diff --git a/iris/tab_ddpm/2_0/0/synth.csv b/iris/tab_ddpm/2_0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6caba4a4b827da37046431094c38c8ce654e83c6
--- /dev/null
+++ b/iris/tab_ddpm/2_0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.711941176370601,2.6549530598842,6.899998129403743,2.2654933258229475,Iris-virginica
+1,6.193711937058195,2.681717957046859,4.920823168391698,1.7272181591056415,Iris-virginica
+2,6.398416764529753,2.780026078738313,4.506220432586466,1.4861987777291934,Iris-versicolor
+3,5.843968265566581,2.7061891598164167,5.100628701905351,1.9043328568528226,Iris-virginica
+4,5.457792393899868,3.0,4.509241300399679,1.4830363730019203,Iris-versicolor
+5,6.084243526003124,2.566645451851465,5.3493763770771245,1.4352118997206929,Iris-virginica
+6,5.00391624602458,3.6088644430972607,1.3823590052234365,0.20340984213162266,Iris-setosa
+7,5.957210037755243,2.2329520372271885,3.954454504290323,1.0033765961880663,Iris-versicolor
+8,6.756544758413814,2.839240326013294,4.743907805448262,1.479925689655722,Iris-versicolor
+9,4.779990892838228,3.0,1.4019603826560347,0.1,Iris-setosa
+10,5.348903992677975,3.0,4.488826221805994,1.5159055430162327,Iris-versicolor
+11,5.162757119812089,3.63203236099691,1.4439704415055685,0.20066160436503044,Iris-setosa
+12,5.7031794944465855,2.4974423480018966,4.217446200409732,1.2686814951393979,Iris-versicolor
+13,5.503585718023442,2.656978243470932,3.874327789157011,1.2355446463686208,Iris-versicolor
+14,5.556241143273928,2.3749530304409228,3.687873814483534,0.980187817919033,Iris-versicolor
+15,6.600252186501174,3.0,4.459417797369154,1.417134081840268,Iris-versicolor
+16,5.4824667553949835,2.530500054989102,4.042008627510016,1.3283439160957655,Iris-versicolor
+17,5.5189869993374145,4.2,1.4244136878830151,0.19807083879780282,Iris-setosa
+18,5.609281510529743,2.436890895202055,3.949555790167326,1.0978944913474167,Iris-versicolor
+19,7.642019575528647,2.9547499482569686,6.5943699213524,2.076177008186943,Iris-virginica
+20,4.751980638596152,3.03681814615467,1.372263435371193,0.232167499975307,Iris-setosa
+21,5.816261846807626,2.6908179546128563,5.092642951248387,1.8897624406170768,Iris-virginica
+22,4.589389139246722,3.284944348801323,1.4056070378535648,0.19822313675446085,Iris-setosa
+23,5.020738133364471,2.0000031096894597,3.581694924962073,1.0424646010457361,Iris-versicolor
+24,5.052912559419336,3.0,1.8749977586878237,0.19865639274122848,Iris-setosa
+25,6.034334534545251,3.3783560257049605,4.575475735649783,1.6008930200892872,Iris-versicolor
+26,5.842485719444797,3.1631710429956335,4.735639646957966,1.6947405152422863,Iris-versicolor
+27,6.632283879221502,3.166740190396277,5.301873896595982,2.241657109668116,Iris-virginica
+28,6.210870452593144,3.396640857954737,5.488737009089911,2.391132575142854,Iris-virginica
+29,5.115390589873784,3.2811023872690197,1.7646509572120472,0.49511130246725266,Iris-setosa
+30,6.678130105435433,2.524503688929234,5.777466917805795,1.816259197541147,Iris-virginica
+31,6.048914151656652,2.7783921954817954,4.634110579675113,1.2052216119512282,Iris-versicolor
+32,4.767202298213623,3.0,1.3760657595244876,0.41545503796138783,Iris-setosa
+33,4.994604836757235,3.0,1.5931215556051561,0.19790139799300155,Iris-setosa
+34,5.0376001154471775,2.0,3.691152520850027,0.8391768659603586,Iris-versicolor
+35,7.226191231087924,3.198086232537285,6.023342912254591,1.7947745024804902,Iris-virginica
+36,6.814391492057093,2.7858230326707303,4.789322867450047,1.3959532903308176,Iris-versicolor
+37,5.046403882771393,2.0,3.7319909779027007,1.0325893102764185,Iris-versicolor
+38,6.49784656941977,3.211253907607418,5.067363720542731,2.0088617823702175,Iris-virginica
+39,5.921830436744194,3.3115723562768937,4.636225366282688,1.6609255708007469,Iris-versicolor
+40,4.811514704991962,3.4092109364812515,1.6478379632107403,0.20250831070212555,Iris-setosa
+41,5.023325106620401,3.344646454100329,1.593321999795822,0.40759809328084384,Iris-setosa
+42,6.838091797654367,3.0661602369317724,5.105227177928229,2.2815631584746825,Iris-virginica
+43,6.026745893232918,3.403597893737681,4.481620215558516,1.586002011740226,Iris-versicolor
+44,6.4193266775003215,3.247926969959864,4.728179708136633,1.5808206364642499,Iris-versicolor
+45,5.806028140827249,2.785105731238969,4.544895065078055,1.252163876970415,Iris-versicolor
+46,6.215623751096481,2.754135707775346,4.855446837917214,1.785053763376903,Iris-virginica
+47,4.765954272176739,3.0,1.3762757654472049,0.3171205418863299,Iris-setosa
+48,6.26458710899836,2.7445257509372603,4.8315555784346955,1.8029333677355657,Iris-virginica
+49,6.219449257579271,3.4022431824358117,5.389009657164136,2.2808685063654215,Iris-virginica
+50,7.695198336383219,2.768664485807948,6.720560820462683,1.9708564582645531,Iris-virginica
+51,4.975282185798364,3.3809309601510535,1.6687825366750908,0.3652780355572403,Iris-setosa
+52,5.041757209052436,3.3604979281503566,1.6296387409977229,0.35613143204317793,Iris-setosa
+53,6.272020957656994,3.3863676890894747,5.548009694124988,2.3805448832641356,Iris-virginica
+54,7.596464247429576,3.0,6.589616047902393,2.079887391383198,Iris-virginica
+55,5.49270233307892,3.0,4.526750438995823,1.4569597157342606,Iris-versicolor
+56,4.9517958103468676,2.0,3.5479792281958167,0.9380051256154521,Iris-versicolor
+57,6.961261180919079,3.1996399071472386,5.802253700825838,2.2741918073229757,Iris-virginica
+58,5.0536190201361695,3.5561576800821273,1.3999392409059632,0.20385988927104545,Iris-setosa
+59,5.662711495956757,2.9575728972740514,4.51279954809929,1.4365881550983806,Iris-versicolor
+60,5.251731985375834,2.4939517242121108,3.51866082197487,1.2120444741275367,Iris-versicolor
+61,4.8094337900856985,3.4036083193964557,1.8161313109990682,0.20166211682669888,Iris-setosa
+62,5.081060582143294,3.3437725581272817,1.6120125371954797,0.4183171557034058,Iris-setosa
+63,6.269413176372285,3.404217237949093,5.51148176840386,2.3773325630262954,Iris-virginica
+64,5.953538645996413,2.799547330499102,4.484691170564418,1.3777095964902732,Iris-versicolor
+65,4.535512189387767,3.1580829745452332,1.4304486756208812,0.19796075874424288,Iris-setosa
+66,5.490919341880273,2.4027894632153597,3.723241067423154,1.0085947967004316,Iris-versicolor
+67,6.264389208073023,3.384862027533829,5.466628967846256,2.3561314712176045,Iris-virginica
+68,4.985893278101352,3.0,1.5895024230713466,0.20572480562774764,Iris-setosa
+69,6.316995773627473,2.4801289478862936,5.018073145454799,1.8928039706350717,Iris-virginica
+70,6.301168611234347,3.397577098973031,5.643530881488962,2.396913029364551,Iris-virginica
+71,6.7593441483860195,3.204551047604604,5.71502987240654,2.279833648600491,Iris-virginica
+72,5.870720478353232,3.2190061830462575,4.828151674030484,1.8592786077397545,Iris-versicolor
+73,6.3602386409842255,3.2832957901424353,5.985149944152093,2.4999997235335774,Iris-virginica
+74,4.590391565258996,3.555031342437335,1.0000005490926513,0.19827076899113316,Iris-setosa
+75,5.061366903634251,3.3580963859494766,1.5733655823409396,0.4555679435709785,Iris-setosa
+76,5.113372218619285,3.5133499114816775,1.379868756033968,0.19992490439680805,Iris-setosa
+77,4.38417217328486,2.8732844309975647,1.3793410144600569,0.19667172070206132,Iris-setosa
+78,4.945660041650108,2.0,3.614058655734768,0.8486159529159681,Iris-versicolor
+79,4.300000593253172,3.0,1.0971934802995886,0.10000012196389893,Iris-setosa
+80,4.406441204237145,2.8733921955844113,1.4248326255210246,0.20151217792901746,Iris-setosa
+81,5.971161396744306,3.4059790057783057,4.53213369847768,1.617517748972362,Iris-versicolor
+82,4.9867735504699136,2.0,3.6578589038915403,1.015357439209582,Iris-versicolor
+83,5.158999021945391,3.435400460363408,1.425720826424062,0.21361571321845102,Iris-setosa
+84,6.054056045111624,3.1384136941108425,4.804490150640399,1.7339072149355086,Iris-versicolor
+85,5.645013359023931,3.0,4.36299177326518,1.361570670184592,Iris-versicolor
+86,5.082007920860194,2.488566208757137,2.941060902326078,1.1157591545757144,Iris-versicolor
+87,6.594372730285247,2.806046571804844,4.6935102925786225,1.5067580477392597,Iris-versicolor
+88,6.713305340807338,3.1034391342635215,4.7595805381477545,1.5129699807019852,Iris-versicolor
+89,5.080837430931664,3.366856725779837,1.5799158485074605,0.21965188185605936,Iris-setosa
+90,6.224424606766486,3.3115558540961607,4.6563219844126795,1.5934987809722498,Iris-versicolor
+91,6.19783221090827,3.381168565695883,5.451548902633654,2.3168555205585064,Iris-virginica
+92,7.672142579081848,3.0,6.047674321969922,2.294796104468907,Iris-virginica
+93,5.0149210771270125,3.2002447132372493,1.6084522367461753,0.27529740893474347,Iris-setosa
+94,6.4822662594436595,3.0,5.757274198343759,2.1901022192546864,Iris-virginica
+95,4.596680115532673,3.17212256048869,1.4299285934316983,0.2006923296862418,Iris-setosa
+96,4.836254198923733,3.0,1.4462598691363253,0.10000009235560338,Iris-setosa
+97,4.300000490443053,3.0,1.0991856410930467,0.1000000901953367,Iris-setosa
+98,6.785155788092936,3.163621876096258,5.4513283974084255,2.2889769565718887,Iris-virginica
+99,6.13593658087262,2.8718290021856943,4.5980210785456626,1.4487123824890622,Iris-versicolor
+100,5.552266552043982,3.714471278609274,1.5212473853834727,0.3823977728018694,Iris-setosa
+101,6.270084841053974,2.5589763703304893,4.987449533068462,1.8250999192546784,Iris-virginica
+102,6.371599692835795,3.252552103300146,5.340624990683189,2.3153654166984894,Iris-virginica
+103,5.057204858864619,2.5094884623961735,2.924225382437638,1.1286849469083264,Iris-versicolor
+104,6.618744053422643,3.0,4.474334405261813,1.427999671257736,Iris-versicolor
+105,6.690600890832742,2.4593857690040295,5.773385460420667,1.7923647185015734,Iris-virginica
+106,5.93465835818777,3.222750698428597,4.781682284865616,1.7613505762228692,Iris-versicolor
+107,7.7049634092573545,3.0,6.088491971996868,2.2823727004544936,Iris-virginica
+108,7.668530115511062,2.5672810132845347,6.9,2.266774078463214,Iris-virginica
+109,4.704552071724477,3.084123507261602,1.5361960235266465,0.20139386646292692,Iris-setosa
+110,6.231963886388274,2.70156935472062,4.873566184949125,1.7867462624433013,Iris-virginica
+111,6.069968872754465,2.806603078696103,4.698008403916888,1.2074110716458308,Iris-versicolor
+112,6.54948842870281,3.1944933264481956,4.791165280200224,1.570975733383168,Iris-versicolor
+113,4.918537329804124,3.1240830288069716,1.5242987236293162,0.1,Iris-setosa
+114,6.691202157762745,3.088298246423719,4.702943427196346,1.485350585852249,Iris-versicolor
+115,4.809259013768804,3.3867271981484692,1.8683139146217678,0.1979103943865125,Iris-setosa
+116,5.438072177075418,3.0,4.4010478122649035,1.4687982332992413,Iris-versicolor
+117,6.697965469020814,2.9556206172903208,4.847820544070766,1.5943707472037894,Iris-versicolor
+118,6.292652471727794,2.9560421579086347,5.697508593840489,2.08933648364109,Iris-virginica
+119,5.028243229369296,3.604797967816257,1.3459961057649479,0.20515954619099025,Iris-setosa
diff --git a/iris/tab_ddpm/2_0/0/test.csv b/iris/tab_ddpm/2_0/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/0/train.csv b/iris/tab_ddpm/2_0/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/0/val.csv b/iris/tab_ddpm/2_0/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/1/synth.csv b/iris/tab_ddpm/2_0/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ac64bfa32adb21b8d4a4520498f66d899f36fb75
--- /dev/null
+++ b/iris/tab_ddpm/2_0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,3.0,1.0963801876211476,0.1,Iris-setosa
+1,4.300001554401445,3.0,1.1156671289867288,0.10000018616336886,Iris-setosa
