",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "4b6e2913",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:24.099063Z",
+     "iopub.status.busy": "2024-07-29T07:37:24.098734Z",
+     "iopub.status.idle": "2024-07-29T07:37:24.105989Z",
+     "shell.execute_reply": "2024-07-29T07:37:24.105126Z"
+    },
+    "papermill": {
+     "duration": 0.02023,
+     "end_time": "2024-07-29T07:37:24.108000",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:24.087770",
+     "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": "19b3e2b7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:24.129031Z",
+     "iopub.status.busy": "2024-07-29T07:37:24.128739Z",
+     "iopub.status.idle": "2024-07-29T07:37:24.133688Z",
+     "shell.execute_reply": "2024-07-29T07:37:24.132829Z"
+    },
+    "papermill": {
+     "duration": 0.017667,
+     "end_time": "2024-07-29T07:37:24.135499",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:24.117832",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "df_name = 2\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tvae/2\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "0a32821e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:24.158538Z",
+     "iopub.status.busy": "2024-07-29T07:37:24.158249Z",
+     "iopub.status.idle": "2024-07-29T07:37:24.164090Z",
+     "shell.execute_reply": "2024-07-29T07:37:24.163212Z"
+    },
+    "papermill": {
+     "duration": 0.020413,
+     "end_time": "2024-07-29T07:37:24.166459",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:24.146046",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_gp_mul_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": "c4da9061",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:24.187841Z",
+     "iopub.status.busy": "2024-07-29T07:37:24.187575Z",
+     "iopub.status.idle": "2024-07-29T07:37:25.173525Z",
+     "shell.execute_reply": "2024-07-29T07:37:25.172340Z"
+    },
+    "papermill": {
+     "duration": 0.999493,
+     "end_time": "2024-07-29T07:37:25.176078",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:24.176585",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fatal: destination path 'final' already exists and is not an empty directory.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "09aec020",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:25.199587Z",
+     "iopub.status.busy": "2024-07-29T07:37:25.198890Z",
+     "iopub.status.idle": "2024-07-29T07:37:26.184806Z",
+     "shell.execute_reply": "2024-07-29T07:37:26.183784Z"
+    },
+    "papermill": {
+     "duration": 1.000191,
+     "end_time": "2024-07-29T07:37:26.187122",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:25.186931",
+     "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": "f28d5fbb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:26.210683Z",
+     "iopub.status.busy": "2024-07-29T07:37:26.210356Z",
+     "iopub.status.idle": "2024-07-29T07:37:26.219805Z",
+     "shell.execute_reply": "2024-07-29T07:37:26.218976Z"
+    },
+    "papermill": {
+     "duration": 0.02388,
+     "end_time": "2024-07-29T07:37:26.221876",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:26.197996",
+     "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": "009c7abc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:26.247346Z",
+     "iopub.status.busy": "2024-07-29T07:37:26.246671Z",
+     "iopub.status.idle": "2024-07-29T07:37:26.610941Z",
+     "shell.execute_reply": "2024-07-29T07:37:26.609990Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.379433,
+     "end_time": "2024-07-29T07:37:26.613469",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:26.234036",
+     "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": "a3753b4c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:26.636496Z",
+     "iopub.status.busy": "2024-07-29T07:37:26.636193Z",
+     "iopub.status.idle": "2024-07-29T07:37:28.264692Z",
+     "shell.execute_reply": "2024-07-29T07:37:28.263783Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.642935,
+     "end_time": "2024-07-29T07:37:28.267429",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:26.624494",
+     "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": "09fcac04",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:28.296554Z",
+     "iopub.status.busy": "2024-07-29T07:37:28.296050Z",
+     "iopub.status.idle": "2024-07-29T07:37:28.304615Z",
+     "shell.execute_reply": "2024-07-29T07:37:28.303684Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.025507,
+     "end_time": "2024-07-29T07:37:28.306945",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:28.281438",
+     "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": "763b0195",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:28.332344Z",
+     "iopub.status.busy": "2024-07-29T07:37:28.331788Z",
+     "iopub.status.idle": "2024-07-29T07:37:28.336387Z",
+     "shell.execute_reply": "2024-07-29T07:37:28.335568Z"
+    },
+    "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": 0.019194,
+     "end_time": "2024-07-29T07:37:28.338414",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:28.319220",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "dc7dada9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:28.362232Z",
+     "iopub.status.busy": "2024-07-29T07:37:28.361916Z",
+     "iopub.status.idle": "2024-07-29T07:37:28.478809Z",
+     "shell.execute_reply": "2024-07-29T07:37:28.477838Z"
+    },
+    "papermill": {
+     "duration": 0.131625,
+     "end_time": "2024-07-29T07:37:28.481203",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:28.349578",
+     "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": "8b1a5c99",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:28.507565Z",
+     "iopub.status.busy": "2024-07-29T07:37:28.506909Z",
+     "iopub.status.idle": "2024-07-29T07:37:32.973298Z",
+     "shell.execute_reply": "2024-07-29T07:37:32.972309Z"
+    },
+    "papermill": {
+     "duration": 4.481978,
+     "end_time": "2024-07-29T07:37:32.975406",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:28.493428",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-29 07:37:30.345746: 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",