+2,4.830719088743905,3.02464337624746,1.4574710322683297,0.10000012286851023,Iris-setosa
+3,4.3,3.0,1.0998377351786301,0.10000009046604856,Iris-setosa
+4,5.73799770635371,2.8200732051402997,4.187433133424707,1.1981973112035316,Iris-versicolor
+5,4.806480826320225,3.0,1.3786331222383452,0.3187688808803221,Iris-setosa
+6,5.612244125205523,2.72736119820948,4.287273056660143,1.3857536250092477,Iris-versicolor
+7,5.8360933708501,2.7055740738450984,5.129102218741201,1.9041314999720926,Iris-virginica
+8,6.059099864381286,3.3972407389691655,4.530576202573711,1.5958458822765067,Iris-versicolor
+9,5.0251800733824465,2.5069378223902863,2.7608742438257057,1.0587304710103742,Iris-versicolor
+10,6.642147699119007,3.0662843075804647,4.686985870847298,1.4538715535685007,Iris-versicolor
+11,5.595801070785837,2.9611186784620394,3.7033763315899932,1.2947811995315133,Iris-versicolor
+12,7.255392392575129,3.1708761763409066,6.03634293433703,1.8119040283852548,Iris-virginica
+13,4.999976346373907,2.0,3.5683981251230823,1.0601630886068476,Iris-versicolor
+14,4.397141416585827,2.936162647664659,1.3735637431543688,0.19879599456646174,Iris-setosa
+15,5.093368969273376,3.2781689242499024,1.7174614129156625,0.2649548447939948,Iris-setosa
+16,5.011590315304617,2.0,3.2328089140423244,1.0154807789983997,Iris-versicolor
+17,5.067015434949067,3.0,1.7602747393010625,0.2027754107827691,Iris-setosa
+18,6.014100083559148,2.850653282250936,4.6255174912392345,1.31276865694852,Iris-versicolor
+19,6.421205470463168,3.237483098272402,5.2390773965897095,2.0930652659409703,Iris-virginica
+20,7.250192428093195,3.13500498544863,6.133108839989988,2.222905454714577,Iris-virginica
+21,6.333501389782253,3.2838822872108464,5.974581309800519,2.5,Iris-virginica
+22,7.70123477811587,2.611896438148749,6.899996471083008,2.3101317792371168,Iris-virginica
+23,7.265763078867838,3.175457256024595,6.092994444457115,1.8053326678684567,Iris-virginica
+24,6.684246257956404,3.132143450819609,5.737075295426281,2.2711482553046345,Iris-virginica
+25,4.620753327781465,3.0912564718241033,1.516722427089025,0.20197263188365772,Iris-setosa
+26,5.082230726490928,3.5304858287907637,1.4040220081745427,0.20726176924874123,Iris-setosa
+27,7.147094242582438,3.173450196730238,5.963137731289635,2.269012791292875,Iris-virginica
+28,7.899998746862231,3.842248833617252,6.456367167273932,1.9776096500992528,Iris-virginica
+29,5.4892228443918585,2.9797885179508703,4.401583911583349,1.5022306719639615,Iris-versicolor
+30,5.01141469151791,2.0000006411809466,3.522754402531252,0.902966054455953,Iris-versicolor
+31,5.844552670865953,2.7772720489400466,4.311725621726124,1.0950307477433827,Iris-versicolor
+32,6.671854980564499,2.5098242142571583,5.673795485521709,1.793928505622392,Iris-virginica
+33,7.45199839676651,3.078846552050373,6.422919863798574,1.8777251805523596,Iris-virginica
+34,6.296450273332112,3.3920964230400332,5.551298436001751,2.3515743968307365,Iris-virginica
+35,5.426936473438599,3.8493470104807295,1.3356737558646943,0.3663062612780768,Iris-setosa
+36,6.265695245170826,2.637425900595959,4.856063389393262,1.7947466576276128,Iris-virginica
+37,6.685369162095587,3.09350498180604,4.662194578023241,1.5287837249849134,Iris-versicolor
+38,5.925097654653244,3.25331538615083,4.406631895634118,1.4651559996764618,Iris-versicolor
+39,4.5627805428634005,3.6225678093818057,1.0,0.19214006920629573,Iris-setosa
+40,5.174123373308854,3.410635658469183,1.3747900373835988,0.19474502124618986,Iris-setosa
+41,4.7603511670173795,3.0,1.4020105002011933,0.1000001264363761,Iris-setosa
+42,6.0378741659270725,2.8798171408738957,4.647065826633402,1.377154038345882,Iris-versicolor
+43,6.713372510331619,2.769132280123901,4.73940479580854,1.4337422507629816,Iris-versicolor
+44,5.760433652732946,2.778404670333967,3.9812560309608367,1.0620846951524838,Iris-versicolor
+45,5.738676746300002,3.8045503962445393,2.0196858522221577,0.3113831771520387,Iris-setosa
+46,6.365349470981856,3.294478646873648,5.997527817083955,2.5,Iris-virginica
+47,6.218983292565529,2.1655213746991375,4.473064852140497,1.4939059542812314,Iris-versicolor
+48,4.994332333833286,2.000000894628684,3.572113376280258,0.9850114284689871,Iris-versicolor
+49,4.3,3.0,1.0861071763120758,0.1,Iris-setosa
+50,5.868560631720861,3.1925426191919146,4.815016474436041,1.8046836276988278,Iris-versicolor
+51,4.3,3.0,1.0984960259679197,0.1,Iris-setosa
+52,5.6862139888303345,2.7839537457381804,4.3060871575137964,1.3359659240306665,Iris-versicolor
+53,6.109638577637895,2.600195936454832,5.586086182162178,1.4268335112081632,Iris-virginica
+54,7.68425273813308,2.564737918142898,6.9,2.3238053888451558,Iris-virginica
+55,4.828735148393348,3.405619975658091,1.64024747510902,0.2067244860286739,Iris-setosa
+56,6.721850931856684,3.198122128319042,5.665166177282497,2.288629330195882,Iris-virginica
+57,5.672477235218383,2.9568760268872483,4.159793535123851,1.2350736933081368,Iris-versicolor
+58,5.8092756194815545,2.7271412399642143,5.091346825591029,1.9552349875128487,Iris-virginica
+59,5.011715713773915,3.0,1.5989291352327817,0.20580684458369275,Iris-setosa
+60,5.988035579456781,2.9119293919513303,4.585326605786877,1.384645354151997,Iris-versicolor
+61,6.804530833121862,3.0815779948382596,5.080035711879906,2.296103256614141,Iris-virginica
+62,4.807938514054419,3.398227100646593,1.9026341164898803,0.19875606253300165,Iris-setosa
+63,4.762346130319152,3.3458792627789378,1.8670138345895468,0.20370902832401688,Iris-setosa
+64,4.3,3.0,1.0989166868946807,0.1,Iris-setosa
+65,5.487198569802348,3.0,4.524860893068833,1.499964890842468,Iris-versicolor
+66,5.342112808846785,2.437212761895498,3.634060355766138,1.077357483020735,Iris-versicolor
+67,5.060440393820705,2.473237655475165,2.9391573981370263,1.1070471841739908,Iris-versicolor
+68,5.346918483982296,2.465598465656358,3.5738235277743287,1.0280179891380556,Iris-versicolor
+69,4.606542978774779,3.0529609303702663,1.4754250647027887,0.20461279351535447,Iris-setosa
+70,5.014632836388013,3.0,1.8870602967156922,0.19985442413087207,Iris-setosa
+71,5.0048610003662075,2.00000055179308,3.6218069404114814,1.0336980764057735,Iris-versicolor
+72,4.8431955395675335,3.0,1.4145326430253908,0.2774212353240156,Iris-setosa
+73,5.527733241059963,3.0,4.537892510682484,1.5183459062771911,Iris-versicolor
+74,5.606696544720651,2.383960050578925,3.7832602706687677,0.9258625139701191,Iris-versicolor
+75,5.608849435775567,2.929280091301772,3.7856479391823648,1.3176249969027622,Iris-versicolor
+76,5.255157753438439,2.7424685354362386,3.9598982119969355,1.4207484713213712,Iris-versicolor
+77,4.493681409781345,3.1267502917479515,1.4534377175653266,0.20044699708509675,Iris-setosa
+78,5.103064560437288,2.4876547413121086,2.920101190560903,1.066358244529839,Iris-versicolor
+79,6.496297645710549,3.1333437164052595,5.0908582009164,2.02576851481238,Iris-virginica
+80,5.082406374702078,3.5872183552348433,1.4291160049102558,0.21750460768705904,Iris-setosa
+81,5.095801378557527,3.410977134222473,1.3959930307364865,0.202031171198918,Iris-setosa
+82,6.0848066435841455,2.594326507611006,5.535783216876125,1.4024697982421175,Iris-virginica
+83,5.996231071884029,3.3979836945973965,4.475186904433114,1.56743248841475,Iris-versicolor
+84,6.635975020886193,3.104731766265774,5.190318130521229,2.280878424153308,Iris-virginica
+85,7.899998177894933,3.8261458911106914,6.326352021595085,1.9520211227148045,Iris-virginica
+86,6.9926341451391245,3.204095764563785,5.743769880492195,2.259203624122318,Iris-virginica
+87,7.701061057300972,2.7879451350348092,6.7174063310283945,1.9803846171743928,Iris-virginica
+88,7.705668449832052,2.6180394066344577,6.9,2.273442921074815,Iris-virginica
+89,4.421005707055983,3.0,1.3515118748784498,0.1983742842144211,Iris-setosa
+90,5.994112763496818,2.180245241164129,5.00128136667863,1.5006544529233994,Iris-virginica
+91,6.203762880826686,3.3323802740413973,4.6638757538289495,1.610210239468441,Iris-versicolor
+92,6.602052296183987,2.782998507913262,4.718096448562587,1.421491013634347,Iris-versicolor
+93,5.992321902356208,2.802687650930304,4.568173694159781,1.2480079977006835,Iris-versicolor
+94,6.627091053615692,2.505132523011338,5.677469085299263,1.7999998011108256,Iris-virginica
+95,5.461988013849776,3.0,4.506589941011481,1.4996478105588038,Iris-versicolor
+96,5.180775630788313,3.409593223617468,1.3904600440243475,0.1979922187667888,Iris-setosa
+97,7.696512077449433,2.622764310805638,6.899998526153483,2.3115609887941964,Iris-virginica
+98,6.649371745599871,3.189773191794135,5.395826358868284,2.17951094753164,Iris-virginica
+99,7.667281091748661,2.781997947648724,6.680704954013238,1.9788730078231356,Iris-virginica
+100,7.73993467603669,2.6235664181002165,6.9,2.293416248051799,Iris-virginica
+101,5.996810399051813,3.4069872506933274,4.536070956963743,1.5865137409195391,Iris-versicolor
+102,5.5145979590753855,3.0,4.495490994017795,1.4859406619071447,Iris-versicolor
+103,6.178171569944088,2.8401346880022733,4.755605243547169,1.7916211058012186,Iris-virginica
+104,7.135590626399919,3.086692604220874,5.285282595352402,2.3019665404834653,Iris-virginica
+105,6.012995193478516,3.399029085238872,4.498322347406069,1.5824444240687188,Iris-versicolor
+106,4.978044399545015,2.0000006311067713,3.3541618946583496,0.9052734972459837,Iris-versicolor
+107,5.6478307204439036,2.9846853404826748,3.9162952667136057,1.3005605601245394,Iris-versicolor
+108,7.205785024420608,3.2047314499724835,5.964594223943054,1.833126519557906,Iris-virginica
+109,5.7282481791159805,2.734276028546019,4.218374266253864,1.0700596995452143,Iris-versicolor
+110,5.94683924767066,2.183160170797053,5.008188257752779,1.4885304894397864,Iris-virginica
+111,6.939176520902768,3.1945848644668886,5.719656931418552,2.2931927498192346,Iris-virginica
+112,6.234515876389206,2.4542237231761956,4.987060717672018,1.8422691415004249,Iris-virginica
+113,4.3,3.0,1.0763965307133168,0.1,Iris-setosa
+114,4.417198687867995,3.0564185314696717,1.3214097824799897,0.2015293118853578,Iris-setosa
+115,4.8735139687263045,3.083489387814714,1.4996268463863782,0.1,Iris-setosa
+116,6.754708683454083,3.1206912914621405,5.268105404772022,2.2522426270330747,Iris-virginica
+117,6.783855747771041,2.800335667882446,4.773608758137519,1.3672068696947763,Iris-versicolor
+118,5.620221630296021,3.728419468557499,1.5252286456897712,0.3699043913392064,Iris-setosa
+119,5.015888982471433,2.0000004964245055,3.499660424832208,0.8574667981732883,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/1/test.csv b/iris/tab_ddpm/2_0/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/1/train.csv b/iris/tab_ddpm/2_0/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/1/val.csv b/iris/tab_ddpm/2_0/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/10/synth.csv b/iris/tab_ddpm/2_0/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eae4154b48b4219dab8889e8007bcc8e1a7f51eb
--- /dev/null
+++ b/iris/tab_ddpm/2_0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.457681760958909,2.5207921008615277,3.9015861539728176,1.325106894374104,Iris-versicolor
+1,6.0221464740716,2.878592644950378,4.70415026964214,1.368105439536494,Iris-versicolor
+2,6.196052829079669,2.6963400227261163,4.8974600985705665,1.8308253712214784,Iris-virginica
+3,6.008820518237248,3.4048093468323692,4.470281417390216,1.5933954242486599,Iris-versicolor
+4,6.321228955563352,3.2941124869049863,6.028861637573539,2.4999997453555585,Iris-virginica
+5,5.022801200246597,2.0,3.472660173691044,0.9808944207194481,Iris-versicolor
+6,5.223183540105256,2.4994431859938118,3.249343699746233,1.0042263550917663,Iris-versicolor
+7,5.049332335470657,2.0000012943100547,3.581156321657484,1.0062765776233753,Iris-versicolor
+8,6.644858182339329,2.9417178225289766,4.748414405906276,1.5576276562152986,Iris-versicolor
+9,7.491541415670404,3.0,6.498302000282216,2.0790385431025182,Iris-virginica
+10,5.0155950603749275,2.0,3.6554802972051106,0.9178634426202994,Iris-versicolor
+11,5.950889304470602,3.1888645636783086,4.785567261984082,1.8425762710282831,Iris-versicolor
+12,4.714399126596973,3.2626819353124987,1.5423483904697153,0.2028635626634934,Iris-setosa
+13,6.7801194869813,2.5220508334470675,6.026220121668778,1.814952457291711,Iris-virginica
+14,4.3,3.0,1.0737712373300112,0.1,Iris-setosa
+15,5.523200780443393,2.4230268249797327,3.9403858558153253,1.202848351699834,Iris-versicolor
+16,4.807302029461158,3.3936852425794144,1.7873236701921724,0.2022749179701948,Iris-setosa
+17,7.666289881856806,3.0,6.490106382566843,2.1516379830731243,Iris-virginica
+18,5.592706773200837,3.0,4.402842357703751,1.4565171800056462,Iris-versicolor
+19,5.957772963723283,3.4429610751320836,4.469439294972317,1.5879241781704834,Iris-versicolor
+20,4.858003056860617,3.3909913922169683,1.602060167573193,0.2265345292853116,Iris-setosa
+21,4.3,3.0,1.111455031810676,0.1,Iris-setosa
+22,5.9693576732714595,2.900290539339634,4.601347082261555,1.428312860829466,Iris-versicolor
+23,6.0111506178183784,2.952910776437015,4.628520271957431,1.5100481662583787,Iris-versicolor
+24,6.479737166282556,3.2141702696669046,5.163648304209195,2.0965872213428134,Iris-virginica
+25,6.344201278937444,3.2816099423334504,5.377906195266108,2.331037167810844,Iris-virginica
+26,4.806050607960881,3.0,1.4033128038432618,0.10000017059887077,Iris-setosa
+27,7.899998982373223,3.7607958760428883,6.34605639647497,1.8979864095108607,Iris-virginica
+28,5.278827313828936,3.3930110999433607,1.4962101068791913,0.49577832502771146,Iris-setosa
+29,6.293322021434946,2.554817722181055,5.536951928020195,1.5556318492838972,Iris-virginica
+30,4.432461015513964,3.122192837916021,1.3514371526564253,0.20077987588950516,Iris-setosa
+31,6.70775253805275,3.0,4.917308412931759,1.6121875781882413,Iris-versicolor
+32,6.301737287967804,2.620035162136234,4.933993242672414,1.7681744887953044,Iris-virginica
+33,7.72298098317967,2.9737897240455418,6.4277367657877,2.2162845057155627,Iris-virginica
+34,5.046679541268946,3.5963196180630064,1.4048830201929234,0.20417315081225754,Iris-setosa
+35,6.283701882472625,3.4032179618639367,5.59112221693602,2.394290859078043,Iris-virginica
+36,5.978163847162521,3.4022875863241677,4.5460955894681945,1.6199000182287788,Iris-versicolor
+37,5.110021449230336,3.3379749869768274,1.7121013907762557,0.5232411021857938,Iris-setosa
+38,5.210467514944153,3.3930810832866505,1.4095175020494877,0.20283468382270634,Iris-setosa
+39,5.529255058750949,2.4915410674111116,3.8608031797581837,1.1219566697557148,Iris-versicolor
+40,5.875878527171279,2.739643049912999,4.359814691615039,1.0503804166841522,Iris-versicolor
+41,6.5192859823503415,3.1971243051768523,5.434147052773782,2.290447961007093,Iris-virginica
+42,6.7060943411698375,3.0,4.982620192824516,1.7007974643389505,Iris-versicolor
+43,5.76907549292758,2.7987363499537468,5.089338963573315,2.4152446667201497,Iris-virginica
+44,5.1362332452854735,3.6107869123729395,1.409630762678199,0.20551843443555765,Iris-setosa
+45,5.00002209805568,2.000000746214663,3.3941568954593357,1.0102816351642838,Iris-versicolor
+46,5.026165526335952,3.395268357491806,1.5985335951361115,0.5067070007116403,Iris-setosa
+47,5.087727614807204,3.617955665988689,1.4055237264791833,0.20722080148149294,Iris-setosa
+48,5.827189598706172,2.6324285107246443,4.078398774118315,0.8732418317062888,Iris-versicolor
+49,6.717064229606038,3.144311202675745,5.096893167246909,2.2479049533881494,Iris-virginica
+50,6.305347250543004,3.2888750314960276,6.07324191137513,2.4999997508937666,Iris-virginica
+51,6.250562363848932,2.1610631154530604,4.4354917828641565,1.510531942916998,Iris-versicolor
+52,5.478943867488079,3.0,4.411558890398698,1.4439880715869418,Iris-versicolor
+53,6.050246351784493,2.1999741282829133,4.071231469041202,1.0464687391415863,Iris-versicolor
+54,5.949650819877336,2.80266135420343,4.641196803257405,1.2321524168544806,Iris-versicolor
+55,6.055239503062586,2.5542843935422197,5.042019091448216,1.6867385547134113,Iris-virginica
+56,5.886278152936232,3.1804676950767417,4.787345608722946,1.7754067270491345,Iris-versicolor
+57,5.887422546259073,3.208503295997048,4.787710384741941,1.767848409365959,Iris-versicolor
+58,5.80123694967346,2.694452592190578,5.130719773310908,1.891969763973738,Iris-virginica
+59,6.665003158735944,3.2031932891082566,5.358958998163973,2.281349566106276,Iris-virginica
+60,6.184205104339834,2.1913319063467154,4.487083659795571,1.4916895837906772,Iris-versicolor
+61,6.190850613719474,2.3033384016818634,5.060120187565898,1.654005724320446,Iris-virginica
+62,6.340067669159546,3.2189328197052727,5.296817729729014,2.236595211557016,Iris-virginica
+63,6.200159842984721,2.809078532942729,4.76926658151548,1.795426355264209,Iris-virginica
+64,5.005338657565991,2.0000005845006577,3.6226058224504216,0.9287412841153557,Iris-versicolor
+65,5.186639605611549,2.5275230252151175,3.557363825933084,1.272001944583641,Iris-versicolor
+66,4.941760238745008,3.162499536371981,1.5270457959903305,0.1,Iris-setosa
+67,6.108473105130409,2.2403005724561162,4.423270041804206,1.4193416147250453,Iris-versicolor
+68,5.8353061192563365,2.8247791893684617,4.586486066178236,1.3124805487359164,Iris-versicolor
+69,7.0071012224938585,3.1701310744092734,5.593156352942759,2.169326823485404,Iris-virginica
+70,6.979939446629607,2.539496241632946,6.154483420601562,1.8706047825593588,Iris-virginica
+71,6.649593428830847,3.0,4.5200161701925285,1.4365872722580804,Iris-versicolor
+72,6.614365515538736,3.0,6.036976537907264,2.2018962486460034,Iris-virginica
+73,5.598900256921829,2.9235828297280206,3.8222675666434136,1.2858858420355581,Iris-versicolor
+74,5.020183239529639,2.0000011292295667,3.603184863084389,0.9141971254051001,Iris-versicolor
+75,4.556821165321683,3.059269970628187,1.507053668967893,0.20394533908577506,Iris-setosa
+76,5.151075547214547,3.484152424454045,1.3965978987512149,0.20047090721423813,Iris-setosa
+77,4.3,3.0,1.1253641377883166,0.1,Iris-setosa
+78,6.7195231441585355,2.8298845432797126,4.752563967886853,1.4662084216835256,Iris-versicolor
+79,4.7898498743211935,3.0,1.357246016164812,0.3247417061971077,Iris-setosa
+80,4.977447297117025,3.3712808206155285,1.652689460878779,0.47904893804271853,Iris-setosa
+81,5.6330074551363145,2.9499329354164185,3.6793628375229575,1.2437408382096486,Iris-versicolor
+82,6.18771157888758,2.8689130821235125,4.7272230982655525,1.342563193315367,Iris-versicolor
+83,4.594675072089631,3.646397990880202,1.0,0.20921129222485504,Iris-setosa
+84,4.53358454315685,3.0,1.4367671575479177,0.20380076390788168,Iris-setosa
+85,5.027809334631002,3.609806690922723,1.3710903843096731,0.2008672691739393,Iris-setosa
+86,7.113420109315952,3.0611984281320925,5.113095912831911,2.310741231143548,Iris-virginica
+87,6.283732269942421,3.414246293573497,5.627931025348228,2.405911802825471,Iris-virginica
+88,6.209258869375293,2.7971138670685196,4.790229641600267,1.778252152947054,Iris-virginica
+89,5.131554479506403,3.3542859413942128,1.5645530993392276,0.5439948243180912,Iris-setosa
+90,4.3,3.0,1.1051173769432052,0.10000013856244268,Iris-setosa
+91,6.176392597207522,2.19726217533318,4.507084920962179,1.4840281665926254,Iris-versicolor
+92,5.016692788458848,2.0,3.603209486948977,1.0989018700971551,Iris-versicolor
+93,5.238724247539242,2.809432420327694,4.053292709813496,1.4564955351711197,Iris-versicolor
+94,6.4367372296394105,3.0,5.806631768306629,2.174734016469436,Iris-virginica
+95,7.669045748573698,2.972275360253818,6.636056855774525,2.106408112994071,Iris-virginica
+96,4.807670267168345,3.390265194941354,1.854943920963077,0.1979163466442211,Iris-setosa
+97,7.9,3.923424448930598,6.425156508880077,2.033977528381503,Iris-virginica
+98,6.794181649161624,3.200744884529463,5.715746300085841,2.2923829751195606,Iris-virginica
+99,5.539946800268273,2.44761279701846,3.768966605709179,1.0578815175337022,Iris-versicolor
+100,5.420366770689864,3.8537345725544165,1.2978173440771765,0.3584923918957846,Iris-setosa
+101,7.694613758020662,3.0,6.368528527068485,2.2008892740267267,Iris-virginica
+102,5.952076747232298,3.468602586555205,4.429237121675495,1.5916713915211795,Iris-versicolor
+103,6.688004472219491,3.0,4.952944516976887,1.685773359730802,Iris-versicolor
+104,5.2103989032059665,2.501554795237009,3.625874630237619,1.1494228314179848,Iris-versicolor
+105,5.775540363465669,2.8028537166626366,5.199047888646053,2.4036620380639597,Iris-virginica
+106,4.710358331259808,3.073753587328358,1.5216670667099321,0.203996371105034,Iris-setosa
+107,7.746730398866866,2.6112573987001766,6.9,2.311814325579607,Iris-virginica
+108,4.560824735797933,3.6462816536012226,1.0,0.19805317023266533,Iris-setosa
+109,5.7924645080576065,2.6195375268992764,4.099040063713463,1.0055840028702119,Iris-versicolor
+110,7.74133440358917,2.618947547982684,6.9,2.301800002032627,Iris-virginica
+111,4.963811048476409,3.5652380612367285,1.422494536432024,0.19911348017398162,Iris-setosa
+112,4.846847868771501,3.4227046609543135,1.6900158080097318,0.20564789327594382,Iris-setosa
+113,4.817257636526984,3.0,1.4466545342865562,0.26609407528194107,Iris-setosa
+114,6.699609299338936,3.067485044857626,4.781687638642385,1.5299114021782507,Iris-versicolor
+115,6.190505033246529,2.7698299797872927,4.844156677060106,1.805191039716343,Iris-virginica
+116,6.117427785475423,2.7728842657094948,4.724545967012088,1.1532884046413545,Iris-versicolor
+117,5.054839892048778,2.000000852005797,3.612068575771106,1.0722885865710283,Iris-versicolor
+118,4.648106686725395,3.2115450436653443,1.4315074247147423,0.19967702977575907,Iris-setosa
+119,4.980526350859096,3.0,1.565852846876921,0.2042702959808258,Iris-setosa
diff --git a/iris/tab_ddpm/2_0/10/test.csv b/iris/tab_ddpm/2_0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/10/train.csv b/iris/tab_ddpm/2_0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/10/val.csv b/iris/tab_ddpm/2_0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/11/synth.csv b/iris/tab_ddpm/2_0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f2c6850b43aec4102307e55bd3a97a39da6f128a
--- /dev/null
+++ b/iris/tab_ddpm/2_0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.113737384979817,3.302238497394007,1.7118787492837848,0.5432812509404432,Iris-setosa
+1,6.241714889515715,3.394641998720699,5.513218249197567,2.3520297878084095,Iris-virginica
+2,6.30029857617809,3.2876386369332833,6.054970089612046,2.49999978814543,Iris-virginica
+3,5.73162692855609,2.8668273297135825,4.333561570142174,1.3116564287075014,Iris-versicolor
+4,5.152284857695468,2.4657430941001657,3.0499836845554036,1.1534739089689712,Iris-versicolor
+5,4.875606120428146,3.0793522851662427,1.4995110835352947,0.10000013538202343,Iris-setosa
+6,4.7861058541238,3.0,1.4223764985925345,0.1000001014841636,Iris-setosa
+7,4.781138401340675,3.0,1.3626205212470068,0.1,Iris-setosa
+8,5.787519334423365,2.700223617006295,5.111130850885548,1.8808613464179236,Iris-virginica
+9,5.518329523964654,3.0,4.509447576845526,1.4771104150922536,Iris-versicolor
+10,7.25545667912893,3.1026140446200126,5.635513939124297,2.297370379050501,Iris-virginica
+11,6.03394091065824,2.223497018549919,4.994362408747813,1.4870465567124613,Iris-virginica