+      "2024-07-29 07:37:30.345806: 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",
+      "2024-07-29 07:37:30.347399: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_run True\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "38519465",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:33.000557Z",
+     "iopub.status.busy": "2024-07-29T07:37:32.999937Z",
+     "iopub.status.idle": "2024-07-29T07:37:33.007233Z",
+     "shell.execute_reply": "2024-07-29T07:37:33.006368Z"
+    },
+    "papermill": {
+     "duration": 0.022045,
+     "end_time": "2024-07-29T07:37:33.009291",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:32.987246",
+     "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": "620bb643",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:33.035048Z",
+     "iopub.status.busy": "2024-07-29T07:37:33.034734Z",
+     "iopub.status.idle": "2024-07-29T07:37:35.771612Z",
+     "shell.execute_reply": "2024-07-29T07:37:35.770584Z"
+    },
+    "papermill": {
+     "duration": 2.75254,
+     "end_time": "2024-07-29T07:37:35.774079",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:33.021539",
+     "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": "67f6c963",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:35.807135Z",
+     "iopub.status.busy": "2024-07-29T07:37:35.806216Z",
+     "iopub.status.idle": "2024-07-29T07:37:35.814337Z",
+     "shell.execute_reply": "2024-07-29T07:37:35.813274Z"
+    },
+    "papermill": {
+     "duration": 0.025641,
+     "end_time": "2024-07-29T07:37:35.816489",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:35.790848",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, Embedding(89, 864), True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "82f6d7d6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:35.843766Z",
+     "iopub.status.busy": "2024-07-29T07:37:35.842705Z",
+     "iopub.status.idle": "2024-07-29T07:37:36.363753Z",
+     "shell.execute_reply": "2024-07-29T07:37:36.362774Z"
+    },
+    "papermill": {
+     "duration": 0.537519,
+     "end_time": "2024-07-29T07:37:36.366305",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:35.828786",
+     "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": "c065d601",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:36.393667Z",
+     "iopub.status.busy": "2024-07-29T07:37:36.393334Z",
+     "iopub.status.idle": "2024-07-29T07:37:36.413171Z",
+     "shell.execute_reply": "2024-07-29T07:37:36.412328Z"
+    },
+    "papermill": {
+     "duration": 0.035407,
+     "end_time": "2024-07-29T07:37:36.415062",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:36.379655",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating model of type <class 'ml_utility_loss.loss_learning.estimator.model.models.TwinEncoder'>\n",
+      "[*] Embedding False True\n",
+      "['tvae'] 1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "72f3856e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:36.439989Z",
+     "iopub.status.busy": "2024-07-29T07:37:36.439687Z",
+     "iopub.status.idle": "2024-07-29T07:37:36.487739Z",
+     "shell.execute_reply": "2024-07-29T07:37:36.486775Z"
+    },
+    "papermill": {
+     "duration": 0.062741,
+     "end_time": "2024-07-29T07:37:36.489634",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:36.426893",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 0, 't_end': 884, 't_range': None, 'n_steps': 4, 'n_inner_steps': 8, 'n_inner_steps_2': 4, 'loss_mul': 1, 'div_batch': True, 'forgive_over': True, 'n_real': 16, 'n_samples': 256, 't_steps': 64, 'mlu_run': 4, 'target': None, 'lr': 0.0024691846729202292, 'loss_fn': <function mse_loss at 0x7dd42ba98d30>, 'Optim': <class 'torch.optim.adamw.AdamW'>}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import ml_utility_loss.synthesizers.tvae.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "fc653fa0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:36.516956Z",
+     "iopub.status.busy": "2024-07-29T07:37:36.516657Z",
+     "iopub.status.idle": "2024-07-29T07:37:36.535272Z",
+     "shell.execute_reply": "2024-07-29T07:37:36.534536Z"
+    },
+    "papermill": {
+     "duration": 0.034447,
+     "end_time": "2024-07-29T07:37:36.537324",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:36.502877",
+     "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": "834a027a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:36.563169Z",
+     "iopub.status.busy": "2024-07-29T07:37:36.562850Z",
+     "iopub.status.idle": "2024-07-29T07:37:36.566788Z",
+     "shell.execute_reply": "2024-07-29T07:37:36.566031Z"
+    },
+    "papermill": {
+     "duration": 0.019141,
+     "end_time": "2024-07-29T07:37:36.568769",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:36.549628",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "cd5ae0d6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:36.594091Z",
+     "iopub.status.busy": "2024-07-29T07:37:36.593791Z",
+     "iopub.status.idle": "2024-07-29T07:37:36.983214Z",
+     "shell.execute_reply": "2024-07-29T07:37:36.982410Z"
+    },
+    "papermill": {
+     "duration": 0.404881,
+     "end_time": "2024-07-29T07:37:36.985746",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:36.580865",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Caching in ../../../../iris/_cache_inference/tvae/all inf False\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "993440a0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:37.015159Z",
+     "iopub.status.busy": "2024-07-29T07:37:37.014295Z",
+     "iopub.status.idle": "2024-07-29T07:37:37.024844Z",
+     "shell.execute_reply": "2024-07-29T07:37:37.023994Z"
+    },
+    "papermill": {
+     "duration": 0.027102,
+     "end_time": "2024-07-29T07:37:37.026803",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:36.999701",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 64 starting 0 until 884\n",
+      "mlu step times 4*8*4\n",
+      "mlu samples 120 / 120\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "0ba412be",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:37.053077Z",
+     "iopub.status.busy": "2024-07-29T07:37:37.052524Z",
+     "iopub.status.idle": "2024-07-29T07:37:37.060223Z",
+     "shell.execute_reply": "2024-07-29T07:37:37.059572Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.022958,