+12,7.584919750893968,2.9732445050436014,6.601428529115183,2.045839768053888,Iris-virginica
+13,5.634217136870407,2.7736597227480093,4.382315667986387,1.2983190898147612,Iris-versicolor
+14,4.62017937339087,3.6326644681204803,1.0000003737813576,0.20761344253384878,Iris-setosa
+15,5.115256037298848,3.8399969319825553,1.7903986123836584,0.2000367648636633,Iris-setosa
+16,7.899998431187233,3.803291238970581,6.394854640876901,1.98917166798961,Iris-virginica
+17,4.832763691825634,3.0,1.4349100571093119,0.10000009243628273,Iris-setosa
+18,5.798764699637274,2.739387813416769,5.1343214334450105,2.253408500534485,Iris-virginica
+19,5.773212563227355,3.1224044808459266,4.700744313106729,1.6729007931984963,Iris-versicolor
+20,5.93731237936398,2.9202661047111853,4.413199308504478,1.4314749526045503,Iris-versicolor
+21,7.704145255769735,2.6235522038799255,6.899998379927804,2.3033721758445775,Iris-virginica
+22,6.290522942386428,3.292220748708254,5.947984887814278,2.4999997000528285,Iris-virginica
+23,7.125895380127032,3.2146360714428472,6.0135978321981405,1.8456262916690753,Iris-virginica
+24,7.690639386580387,2.611990175542548,6.9,2.305949595847847,Iris-virginica
+25,6.547156974066361,3.0,5.877667359134019,2.2269849983907255,Iris-virginica
+26,6.017958224474803,2.2278300333867302,4.1731014586237585,1.1097600059745778,Iris-versicolor
+27,7.9,3.8566575298599406,6.406677032467842,1.9904944576150942,Iris-virginica
+28,4.804280782801517,3.0,1.4037060080248078,0.1000000952422087,Iris-setosa
+29,6.705944192047426,2.964409430529856,4.801438669470695,1.4965945318906781,Iris-versicolor
+30,5.934106041982584,2.226293052781151,4.013480049770462,0.9432545983967395,Iris-versicolor
+31,6.695503521103675,3.0,5.033897620042281,1.7273420452529291,Iris-versicolor
+32,5.391461986978628,3.926982770535392,1.2527427231898394,0.3900748272320753,Iris-setosa
+33,5.482319852020207,3.596275910436224,1.4986115893433516,0.27620000748244966,Iris-setosa
+34,5.046345068471149,3.2911928397902996,1.6820081347973639,0.5130399263809876,Iris-setosa
+35,6.485253001463152,3.129578945803702,5.059966888149393,2.0857051602729015,Iris-virginica
+36,6.062141431097785,2.592752632009349,5.579644262691712,1.3984625517851217,Iris-virginica
+37,6.1259271507460396,2.8292173050859644,4.709995959579998,1.2739571293718464,Iris-versicolor
+38,5.031509458136451,3.708019065473967,1.4093491852438527,0.2182831886361034,Iris-setosa
+39,4.776021330560965,3.3883260320491635,1.664942921058517,0.20044403047917275,Iris-setosa
+40,5.151123723014085,2.70259445337952,3.9069927893672145,1.4158768120252743,Iris-versicolor
+41,6.28127062766086,3.2951685993897404,5.9865503720359685,2.5,Iris-virginica
+42,5.618612737159802,2.4959622983146232,3.918480397826777,1.0738080240552381,Iris-versicolor
+43,4.3,3.0,1.0949442169716217,0.1,Iris-setosa
+44,4.879640658756986,3.0511968447632745,1.4864666444779344,0.1,Iris-setosa
+45,5.497610137923979,2.31412455248887,3.66642380435581,0.7906205536194385,Iris-versicolor
+46,5.094696919906072,3.7632623073632687,1.5378372072771134,0.2093160969261211,Iris-setosa
+47,4.3,3.0,1.0993350369609072,0.1,Iris-setosa
+48,4.795754359661264,3.4041018124612394,1.7817103814814748,0.20098909745122331,Iris-setosa
+49,4.990197596980555,2.0,3.3569045779205333,0.9226639544064956,Iris-versicolor
+50,4.985878126448816,2.0,3.6026361409933316,0.9765451564816942,Iris-versicolor
+51,5.649414240931901,2.8930788873270843,4.059196562968086,1.34343671113162,Iris-versicolor
+52,6.805235297247415,3.1089740615433388,5.087686535403623,2.2895792182101857,Iris-virginica
+53,6.077875660656228,2.7604075410491653,4.671196639050429,1.157785029607091,Iris-versicolor
+54,6.275928585621311,3.293532402913035,6.039966923738994,2.4999998100624707,Iris-virginica
+55,6.678525895429858,2.4958354030498295,5.801066952341972,1.807780552619349,Iris-virginica
+56,6.067533747545527,3.387080750230748,4.5702482541674865,1.6027454047957164,Iris-versicolor
+57,4.3,2.997278899141606,1.0828077268769676,0.1,Iris-setosa
+58,4.808714128358429,3.406265411977597,1.9473766213339982,0.19670190830014772,Iris-setosa
+59,7.51745044981006,3.0,6.4343502940246164,2.028389528268136,Iris-virginica
+60,6.220762068122052,3.3316079044235685,4.625924566940336,1.596882072141419,Iris-versicolor
+61,6.189730069780556,2.214719895510972,4.485498459056413,1.4802616248656535,Iris-versicolor
+62,6.956849214469753,3.072365591765419,5.065518553104589,2.3007585928423366,Iris-virginica
+63,4.778713213605401,3.384719968390074,1.595225336571642,0.19458327936274217,Iris-setosa
+64,6.747511054475301,2.51094000552722,5.79919678921972,1.8242698805399928,Iris-virginica
+65,7.713596581968338,2.6109199868779216,6.9,2.2939099941886423,Iris-virginica
+66,6.719147428495674,3.0,5.02328488701665,1.709192096692113,Iris-versicolor
+67,6.363638860533247,3.273582100517416,5.171640277577484,2.1494800742299764,Iris-virginica
+68,4.9949070706409096,3.4061928809293303,1.767732418419894,0.4128822915687861,Iris-setosa
+69,6.059108286769843,2.5920817935469045,5.589516383958154,1.3665488901140275,Iris-virginica
+70,6.304394753342331,2.5045451150557283,4.984398717584464,1.9009414316230797,Iris-virginica
+71,6.286406288283157,2.512470812809413,4.94738425704104,1.8139743578239298,Iris-virginica
+72,4.57615698856905,3.5746297073331825,1.0,0.2048299131314029,Iris-setosa
+73,7.89999874579112,3.839410710826815,6.403592997037561,1.9834566657049846,Iris-virginica
+74,5.87551722655761,2.8009486588328896,4.6114178209755625,1.2452013978180847,Iris-versicolor
+75,5.804076189479385,2.80650476837454,5.0800688682736785,2.440114646713712,Iris-virginica
+76,5.385722540836481,3.8845503073271774,1.2930780469071093,0.4402923185053754,Iris-setosa
+77,5.710802677015392,2.894179533673987,4.023938379843118,1.2404564896983934,Iris-versicolor
+78,6.6813043705579425,3.0,4.99979309628342,1.712398635586168,Iris-versicolor
+79,5.765182850440701,2.7023145363715044,5.087917008037299,1.8912822434588652,Iris-virginica
+80,5.090616586376107,3.174945978311914,1.7566287792813433,0.2668393314616547,Iris-setosa
+81,6.712835993592774,3.05283368504479,4.820051342928432,1.5400146697304127,Iris-versicolor
+82,5.585830019542367,2.801620891511414,4.27947839779213,1.395366253043335,Iris-versicolor
+83,5.681409311397259,2.707082908143803,4.313902038126943,1.2376005737906666,Iris-versicolor
+84,5.7796627255279125,2.708655609314504,5.112405215810585,1.9379937611405795,Iris-virginica
+85,4.511050135637034,3.2169336526239243,1.3366872347341605,0.1946859282604561,Iris-setosa
+86,6.023778068962491,2.2609130360701597,5.001816958376491,1.5090437831223942,Iris-virginica
+87,4.817507990382477,3.3996693494144576,1.7745123123977709,0.20516856082368856,Iris-setosa
+88,6.212624182109807,2.5664448086373266,4.928390933689638,1.781364316691356,Iris-virginica
+89,5.909631303913086,3.2123241151488524,4.820305813718685,1.7673848694808214,Iris-versicolor
+90,5.521499563734491,4.2,1.4048521676260664,0.2094508000329492,Iris-setosa
+91,5.679082460008993,2.900968341983217,4.456769624660881,1.3207501924251452,Iris-versicolor
+92,4.752939485624885,3.3953887983470374,1.9402026290416554,0.2004393896747844,Iris-setosa
+93,5.487630059841267,4.199999237424735,1.401729586536974,0.2006057522904307,Iris-setosa
+94,4.594841194227493,3.6262488088066367,1.0,0.1942755244267937,Iris-setosa
+95,6.3416340543663265,3.2882030607360826,6.033236956493004,2.499999543121515,Iris-virginica
+96,5.019142374179175,3.3739281901314446,1.6776962403307933,0.5231853792939456,Iris-setosa
+97,6.049703249710561,2.227019715009369,4.999834939790239,1.5197179381207757,Iris-virginica
+98,5.124038954233583,3.264841251189489,1.590103412973301,0.2743646479307277,Iris-setosa
+99,5.804184901493432,2.823832816833385,5.223880274326163,2.4125136661063262,Iris-virginica
+100,6.68574155921873,3.0,4.9925588391009725,1.6820959754810778,Iris-versicolor
+101,5.592916398693038,2.868244992615682,3.6140718560480427,1.2569023133285901,Iris-versicolor
+102,4.914476947022757,2.0,3.5628573579748033,1.0374517648658779,Iris-versicolor
+103,6.068089542371894,2.602822301887856,5.493630793145789,1.5162587701746408,Iris-virginica
+104,5.535064623023984,2.5456518763392877,3.801905174371476,1.1711918150611476,Iris-versicolor
+105,4.777644881057979,3.0,1.4069981529049722,0.2836570144228538,Iris-setosa
+106,5.7318148375509095,3.0,4.264509671869323,1.244376750049454,Iris-versicolor
+107,5.530634568060515,3.0,4.390163913091395,1.4425303925099047,Iris-versicolor
+108,6.748946625429895,2.5063379326200304,5.941833549963846,1.818282200903364,Iris-virginica
+109,5.04535075587992,2.0,3.572391544716814,0.9954974426484032,Iris-versicolor
+110,5.791151984876747,2.7985763124400593,5.140656356493438,2.393250406174614,Iris-virginica
+111,6.673203712793912,3.0,4.571424203033018,1.4213274027534035,Iris-versicolor
+112,6.019507607179236,2.908290141738301,4.55069122307091,1.3960635132947323,Iris-versicolor
+113,7.899999009332994,3.766733220242459,6.416063900306143,2.0402868502014666,Iris-virginica
+114,4.5772082180893365,3.657663468926058,1.0,0.20096892510186043,Iris-setosa
+115,7.704943429246929,2.609129616634941,6.9,2.3142269896974086,Iris-virginica
+116,5.321205433046939,3.4042221953174354,1.455900750312095,0.2718399227855352,Iris-setosa
+117,6.109035595982464,2.273399185914583,5.03237616370344,1.5723194149730633,Iris-virginica
+118,6.260164529410343,2.578140399400465,4.957021274562942,1.8647068805839548,Iris-virginica
+119,7.9,3.857580286519433,6.398616941744253,2.038434697130888,Iris-virginica
diff --git a/iris/tab_ddpm/2_0/11/test.csv b/iris/tab_ddpm/2_0/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/11/train.csv b/iris/tab_ddpm/2_0/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/11/val.csv b/iris/tab_ddpm/2_0/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/12/synth.csv b/iris/tab_ddpm/2_0/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..53c487c21d5c7d5664497297d231f35b667f5f47
--- /dev/null
+++ b/iris/tab_ddpm/2_0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.494008902777905,3.116938438541618,5.231996136691454,2.258492196902846,Iris-virginica
+1,6.608572642962392,3.0,4.400205090828016,1.385994520760521,Iris-versicolor
+2,5.463244095393248,4.2,1.380653324323942,0.19949427122490623,Iris-setosa
+3,5.0558888342016255,3.1157535230110187,1.8146976239012191,0.24961957894728726,Iris-setosa
+4,5.855541958556594,2.762620055351784,5.061764382122909,2.041414332045777,Iris-virginica
+5,5.899115900070525,2.830043998961636,4.592539374390945,1.2589873769173057,Iris-versicolor
+6,5.753141956589085,3.046578246961785,4.649286133795227,1.6199733408394534,Iris-versicolor
+7,5.795239169574166,2.6678915344460146,4.071266340891434,0.836084044344136,Iris-versicolor
+8,6.293338840943704,3.256203761222758,5.214087277726913,2.1604947491455726,Iris-virginica
+9,4.87046437796478,3.0449826113194285,1.4555753484505627,0.1,Iris-setosa
+10,4.791030048428669,3.3850929746218785,1.7146382695193547,0.2036058151192685,Iris-setosa
+11,4.3,3.0,1.0948587143473678,0.10000009574426783,Iris-setosa
+12,7.584880096166078,3.0,6.589063015564967,2.1488238521923266,Iris-virginica
+13,5.665461981360161,2.48414226054508,3.985746009611314,1.1404890796055323,Iris-versicolor
+14,5.427964893055679,3.0,4.488177370458836,1.4874793305591867,Iris-versicolor
+15,5.814692331440481,2.699786210623927,4.040965889199627,0.9146850318210838,Iris-versicolor
+16,6.591471490766151,3.0,4.974020431718272,1.6857864158989142,Iris-versicolor
+17,4.812730036546042,3.0,1.4020168718425823,0.31561572850622915,Iris-setosa
+18,4.88857374025707,3.0467964966776133,1.4864900629525826,0.1,Iris-setosa
+19,5.293797923872918,3.7470436786541947,1.3925942368852628,0.25070169852409496,Iris-setosa
+20,7.680970775654725,2.5862208100768167,6.9,2.284061296860941,Iris-virginica
+21,6.173219104496024,2.9113662683878294,4.663786209464642,1.4755187944403032,Iris-versicolor
+22,7.9,3.733263021871535,6.41001250219936,2.035016932996183,Iris-virginica
+23,4.3000007551912605,3.0,1.1010011368443866,0.10000010215333655,Iris-setosa
+24,6.246301405504605,3.288575046782532,5.947475439211007,2.4999996607974446,Iris-virginica
+25,4.838046303525234,3.0,1.4191505363839074,0.10000012259947004,Iris-setosa
+26,4.413263677269821,3.192838876601809,1.3115944438750722,0.19904324459106387,Iris-setosa
+27,6.222870690795831,2.887372477260903,4.707262609586533,1.3472638949357325,Iris-versicolor
+28,5.404710329587098,3.872822175408622,1.3335962387786682,0.3624995726331993,Iris-setosa
+29,5.808740192826453,2.7544297240445097,4.308844884546634,1.138747153204886,Iris-versicolor
+30,5.82280160264761,2.83156990861447,5.083985029154546,2.4028260760718956,Iris-virginica
+31,6.448674891264797,2.527373528337128,5.482505969225107,1.8047075287895695,Iris-virginica
+32,5.676565445894509,3.0,4.226909909449896,1.2682121673255073,Iris-versicolor
+33,4.842902722208733,3.0,1.4116681205160735,0.3129770604612096,Iris-setosa
+34,4.701837016839317,3.2323264859066807,1.386243717561995,0.20262755459854384,Iris-setosa
+35,5.013506079394306,3.0,1.7202684467258489,0.19642069591118252,Iris-setosa
+36,6.23355144860589,3.345598214811272,5.249617165518755,2.1636867832428734,Iris-virginica
+37,6.107283411089165,2.8412756230968608,4.434510117443966,1.3962363708241998,Iris-versicolor
+38,6.2134905507968705,3.3927352806577935,5.570980948973171,2.3260275970515942,Iris-virginica
+39,5.1590865480942485,3.4133969526437906,1.3906183536930663,0.2007583984924435,Iris-setosa
+40,6.17390733688727,2.8638410092863724,4.5700002386733765,1.5047877651531478,Iris-versicolor
+41,5.320310107754557,3.3862024360815064,1.5427345610499001,0.48064991067360163,Iris-setosa
+42,5.691220923183043,3.0,4.232826614367712,1.2359454677599098,Iris-versicolor
+43,5.327622996270795,3.0,4.40169795118217,1.4985273260834522,Iris-versicolor
+44,6.479256369166885,2.7892884306624683,4.524156244454655,1.5179083450109678,Iris-versicolor
+45,5.216742172705685,2.446803245915471,3.0666044955692935,1.0559592723101936,Iris-versicolor
+46,6.545713736915871,3.0,4.402846190565268,1.3961456995646129,Iris-versicolor
+47,5.487014733439157,2.4073102748309476,3.7637063489935376,0.979132512740813,Iris-versicolor
+48,5.83795240383846,2.7832478335150372,4.602992642742297,1.1738403447529515,Iris-versicolor
+49,4.995890441321213,3.7114577072162778,1.424796473725904,0.20349243055459046,Iris-setosa
+50,5.3025661818708745,2.583456672926655,3.5723594198717525,1.1739103116473109,Iris-versicolor
+51,4.956475729099467,3.0,1.544119321055354,0.20299911319604028,Iris-setosa
+52,7.66808203297861,2.6059438293892856,6.89999834340499,2.2933510856569264,Iris-virginica
+53,4.785310623487763,3.3964838763694494,1.8157037343526572,0.19677258472444725,Iris-setosa
+54,7.659473322977892,2.6023069018891305,6.9,2.252832780016877,Iris-virginica
+55,5.044150777750189,2.0000006319258845,3.6631528722199036,1.0105255931545307,Iris-versicolor
+56,7.639633716114634,3.0,6.483050611846782,2.1227905547563486,Iris-virginica
+57,5.698008869942029,3.0,4.217930385463708,1.1936218407267634,Iris-versicolor
+58,6.283183030219293,3.4099787884718933,5.60283639766437,2.397497504749004,Iris-virginica
+59,7.693883076522993,2.784523084589704,6.7159035099194195,1.96922498510873,Iris-virginica
+60,4.921269985824095,3.1118917323307884,1.4937365412322203,0.1,Iris-setosa
+61,5.134611961703219,2.5194842418442867,3.267826517810553,1.1367192904568946,Iris-versicolor
+62,6.411270937207771,2.8097453982466414,4.589116680267905,1.4408674848540537,Iris-versicolor
+63,5.4927760682032325,3.0,4.556784744230581,1.5094903655248553,Iris-versicolor
+64,4.796146052549394,3.398609859656079,1.813163993837416,0.20137060909301643,Iris-setosa
+65,4.881512270744719,3.423678874931635,1.556830784610536,0.2016900189784893,Iris-setosa
+66,6.296245416610818,2.7643742877838857,4.591126120107945,1.3996918360129167,Iris-versicolor
+67,5.052462035890377,3.615218990013188,1.3900796101160227,0.2029671013480347,Iris-setosa
+68,5.011410437623264,2.0,3.667015390011427,1.0017622658901375,Iris-versicolor
+69,5.84403754937292,3.1622912392956684,4.753554228663441,1.7075337457337816,Iris-versicolor
+70,7.597199431153451,3.0,6.498523000875337,2.191719154276655,Iris-virginica
+71,5.459535015179204,4.199999123713637,1.3912084040204262,0.21529143227111044,Iris-setosa
+72,5.4018437364442615,3.8712668141749944,1.3020858681394016,0.33746809854530047,Iris-setosa
+73,5.037276431165355,2.000001067366755,3.583252579932008,1.031951247624741,Iris-versicolor
+74,5.531301767755986,3.6107527697742445,1.5050006411644208,0.2953426055629031,Iris-setosa
+75,5.0347758141058865,2.000000554488118,3.6798637861412455,0.9657794128189108,Iris-versicolor
+76,4.982964254746159,2.0000006474423873,3.3924399994125407,1.0084134875750692,Iris-versicolor
+77,6.225641324085115,2.390156710558997,4.993055149101918,1.7908333434561912,Iris-virginica
+78,5.803306676480038,2.765716398181806,5.126156283263663,2.3115774721262343,Iris-virginica
+79,4.990470339222025,2.0000005315130416,3.4119515960969986,1.010096887220348,Iris-versicolor
+80,6.7847715188752336,2.8132168004487066,4.799997573671367,1.427820283605669,Iris-versicolor
+81,5.610187958663509,2.5015213876652833,3.7954978218609856,1.0550704106167426,Iris-versicolor
+82,5.200774128794687,2.5059610777718975,3.4970792785073637,1.1881060418055092,Iris-versicolor
+83,5.761218712936223,2.70060551627717,4.053744134245428,0.9981895508893893,Iris-versicolor
+84,4.983459320489561,3.0,1.5904184724544197,0.22104681030236392,Iris-setosa
+85,4.3,3.0,1.092548772637758,0.1,Iris-setosa
+86,5.606819378459278,3.0,4.5526566896245475,1.5179388842368073,Iris-versicolor
+87,6.060378390044092,2.1992502191295586,4.070253753672479,1.0514117977145079,Iris-versicolor
+88,5.17524723778369,3.410931357896648,1.3946804125209726,0.20220354669683865,Iris-setosa
+89,6.4063331289876775,3.1702644917405145,5.171378692047848,2.1880416930858453,Iris-virginica
+90,7.698363799706377,2.5995089934078015,6.899997669821546,2.2989302094599076,Iris-virginica
+91,5.878480603788706,3.1944165297259337,4.7758614606936005,1.78436635615745,Iris-versicolor
+92,5.549786692480844,2.546932507682855,4.069145396993378,1.2211360282860213,Iris-versicolor
+93,5.252300091502952,2.5657799492766737,3.7899834556797356,1.3389431313194153,Iris-versicolor
+94,7.719721020333409,2.809990036609394,6.7096260314412115,1.987779130963142,Iris-virginica
+95,6.802292049727882,3.1141762401529127,5.133779275228648,2.270556941200627,Iris-virginica
+96,6.716751202998396,3.0605417816483302,4.853517026852473,1.5904124016558943,Iris-versicolor
+97,6.296666826099039,3.386358952660358,5.601490889476477,2.3930877789538263,Iris-virginica
+98,4.390386927876742,2.8845442465204387,1.3922962054976156,0.19721263168825148,Iris-setosa
+99,5.905158262349654,2.1458969687520986,4.937806361600608,1.427396740720872,Iris-virginica
+100,7.113292897817241,3.2021626825876153,5.978045388743773,1.8344685503433382,Iris-virginica
+101,4.6269714226433,3.1228389714234623,1.4322074781746936,0.20145313874197532,Iris-setosa
+102,5.808674015390617,2.7720333818318443,5.199118449890641,2.3979715382220466,Iris-virginica
+103,5.137036024865751,3.4835389818931635,1.3979663399686482,0.2032137538859506,Iris-setosa
+104,5.265014177697881,2.513145868937024,3.7171616440164708,1.2896531961770776,Iris-versicolor
+105,5.237774659088673,3.7175818039583306,1.3727620048296838,0.22958090725348126,Iris-setosa
+106,6.7464962851159305,3.0794876889322897,5.096357104856205,2.267364810167728,Iris-virginica
+107,5.5280050578143545,3.0,4.505811283989525,1.5045448540977155,Iris-versicolor
+108,7.701933722684197,2.8625526414320204,6.6946273259463585,2.05117405906504,Iris-virginica
+109,6.037689838763639,2.184053577726285,3.9939080017922337,1.0111299157689522,Iris-versicolor
+110,6.267065970700002,3.2883133216769855,5.963197417292342,2.4999997642649667,Iris-virginica
+111,4.300000811517361,3.0,1.0997449901829406,0.10000010287585186,Iris-setosa
+112,5.7684748030774395,2.8082520221673994,5.132178074533989,2.410512454137982,Iris-virginica
+113,5.01836693811495,3.0,1.6156155669823422,0.19212603104337095,Iris-setosa
+114,4.45739758569093,3.223741681120513,1.3489117137612112,0.1937187994976901,Iris-setosa
+115,5.0061704348327245,3.6004306529513137,1.3849682608087546,0.19818311342815492,Iris-setosa
+116,7.6956943627857965,2.5775741041434346,6.9,2.282887406549615,Iris-virginica
+117,6.6507506031990635,2.502272427758271,5.730321650110315,1.7931827283899466,Iris-virginica
+118,6.068326718644485,2.7259530707173445,4.624402055208517,1.0856616200724234,Iris-versicolor
+119,6.247663694345325,3.340646628427352,4.650075671497531,1.5990305769100688,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/12/test.csv b/iris/tab_ddpm/2_0/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/12/train.csv b/iris/tab_ddpm/2_0/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/12/val.csv b/iris/tab_ddpm/2_0/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/13/synth.csv b/iris/tab_ddpm/2_0/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..792a493c360886fddf7cb3ea1fdf259e22767df0
--- /dev/null
+++ b/iris/tab_ddpm/2_0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.805169422510069,2.6700371197642188,5.0809936482178095,1.878858267029565,Iris-virginica
+1,5.009036692500469,2.0000005713380724,3.548739198800236,0.8592765631769292,Iris-versicolor
+2,4.489820077465299,3.0,1.4465501634636002,0.20248133265853294,Iris-setosa
+3,5.800227125956334,2.689979215006135,5.0956275215628155,1.8801160793444431,Iris-virginica
+4,7.310916361922092,3.0359601485171988,5.595042252854501,2.3207226930940448,Iris-virginica
+5,5.023386883055868,2.0000006297838238,3.5685140760134466,0.9722804460680237,Iris-versicolor
+6,5.634205392403663,2.9965047032796157,3.8732422136482736,1.2871357520230204,Iris-versicolor
+7,5.523287643675158,3.6258873143725467,1.4753235862521255,0.3877259288021972,Iris-setosa
+8,4.806050873041853,3.0,1.3823132867250387,0.2699226263200637,Iris-setosa
+9,6.0757545858547495,2.274475383166451,5.058227994567655,1.5371323200824059,Iris-virginica
+10,7.671860396547312,2.6006307236919257,6.899998434036224,2.258382435711261,Iris-virginica
+11,4.300000584872543,3.0,1.101596291215799,0.10000010711757605,Iris-setosa
+12,7.078897404953651,3.195762320359381,5.9622217139241975,1.7872899738972543,Iris-virginica
+13,4.888588577903172,3.0862417484277236,1.4821508502832237,0.1,Iris-setosa
+14,6.531006803273342,2.793038503800897,4.622288266080081,1.4516104732779544,Iris-versicolor
+15,5.950445218718881,2.7521620017396558,4.5265256901014475,1.0699597441089714,Iris-versicolor
+16,7.681201954125178,2.610619123498293,6.899998457170085,2.2952561785248666,Iris-virginica
+17,6.251080107150747,3.312545062520698,5.943641706805831,2.5,Iris-virginica
+18,4.300000606059583,3.0,1.093506677677679,0.10000011870045131,Iris-setosa
+19,7.701872614080015,2.6039403993383896,6.899998839852532,2.268985255430829,Iris-virginica
+20,6.289829431315897,3.406409897489374,5.552890190419769,2.3921665843428013,Iris-virginica
+21,5.194126080668132,3.4072446810523753,1.3842668182793059,0.19980766234417685,Iris-setosa
+22,4.792106110429843,3.0,1.3997300549840508,0.1000000900790203,Iris-setosa