+     "end_time": "2024-07-29T07:37:37.062099",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:37.039141",
+     "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": "14cdaf7e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:37:37.088061Z",
+     "iopub.status.busy": "2024-07-29T07:37:37.087766Z",
+     "iopub.status.idle": "2024-07-29T07:45:37.064615Z",
+     "shell.execute_reply": "2024-07-29T07:45:37.063691Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 479.992273,
+     "end_time": "2024-07-29T07:45:37.066698",
+     "exception": false,
+     "start_time": "2024-07-29T07:37:37.074425",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.23308244347572327\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03358681499958038\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0002546581090427935\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 1.231799615197815e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.18979886174201965\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.05400324985384941\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0015558925224468112\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.14181824028491974\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.012419498525559902\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01848665624856949\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 2.8783375455532223e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.07933962345123291\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03595387563109398\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0032999885734170675\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01355151366442442\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.05384501814842224\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.001798811717890203\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.005444684531539679\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0030768339056521654\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.056010667234659195\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.006181435193866491\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.003163510002195835\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01953103020787239\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02362559363245964\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0006147001986391842\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.011601329781115055\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004729860927909613\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.015251687727868557\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 5.134597813594155e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 3.483005002635764e-06\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004522203467786312\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0025698745157569647\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01127656176686287\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0010035536251962185\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 5.600161603069864e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.005886324215680361\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004715024959295988\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.015489456243813038\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.00022239824465941638\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0024048592895269394\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.005879082717001438\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.016994042322039604\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.00011748877295758575\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.002363816136494279\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0022842250764369965\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0129195936024189\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 1.3596783901448362e-05\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-15.688312530517578, 5.64460563659668)"
+      ]
+     },
+     "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": "22764fa3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:45:37.104125Z",
+     "iopub.status.busy": "2024-07-29T07:45:37.103781Z",
+     "iopub.status.idle": "2024-07-29T07:45:37.132727Z",
+     "shell.execute_reply": "2024-07-29T07:45:37.131991Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.050192,
+     "end_time": "2024-07-29T07:45:37.134628",
+     "exception": false,
+     "start_time": "2024-07-29T07:45:37.084436",
+     "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": "b9965fb2",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:45:37.169087Z",
+     "iopub.status.busy": "2024-07-29T07:45:37.168780Z",
+     "iopub.status.idle": "2024-07-29T07:45:37.993253Z",
+     "shell.execute_reply": "2024-07-29T07:45:37.992394Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "error",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "outputId": "57519fd1-a4d2-4922-c834-1fe290391c16",
+    "papermill": {
+     "duration": 0.844426,
+     "end_time": "2024-07-29T07:45:37.995578",
+     "exception": false,
+     "start_time": "2024-07-29T07:45:37.151152",
+     "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": "db33a1bb",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.017788,
+     "end_time": "2024-07-29T07:45:38.031705",
+     "exception": false,
+     "start_time": "2024-07-29T07:45:38.013917",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyMhtJHOKAMnUJyVHa+D8Sml",
+   "mount_file_id": "1Cug9laqjkt9fyDxiylSn9Jzam9kQyDu3",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 509.287639,
+   "end_time": "2024-07-29T07:45:40.473876",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tvae/2/tvae_eval.ipynb",
+   "output_path": "eval/iris/tvae/2/tvae_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 2,
+    "folder": "eval",
+    "gp": true,
+    "gp_multiply": true,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tvae/2",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-29T07:37:11.186237",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file