+23,6.678488278677362,3.1474521921151917,4.7499124165264845,1.5066085671219718,Iris-versicolor
+24,6.221433266534507,2.234575266858329,4.458631093955147,1.4765017169698387,Iris-versicolor
+25,5.045741474796996,3.2501138240911036,1.5817797681194776,0.44798376614680724,Iris-setosa
+26,7.684674068537805,2.5924543629386982,6.9,2.302610090747639,Iris-virginica
+27,5.004880608788011,2.0,3.2767965215740205,1.0543386154220782,Iris-versicolor
+28,5.789232047672383,2.7058454951222997,5.082004007778571,1.9363387132915129,Iris-virginica
+29,7.739440971762409,2.6018555853966747,6.9,2.308473671266515,Iris-virginica
+30,6.171527665873835,2.772269256040005,4.832615088841053,1.8154888528560222,Iris-virginica
+31,5.380786656715374,3.9600783917306805,1.2719443739339356,0.5077679699297422,Iris-setosa
+32,6.704741745782089,3.0,5.005162914306009,1.7084980991292567,Iris-versicolor
+33,7.713508897324585,2.6103658180525384,6.89999856064413,2.2761811883119205,Iris-virginica
+34,6.173775387446458,3.4041083727133876,5.408107863874612,2.3010612611872276,Iris-virginica
+35,4.76415356547942,3.0,1.4009501005542517,0.27226190873002015,Iris-setosa
+36,4.913098339089686,3.112444125432768,1.4999976454891877,0.1,Iris-setosa
+37,6.414923063283563,3.0295046760902915,5.0308703956258825,1.8744584115324512,Iris-virginica
+38,6.03751529638112,3.3882578581176697,4.5281385916219845,1.6102453211311984,Iris-versicolor
+39,5.78615665232879,2.7098340335003552,5.095492433457684,1.9030515542179134,Iris-virginica
+40,4.541668517770612,3.162836109717308,1.3752197743074412,0.1967434063564682,Iris-setosa
+41,5.064240428858502,3.7100319939089035,1.53001625757656,0.20341733720255664,Iris-setosa
+42,4.809948303548471,3.0,1.415058277231023,0.27026375089653054,Iris-setosa
+43,6.143212560326204,2.6057870715681766,5.632949269688535,1.4599723179443505,Iris-virginica
+44,4.447130194021722,3.0,1.3774151438566276,0.211017671496174,Iris-setosa
+45,4.300000903579707,3.0,1.0981110339909907,0.10000016922212042,Iris-setosa
+46,6.1287160236226095,2.590937666489221,5.631286790966325,1.4128738067916147,Iris-virginica
+47,4.3,3.0,1.0895972931478763,0.1,Iris-setosa
+48,6.267231693440649,3.35193326997311,5.356103353389216,2.278288712310948,Iris-virginica
+49,4.769916040690395,3.401783409136011,1.6507023124246447,0.20027712315102258,Iris-setosa
+50,5.503755421853674,4.2,1.4048950273588086,0.20876158601960831,Iris-setosa
+51,6.198730164701727,3.3936354192008666,5.411229988545008,2.301009432358304,Iris-virginica
+52,4.964833781657662,2.0,3.6241361199629525,0.998141903562,Iris-versicolor
+53,5.681982949312774,3.7802037534618735,1.8367519847962421,0.3203566373253598,Iris-setosa
+54,6.302674543826996,2.654059039099895,4.9530758198946545,1.8307127678835609,Iris-virginica
+55,6.320114437964391,3.3048853544320513,5.951035280664725,2.499999747716044,Iris-virginica
+56,5.8589873637353485,2.8688930961996446,4.4581465551373105,1.4065324576825358,Iris-versicolor
+57,7.678597391322978,2.5781058282153397,6.9,2.2929018158024768,Iris-virginica
+58,7.101889687869144,3.2143272835078966,5.84851538667007,1.8271505886408037,Iris-virginica
+59,5.0238632752502825,3.0,1.7239809153999277,0.19914709501388544,Iris-setosa
+60,5.781121670082342,2.6930974368139586,5.102450780167151,1.9035629510674306,Iris-virginica
+61,6.3122859981487585,3.3142754918820985,6.030210799877952,2.5,Iris-virginica
+62,6.295757180415197,2.6736192986942457,4.896810385008388,1.8089528111532946,Iris-virginica
+63,4.997208566584833,3.6066937840323003,1.4172449387884205,0.20029882725721437,Iris-setosa
+64,7.671702495832233,2.773500658788397,6.690028395474971,1.9731880226072658,Iris-virginica
+65,5.130062155371306,3.8085006499448824,1.6787265176147517,0.20216771957542662,Iris-setosa
+66,6.945885854787204,3.1746700721607546,5.856486503727676,2.310787196899081,Iris-virginica
+67,4.396351266115141,2.9081725008599433,1.3902178546705004,0.18887014655364248,Iris-setosa
+68,5.524157882034004,4.2,1.4148762781216107,0.21513212925602868,Iris-setosa
+69,5.707471571231242,2.841667136803767,4.319238544170593,1.3588555210278703,Iris-versicolor
+70,4.300000615292977,3.0,1.1006217936199985,0.10000015001007616,Iris-setosa
+71,5.80762250677643,2.660215589434413,5.086679049680998,1.8621928069909006,Iris-virginica
+72,4.581037801901264,3.2441078210377983,1.4345370398151374,0.19850585617318137,Iris-setosa
+73,6.035636887119414,2.927522221061797,4.587489007842273,1.414187803165943,Iris-versicolor
+74,4.769030796286307,3.0,1.366111304834468,0.1000001174985499,Iris-setosa
+75,7.728406740048234,2.59814374026283,6.899998420150111,2.297114301113735,Iris-virginica
+76,4.384261819661082,3.1901998630528485,1.2862723401847482,0.20113471416099213,Iris-setosa
+77,4.422636563536581,3.0,1.4046620398727294,0.21075141406737755,Iris-setosa
+78,6.603353493175516,2.7935924826786813,4.728059905518899,1.4771789074771897,Iris-versicolor
+79,6.245104340623818,3.464296689200199,5.482742559761545,2.3338099815822897,Iris-virginica
+80,6.356219947128793,2.534838257421566,4.9910015647409525,1.8981389150006467,Iris-virginica
+81,4.992042750258696,3.0,1.6057429612519483,0.19770463385596568,Iris-setosa
+82,4.79058622029998,3.0,1.3833319346831883,0.29847182921738985,Iris-setosa
+83,5.139228616084872,2.5099374039327165,3.5992051078663096,1.1972260700414845,Iris-versicolor
+84,6.289959879566078,3.2916626184499442,5.973107839976621,2.499999718975511,Iris-virginica
+85,6.966706025897466,3.087487610134606,5.200198572772674,2.2995684544164527,Iris-virginica
+86,4.562381005503471,3.206619970089531,1.4045290233186942,0.1946310066189615,Iris-setosa
+87,7.21096114441777,3.2094032615632373,6.065801353885309,1.788784055928574,Iris-virginica
+88,6.8588407236833255,3.133465914324282,5.998056065682919,2.2944908718087227,Iris-virginica
+89,7.741979548346845,2.6062851002738685,6.9,2.329791608830445,Iris-virginica
+90,5.006801046355042,2.0000004964788936,3.6618860879136204,0.9976143401967723,Iris-versicolor
+91,6.269510609992543,2.745990971246773,4.89945716390117,1.7810547498432365,Iris-virginica
+92,7.658571680361797,2.6238996625453845,6.8999982910455735,2.2892166473193534,Iris-virginica
+93,5.846329080678925,2.7688999517641495,5.083244270588981,2.227426755054159,Iris-virginica
+94,5.835040912536552,2.895132787348782,4.294206396038568,1.2013312187387704,Iris-versicolor
+95,7.7214410361918935,2.5976432049683034,6.9,2.310938916034333,Iris-virginica
+96,7.729722627625958,2.6188466418863947,6.9,2.3230742775861666,Iris-virginica
+97,6.744856971943606,2.531588538246272,5.892294049007574,1.8127929404319865,Iris-virginica
+98,5.104253582057953,2.551167198140429,3.453416932310594,1.2448508886764917,Iris-versicolor
+99,7.741525523945284,2.649306492266526,6.9,2.3020508459371416,Iris-virginica
+100,7.702404137932477,2.6299717775052107,6.9,2.3006026018257457,Iris-virginica
+101,6.011113702191755,3.398040060638313,4.556976830066238,1.5970659196767736,Iris-versicolor
+102,7.629341100764117,3.0,6.325373220561974,2.202967796066142,Iris-virginica
+103,5.964890267176936,3.4531179064378748,4.454684843090342,1.597594463733596,Iris-versicolor
+104,7.658011039639643,3.0,6.618541718935657,2.0881883153400347,Iris-virginica
+105,4.799888940811575,3.0,1.3879065275517142,0.33554479128116826,Iris-setosa
+106,7.7195604664027195,3.0,6.1515334832281505,2.2867029337112457,Iris-virginica
+107,5.29513548831856,2.5353500920546224,3.7982808895623705,1.3243766936251329,Iris-versicolor
+108,7.9,3.7470454612678656,6.4767940739294945,1.98162822562773,Iris-virginica
+109,5.988938659706624,2.894421750821756,4.434874089851599,1.5114292519465131,Iris-versicolor
+110,5.792748187732099,2.8018570072102227,5.208730735684331,2.4123655533473247,Iris-virginica
+111,6.270115144865732,2.7740192376949215,4.8601357123941975,1.8195952025866031,Iris-virginica
+112,5.653923134495607,2.9573773501031178,3.7910641496369895,1.3026399320679034,Iris-versicolor
+113,5.695631370810571,2.8647166233147043,4.027247327064304,1.0619376238033365,Iris-versicolor
+114,5.720014564871794,3.0,4.544254336978076,1.4856145494845268,Iris-versicolor
+115,5.150063517337146,3.634400230061493,1.3896352707432724,0.21938300184327186,Iris-setosa
+116,4.831539151903565,3.404284797458308,1.9884829479977273,0.2008395042927554,Iris-setosa
+117,7.696257164093441,2.590587429950711,6.9,2.236938256379278,Iris-virginica
+118,6.188340955462887,2.213055077706414,4.506542191399349,1.499294098912581,Iris-versicolor
+119,7.305060171920748,3.1812865236361842,6.050157152487273,1.777442628064161,Iris-virginica
diff --git a/iris/tab_ddpm/2_0/13/test.csv b/iris/tab_ddpm/2_0/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/13/train.csv b/iris/tab_ddpm/2_0/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/13/val.csv b/iris/tab_ddpm/2_0/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/14/synth.csv b/iris/tab_ddpm/2_0/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..463a3d2592955e2464eed40abfcc49ac6e84ce1e
--- /dev/null
+++ b/iris/tab_ddpm/2_0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.662995254367264,2.365399617183551,3.819620640198865,0.9537327252410149,Iris-versicolor
+1,6.0442905989413624,2.8348139005485873,4.565016742169969,1.1682353133863594,Iris-versicolor
+2,5.895861926377151,2.796212338866917,4.5902430060535435,1.1958524743230399,Iris-versicolor
+3,4.973499205282553,2.0,3.0107763127514575,0.9532149391527327,Iris-versicolor
+4,5.46884812181214,2.870415982759299,3.7448675804739606,1.3970688682414243,Iris-versicolor
+5,4.597706946731234,3.643566105531742,1.0,0.20034136580725612,Iris-setosa
+6,6.78362209455609,3.2081872624183334,5.715395379470996,1.8987705321616588,Iris-virginica
+7,6.142669946885672,2.6035087494194835,5.58694145400172,1.4251208609367876,Iris-virginica
+8,4.3,3.0,1.0994926332093633,0.1,Iris-setosa
+9,5.059868064072972,3.5222741976813015,1.3930042738493764,0.201377777593525,Iris-setosa
+10,7.618265469488733,3.0,6.608198027740204,2.1072636945218255,Iris-virginica
+11,6.306810161994525,2.688945516201762,4.91620892237923,1.7713122591067911,Iris-virginica
+12,5.687653638267592,2.996495512122028,4.137324208566962,1.1942403108668418,Iris-versicolor
+13,5.007589025360357,3.0,1.7155102093768648,0.20579530676376784,Iris-setosa
+14,5.019792885824559,2.000000796349917,3.6048406638531048,0.901647002061364,Iris-versicolor
+15,4.3,3.0,1.0889068098760992,0.1,Iris-setosa
+16,7.678348726304439,2.903737212001759,6.663935145146074,2.0198658166033225,Iris-virginica
+17,5.657496604186525,3.0,3.993960873188918,1.2135948562345757,Iris-versicolor
+18,6.507265543898363,3.2023002310244233,5.06974807612266,2.040125918812336,Iris-virginica
+19,6.891996121073424,3.200219745755227,5.941208375714394,2.280654645271934,Iris-virginica
+20,6.2284442824793285,3.4002227754405085,5.439906894097143,2.3168579523167896,Iris-virginica
+21,5.190989993292414,2.4835755351813447,3.3982529523651808,1.1635468987393573,Iris-versicolor
+22,6.042802061185848,2.8064434994217464,4.664602093741348,1.1868426570188437,Iris-versicolor
+23,6.7495563871592,3.119977470738537,4.732267338805258,1.515310222144229,Iris-versicolor
+24,5.334849167521172,3.39905005387301,1.565104447290866,0.5105358876898006,Iris-setosa
+25,6.192859547782456,2.2145289041146103,4.498045288725447,1.4717296691082735,Iris-versicolor
+26,6.449791290015058,3.1541112117684156,5.3169131163961465,2.2924333675764457,Iris-virginica
+27,5.992848470263972,2.9187832088535868,4.611833286176681,1.4409088093370257,Iris-versicolor
+28,6.602424393332544,3.209344062124291,5.693750389050157,2.298211554014247,Iris-virginica
+29,6.048939670188334,2.8263717334129326,4.681872424590264,1.224272557184212,Iris-versicolor
+30,6.591800295591656,3.1353721904578524,5.557028379608461,2.285294735014124,Iris-virginica
+31,6.748359179035278,2.511318304419075,5.915034571827165,1.816350776380876,Iris-virginica
+32,6.276400341876738,2.4991082797027104,5.0094387071114586,1.856522366120576,Iris-virginica
+33,6.314514918924159,2.7432393601246936,4.800303777750829,1.8040709376624067,Iris-virginica
+34,4.4440511701026,3.222746422828625,1.3308568560071876,0.19944368239442833,Iris-setosa
+35,6.031040702214667,2.172132521216569,3.9811913107715333,1.0001812733484816,Iris-versicolor
+36,6.37398181752102,3.2843331894035854,4.7213465077448165,1.597748134975776,Iris-versicolor
+37,6.596784967204191,2.883927243624898,4.7066866637549944,1.562686597352033,Iris-versicolor
+38,6.913158480059964,3.208100186801692,5.787747227769084,2.303665229745107,Iris-virginica
+39,6.742891882376545,3.0961970826317415,5.117713925631996,2.3081883960675165,Iris-virginica
+40,4.670123532619248,3.631343872335334,1.0000004977011334,0.19857471746340577,Iris-setosa
+41,6.306568805291711,3.291361667024675,6.075676139301803,2.4999997188824743,Iris-virginica
+42,4.756104291149671,3.3867836355365113,2.1088075573724936,0.20022731747911213,Iris-setosa
+43,6.030910781473409,2.2536344216961144,5.039099180683779,1.5343482581444938,Iris-virginica
+44,5.64107897706201,3.72093310981784,1.5908491990708604,0.3206446063408006,Iris-setosa
+45,5.553852244296259,2.4750078243137796,3.8584951183820717,1.0533501919204076,Iris-versicolor
+46,5.549190750654169,2.5015017302050904,4.006026141035065,1.2097920376697957,Iris-versicolor
+47,6.563477373755746,3.0,5.810981926830708,2.1975205005256107,Iris-virginica
+48,6.301591368969723,2.6120492635596735,4.961789520250436,1.83470123283527,Iris-virginica
+49,4.9987675323731695,2.000000720577266,3.3237822679296594,1.0244021330318653,Iris-versicolor
+50,5.48508623040875,4.1999991110383235,1.3785576478763126,0.2002291792778596,Iris-setosa
+51,4.40668591635904,3.2416876204662843,1.3103432290046109,0.20115647648855528,Iris-setosa
+52,5.370545525294314,2.4431592576231207,3.707118049665746,1.0284606573846407,Iris-versicolor
+53,6.075493512932812,2.835533447673174,4.619093639049262,1.2000541307646049,Iris-versicolor
+54,4.81625752582305,3.4540596918734043,1.752082501342112,0.19610781583026368,Iris-setosa
+55,4.3,3.0,1.104784183761237,0.1,Iris-setosa
+56,4.948182228322182,2.0,3.390864552192208,0.8190218018385875,Iris-versicolor
+57,6.787369337137221,2.5051878645823518,6.026387111470531,1.8427469933954872,Iris-virginica
+58,5.001309305114634,3.5066635612444035,1.4087745348206104,0.19734371384519983,Iris-setosa
+59,5.461635047051025,3.4604435518448415,1.5623845235773188,0.35947312672707316,Iris-setosa
+60,7.1207406959926285,3.1860215494702344,5.958483914282996,1.7610942569717938,Iris-virginica
+61,6.263827850232655,2.7606257929415317,4.833203572440534,1.8039733071375332,Iris-virginica
+62,6.685235632369699,3.100969030957059,4.6981403860005075,1.4805854607361872,Iris-versicolor
+63,5.507643938983459,3.0,4.463653421791126,1.522546803472942,Iris-versicolor
+64,6.020766191045877,3.34417634477745,4.60737046240526,1.679517085437035,Iris-versicolor
+65,5.88972530705608,2.684455876644894,4.25299605353306,0.9669910424633631,Iris-versicolor
+66,6.39320006412643,3.0,5.7035810710920725,2.173115661133987,Iris-virginica
+67,6.276905676181091,3.3768765371646556,5.485582925726195,2.3296246989605245,Iris-virginica
+68,5.506658100066811,2.4653555421360096,3.9848220835524923,1.2812253057328022,Iris-versicolor
+69,7.70929928102637,2.6174422861193545,6.899998019727779,2.3053646496821685,Iris-virginica
+70,7.681220220560671,2.602140861831108,6.899998985540867,2.296239055613304,Iris-virginica
+71,5.666439985823722,2.3282057827891345,3.87342028876407,1.061207832200537,Iris-versicolor
+72,4.966027322759842,2.0,3.2711132375426866,1.0363325085802793,Iris-versicolor
+73,6.5803773113356865,2.8520690686602874,4.658149588843455,1.483335801631931,Iris-versicolor
+74,7.736393729002161,2.5991131830064265,6.899998217329731,2.314242323697122,Iris-virginica
+75,5.147064598899937,2.5079394351462536,2.884732296144156,1.1242729571618562,Iris-versicolor
+76,4.4221675106231775,2.9100803302102065,1.421479540855204,0.20209874643764358,Iris-setosa
+77,4.7998083959133355,3.400680295737194,1.5939562367524538,0.20241090128245004,Iris-setosa
+78,4.3,3.0,1.1006780966505587,0.1,Iris-setosa
+79,7.674681666453049,3.0,6.085060639287963,2.2946724275763604,Iris-virginica
+80,5.009865115895071,3.6950902959696434,1.4087203819506207,0.20908032187247344,Iris-setosa
+81,4.578647789655439,3.616785184028816,1.0,0.2049016823130711,Iris-setosa
+82,5.61751960767717,2.8451440046891214,3.8051457058444287,1.2564638902259495,Iris-versicolor
+83,6.561367732322957,3.1738360887914876,5.14673747177827,1.9804319005843756,Iris-virginica
+84,4.910175359156529,3.0937170043551245,1.5314905738149267,0.1000001067482491,Iris-setosa
+85,5.698317762611458,3.0,4.259736389330939,1.3141560961348573,Iris-versicolor
+86,7.518881049023559,3.0,6.493385650586158,2.1419911209399327,Iris-virginica
+87,4.881200603575067,3.0,1.4268082700779154,0.1,Iris-setosa
+88,4.3,3.0,1.1080464373657468,0.10000013247546265,Iris-setosa
+89,5.660037378561101,3.0,4.480368629437665,1.5284449339749613,Iris-versicolor
+90,6.046713164305604,2.2152088659534557,4.9522454194661645,1.5314066333831997,Iris-virginica
+91,7.9,3.906310233719677,6.429282661952977,1.9756511808931656,Iris-virginica
+92,5.513226540554769,2.4734374443771223,3.669523762601,1.10625593391508,Iris-versicolor
+93,4.3,3.0,1.0979943144140805,0.1,Iris-setosa
+94,6.266873851690423,2.9848111646298565,4.695878517253315,1.5634561736855324,Iris-versicolor
+95,5.02585405181006,3.4702610979442086,1.881806506070194,0.27494731597390665,Iris-setosa
+96,6.238450223809563,2.1721332345131232,4.5228307644370975,1.489777220785315,Iris-versicolor
+97,7.702654021126681,2.636646847174948,6.9,2.31723901469018,Iris-virginica
+98,6.062015433344475,2.823510506250624,4.713131462691841,1.2649430289276158,Iris-versicolor
+99,7.680394435801357,2.904212291501769,6.658722184517039,2.025297478888637,Iris-virginica
+100,4.907875272520472,3.1317374608865403,1.5167698678691324,0.1,Iris-setosa
+101,4.885248380015195,3.4149204008629517,1.816233392787169,0.21833636837035356,Iris-setosa
+102,5.156908377064932,3.39990464514897,1.4004143747954607,0.19487791628722287,Iris-setosa
+103,6.0492338011480395,3.3604261955617223,4.5738155103096965,1.594549940773345,Iris-versicolor
+104,6.463945513605417,3.1839867776837893,5.1747287072982395,2.210715544942894,Iris-virginica
+105,6.428525252777909,3.0,5.443898124371468,2.2363883918907868,Iris-virginica
+106,4.409705438515789,2.913167278085744,1.3636001005955538,0.20045134861746447,Iris-setosa
+107,4.3,3.0,1.0911396170230703,0.1,Iris-setosa
+108,5.472896860273307,2.507113707419635,3.9451257611753046,1.2921926405092279,Iris-versicolor
+109,6.015856709578199,3.37590552418054,4.556182695084891,1.6143016631882319,Iris-versicolor
+110,5.796352901316247,2.9341814082121984,4.157648654530756,1.1509681463865469,Iris-versicolor
+111,7.511930146753125,3.0,6.591690177086853,2.155642802636617,Iris-virginica
+112,7.005231609739661,3.116846557544558,5.253529679747981,2.282033786400782,Iris-virginica
+113,4.554954544030643,3.236490770581859,1.4000801957032083,0.19364036599487472,Iris-setosa
+114,5.031196846644001,3.606749918446571,1.3914404734207788,0.20735041966917966,Iris-setosa
+115,5.08265295386515,2.6377792805411535,3.7089217684240814,1.3576830418826238,Iris-versicolor
+116,4.752167664248619,3.3418622620897795,1.5867187017318276,0.20046422630489785,Iris-setosa
+117,4.930123371866285,3.5974322011009643,1.4314059672832409,0.20232966744929773,Iris-setosa
+118,6.793131843527433,3.143166281334613,5.408555680231575,2.306885268250866,Iris-virginica
+119,5.804277935328669,2.807881407497986,5.079347790863847,2.416566426365357,Iris-virginica
diff --git a/iris/tab_ddpm/2_0/14/test.csv b/iris/tab_ddpm/2_0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/14/train.csv b/iris/tab_ddpm/2_0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/14/val.csv b/iris/tab_ddpm/2_0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/15/synth.csv b/iris/tab_ddpm/2_0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6df509e56c81cb85053270b97391bd439902db45
--- /dev/null
+++ b/iris/tab_ddpm/2_0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7596908033480645,2.777158320876086,4.522935770434594,1.246259553042225,Iris-versicolor
+1,5.696199321160067,2.8759406404677015,4.223882990877938,1.31134563992523,Iris-versicolor
+2,5.553693585155822,3.0,4.468233538011477,1.4980725529908174,Iris-versicolor
+3,4.988824790438779,2.0,3.617433093666337,0.8931296543977779,Iris-versicolor
+4,4.3,3.0,1.0850234651720416,0.1,Iris-setosa
+5,5.489438615122978,2.4965177378853656,4.047148411406385,1.3184173437335602,Iris-versicolor
+6,5.876056089223452,2.953643308307979,4.545123015766027,1.5204029464797444,Iris-versicolor
+7,4.982517880650338,2.0000006196749647,3.4446760373287955,0.9860895951234968,Iris-versicolor
+8,7.204414436454874,3.096006485695543,5.367124038128723,2.2973052378918934,Iris-virginica
+9,7.698400932950275,2.590414653746338,6.9,2.2993208753382466,Iris-virginica
+10,5.48423143706144,3.0,4.503466639032163,1.5205792442750166,Iris-versicolor
+11,6.481458315000771,3.1565872386329783,5.091051455162518,2.099579471745074,Iris-virginica
+12,4.3000004709144335,3.0,1.0940353285761981,0.1,Iris-setosa
+13,7.5998106573976365,3.0,6.065819815598886,2.240760437672234,Iris-virginica
+14,7.899997730343546,3.7148473915906566,6.455865856383983,1.9448262376069787,Iris-virginica
+15,4.3,3.0,1.0785342685050716,0.1,Iris-setosa
+16,4.988851059717023,2.0,3.5149353860837484,0.9188838651489438,Iris-versicolor
+17,5.660413166185844,2.898135650091726,3.708911428402706,1.2843644648366284,Iris-versicolor
+18,6.156301271042545,2.587131822920232,5.582995007719234,1.4431079442399404,Iris-virginica
+19,4.858537002798731,3.0,1.4423996297147572,0.1000001024039121,Iris-setosa
+20,5.641539002258741,3.7478655450762965,1.7349976685728434,0.4156137099400037,Iris-setosa
+21,5.626899830234349,3.0,4.519763174724229,1.523705614912784,Iris-versicolor
+22,5.059337998626173,2.0000008114426815,3.2505613995404627,1.041525400261427,Iris-versicolor
+23,7.9,3.8169654409221443,6.429130131944816,2.011991287429982,Iris-virginica
+24,6.281719591970337,2.6563727137384214,4.905941553750629,1.7813309767932939,Iris-virginica
+25,6.011079966965802,2.1769168594392125,3.911807912577652,1.0322579867919488,Iris-versicolor
+26,4.576084071710147,3.141863761742311,1.4753218271295954,0.19247944458985677,Iris-setosa
+27,5.598498595932836,3.0,4.591564089511379,1.5533275629884968,Iris-versicolor
+28,6.298879876208844,3.3753238176931553,5.522321855787511,2.369458205394167,Iris-virginica
+29,5.8546217911275305,3.2064538814911967,4.743552270619713,1.8105396259212154,Iris-versicolor
+30,6.725209482129249,2.971789616006061,4.8959225471907954,1.564920174270404,Iris-versicolor
+31,4.6695486645693105,3.0,1.4251541557801792,0.2535925082613663,Iris-setosa
+32,5.391773383742805,3.9624381440519723,1.2483512184346106,0.41329143623321785,Iris-setosa
+33,4.872172975981336,3.0928645717363596,1.4725290634217842,0.100000172881789,Iris-setosa
+34,6.691011918588667,2.4858609632588378,5.772498059046554,1.8267877545415234,Iris-virginica
+35,4.590719686979555,3.595296395901549,1.0000005090429818,0.19824669152369734,Iris-setosa
+36,5.106408202263526,3.454904025827615,1.3840600313206743,0.19650780820555191,Iris-setosa
+37,7.258207431314217,3.1936154385851885,6.092760092856973,1.766711492328208,Iris-virginica
+38,5.1325254806615925,2.651511777975568,3.861530218824272,1.4227489809276208,Iris-versicolor
+39,7.095601670697331,3.1940117683785068,5.8608717070134775,1.829881735791623,Iris-virginica
+40,4.518379799297312,3.0,1.4179334996162025,0.20777981286631045,Iris-setosa
+41,5.124696671012386,2.477804139928072,3.54997673843117,1.1152735196980497,Iris-versicolor
+42,6.040926208664266,3.341586863098536,4.6157279108111915,1.6138426457431978,Iris-versicolor
+43,7.714128348521684,2.628368178094876,6.89999872707212,2.277393938756938,Iris-virginica
+44,6.684195347808323,2.51106978004624,5.834724985537302,1.7995258632315745,Iris-virginica
+45,7.899998846021453,3.7981698017621754,6.3666303894150404,2.00483562223843,Iris-virginica
+46,5.74938704487942,2.835417909516715,4.103948788709029,1.164149247477865,Iris-versicolor
+47,6.229817287108259,3.3898957520036004,5.461723216575486,2.317159449122599,Iris-virginica
+48,6.638743108225644,3.183457332259732,5.2944888357036,2.2458518603041853,Iris-virginica
+49,4.990280404055724,2.0,3.582791767472257,0.9430095232743195,Iris-versicolor
+50,7.684025670027655,2.619255178949204,6.899998893615967,2.304669706572752,Iris-virginica
+51,5.575921948158497,2.4534622677875375,3.9495727634806594,1.1537360971246404,Iris-versicolor
+52,4.649364121518063,3.6120208195290355,1.0,0.2014331499683878,Iris-setosa
+53,7.699464993745674,2.6136651064180576,6.9,2.3046537854849967,Iris-virginica
+54,5.489023174885591,4.2,1.365505458964028,0.19768227677066252,Iris-setosa
+55,4.624723732025565,3.214313053784501,1.396990986226319,0.2011286916718617,Iris-setosa
+56,6.710695602922414,3.1237518266409827,4.69823029526043,1.4963174067668175,Iris-versicolor
+57,5.171845801336103,3.410821623255443,1.4283894919241862,0.20414449900529208,Iris-setosa
+58,5.885292470725095,2.2663793059655593,4.048158933273333,1.047041871957332,Iris-versicolor
+59,6.541228601172074,3.074268752648762,5.274012231782522,2.297599927178768,Iris-virginica
+60,5.75552521657579,2.632925616028221,4.033986657365948,1.0010658347904458,Iris-versicolor
+61,4.8859101006659,3.090774642634423,1.5043176705514243,0.10000009906727474,Iris-setosa
+62,5.764208346138653,2.7334770975023863,5.138269501752206,2.023893972998895,Iris-virginica
+63,6.810449248620972,3.174604428024534,5.78106676772278,2.303171796643143,Iris-virginica
+64,5.811667317328861,2.6819265519334308,5.121859223941035,1.9004234164872247,Iris-virginica
+65,6.236175227726874,2.714404243750435,4.838408202426851,1.8054357580213738,Iris-virginica
+66,7.726861194390492,3.0,6.335615759082667,2.237731797926198,Iris-virginica
+67,7.66929152128397,2.5839519077858464,6.89999876319921,2.2707789559819194,Iris-virginica
+68,5.058561615083836,3.0,1.7184556296419438,0.1995565668085747,Iris-setosa
+69,6.048741443286437,3.3595763720637595,4.621408597681191,1.617943075234743,Iris-versicolor
+70,6.596457888845077,3.0,4.379201969996545,1.3962046085017839,Iris-versicolor
+71,6.161745708577424,2.837972243542256,4.750771448145814,1.2968179785828413,Iris-versicolor
+72,6.260187536144261,3.4017060952318467,5.527699447118939,2.349869140757072,Iris-virginica
+73,5.804519996804552,2.274367612639801,3.9268248937839774,1.057639874788333,Iris-versicolor
+74,7.7149878000396335,2.607011106055317,6.89999843271791,2.311823919524349,Iris-virginica
+75,6.878270914438586,3.214928382517267,5.75169405938735,2.3038603968390468,Iris-virginica
+76,4.42038706548324,3.227907820921993,1.3124225418590123,0.20495739045332467,Iris-setosa
+77,6.011654788728975,3.3799566398557515,4.552923826995797,1.6040868343780763,Iris-versicolor
+78,7.592571297578506,2.9733822219945223,6.638176844959098,2.104278091171883,Iris-virginica
+79,6.6797637530750835,3.0468652909629155,4.664748802353983,1.519609037651726,Iris-versicolor
+80,6.62220996488114,3.0,4.472286753387285,1.4187878012720447,Iris-versicolor
+81,6.745074949322666,2.4965451468288067,5.873910370220189,1.8173240807866051,Iris-virginica
+82,6.664249612683722,3.184306832147119,5.2080895131719425,2.1463672226084545,Iris-virginica
+83,4.977933160592724,2.0,3.119884432742463,0.9658635622587206,Iris-versicolor
+84,5.481809818425234,3.0,4.520272766559928,1.507934688014484,Iris-versicolor
+85,6.318251908566488,3.3989432234107295,5.594832236607365,2.3691179855105142,Iris-virginica
+86,6.260475740105923,3.391757414486588,5.450573569479752,2.3464046652136656,Iris-virginica
+87,5.470005862996733,4.199998857707211,1.3542294810545108,0.19699480120634877,Iris-setosa
+88,7.708019817024002,2.8369812676076775,6.696982115211422,2.012233371120299,Iris-virginica
+89,6.334810254623452,2.8569787869971055,4.6512776301903065,1.5254268612798179,Iris-versicolor
+90,6.6940894246710325,3.0,4.989038191624315,1.6894779134600781,Iris-versicolor
+91,6.6221110134081576,3.010723157808843,5.83699513039581,2.210006951775697,Iris-virginica
+92,5.433804818740751,3.911553514791146,1.3039020992725814,0.4290769703625043,Iris-setosa
+93,6.473267781461529,3.217252973448093,5.121996980193362,2.166041522406731,Iris-virginica
+94,4.603543354797504,3.659834311372955,1.0000004907640658,0.199916290768941,Iris-setosa
+95,5.500939644231086,4.199999176782889,1.4156620795308663,0.20045372319623847,Iris-setosa
+96,5.007483646464106,3.4058851292673054,1.4043566878075364,0.20242004388470103,Iris-setosa
+97,4.9816499365364475,2.0,3.4460396266895725,1.0754852807517192,Iris-versicolor
+98,5.5036587116646105,4.19999925576231,1.3939388502180776,0.2075245393299649,Iris-setosa
+99,4.424678544252865,2.9418153497875905,1.4221357632927685,0.2038636984742326,Iris-setosa
+100,6.33283504091577,2.678292772494045,4.947363317795975,1.7883026793384504,Iris-virginica
+101,5.649671639835037,2.563767063749215,3.832505057386689,1.0765185109022406,Iris-versicolor
+102,6.261444537003301,2.1918212698388553,4.517714341806106,1.496850405733687,Iris-versicolor
+103,5.507974165308835,3.0,4.419138312387463,1.465816045673955,Iris-versicolor
+104,5.479718918093148,4.199999117413773,1.3992683457926252,0.1930885949393254,Iris-setosa
+105,6.62104489085779,2.826128944509293,4.72058045096854,1.5291892336392945,Iris-versicolor
+106,6.686116074614672,3.2324741346379318,5.682453459637005,2.3181324007694335,Iris-virginica
+107,4.575300894001812,3.6839568216839726,1.0,0.20142911838818392,Iris-setosa
+108,5.6886193678710315,2.458983137943339,3.976800705218578,1.0948658082959077,Iris-versicolor
+109,6.5876133135789825,3.1867372571814765,5.6605167344079454,2.3087951162608147,Iris-virginica
+110,6.594005426186646,2.766336287491735,4.638593263173008,1.4289172059108897,Iris-versicolor
+111,5.771295005746436,2.833090388104011,5.092409897744419,2.428745428899098,Iris-virginica
+112,7.899998025410403,3.7623710790245593,6.406290175135765,2.0596421568645615,Iris-virginica
+113,6.012912207040477,3.409646801538063,4.547074508830094,1.6068332505885186,Iris-versicolor
+114,5.8051176068168076,2.3876890467024854,4.167838495248652,0.96210227140909,Iris-versicolor
+115,4.949467937272599,2.0,3.427553164664908,0.9498968349836749,Iris-versicolor
+116,7.376228255606835,3.015854572719628,5.509657559074591,2.308578280346161,Iris-virginica
+117,6.097903025660925,2.5923603067063157,5.633559348261228,1.3930071527354064,Iris-virginica
+118,5.086478673514576,3.37261208872544,1.605178275501691,0.5435530368478764,Iris-setosa
+119,4.80229796402626,3.0,1.4203053890758008,0.30625347975596534,Iris-setosa
diff --git a/iris/tab_ddpm/2_0/15/test.csv b/iris/tab_ddpm/2_0/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/15/train.csv b/iris/tab_ddpm/2_0/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/15/val.csv b/iris/tab_ddpm/2_0/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/16/synth.csv b/iris/tab_ddpm/2_0/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6220f4de92f6ef885314c98806902d0f7ce7bfad
--- /dev/null
+++ b/iris/tab_ddpm/2_0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.421210214695083,2.966592183366516,1.3964422323809838,0.194910577130235,Iris-setosa
+1,5.498487205874468,3.0,4.5086463953348135,1.533054480650117,Iris-versicolor
+2,6.741578517278031,3.204236991632537,5.663953774938204,2.3078321810499522,Iris-virginica
+3,6.572430160531832,3.0,4.378476138161027,1.4184506293213937,Iris-versicolor
+4,6.52707595478484,3.1377322492978887,5.257809611548053,2.0623629853798904,Iris-virginica
+5,6.095608152129004,2.6025744014235115,5.529857251419277,1.4756433194016203,Iris-virginica
+6,6.672330113853148,3.1146697374886605,4.712657042926519,1.4967325327608945,Iris-versicolor
+7,5.893331377757551,2.1792680428836593,3.993527688583933,1.0114852578625442,Iris-versicolor
+8,4.300000712557758,3.0,1.098637963845286,0.1000002645622362,Iris-setosa
+9,5.051341294444434,3.4956008359701705,1.3864620974106034,0.2046036854083497,Iris-setosa
+10,5.320729852182203,2.5111993446866956,3.5476661288999036,1.1156385511424178,Iris-versicolor
+11,6.219576962380835,2.7842243324574585,4.818780493672773,1.7782822649773582,Iris-virginica
+12,5.833169240259524,2.714939596645775,5.0662177430809185,1.9080968005154966,Iris-virginica
+13,5.503710274955732,3.0,4.481364396909854,1.4780825338978405,Iris-versicolor
+14,5.27811956438145,2.3749324697429213,3.3144798285064607,0.9582573578344089,Iris-versicolor
+15,4.898568795220385,3.4571859204862685,1.5591171155115975,0.20177753213524574,Iris-setosa
+16,5.606950521901681,2.934858080033526,3.6568742751426293,1.2852498453725372,Iris-versicolor
+17,7.66725031178521,2.5869840358456857,6.899998902577136,2.272200394492634,Iris-virginica
+18,5.643478254275443,2.8010463603953197,3.8839781402021107,1.2292771668468245,Iris-versicolor
+19,4.736235899114639,3.385021855487684,1.594604960427368,0.19404479079476966,Iris-setosa
+20,5.555596957527996,2.4329101794990398,3.696781763868885,1.0693163724115067,Iris-versicolor
+21,4.989080631368351,2.0,3.631271386537322,0.9501928995879055,Iris-versicolor
+22,5.010903740553747,3.3987283182376045,1.584635816902168,0.49212091073526765,Iris-setosa
+23,6.2863316385589885,3.3016972040791916,6.048280517159353,2.4999997920764123,Iris-virginica
+24,4.3000006403415565,3.0,1.0965508414184824,0.1,Iris-setosa
+25,5.461197578018473,2.5996174397930627,3.894630080130407,1.3228258108358657,Iris-versicolor
+26,4.821930556879933,3.404444337559101,1.5957363664512445,0.1991742406968069,Iris-setosa
+27,6.763795070757198,2.8629093740960903,4.7416631682276185,1.4231366803972127,Iris-versicolor
+28,4.655619570139046,3.1083131115405127,1.4807559047143888,0.19396137078752634,Iris-setosa
+29,7.683904552659078,2.5735751537043003,6.9,2.30357058016161,Iris-virginica
+30,6.510590440123486,3.196209344743476,5.376776134870014,2.300827092899644,Iris-virginica
+31,4.777055805777632,3.3985501629490606,1.7862102443058134,0.208343565939113,Iris-setosa
+32,4.3,3.0,1.0957698906714384,0.1,Iris-setosa
+33,6.797254960330454,3.1967365273492794,5.8292453751744935,2.2651182314437985,Iris-virginica
+34,6.331728218989963,3.1017839565862158,5.250854669078713,2.1787107817385185,Iris-virginica
+35,5.385026298377834,2.4724342967159343,3.634683403560317,1.0576711438501996,Iris-versicolor
+36,6.254883520971415,2.6469373391751674,4.9207845117396,1.7382498698062108,Iris-virginica
+37,4.580245871370337,3.6238609381835154,1.0000003774421031,0.1997506384489978,Iris-setosa
+38,4.720987952470735,3.0,1.362954276096058,0.1,Iris-setosa
+39,5.311966565208413,2.540675312633473,3.92399149890533,1.357701667881815,Iris-versicolor
+40,5.401446763499237,2.5262868080491914,3.9306159558536087,1.3114846546072714,Iris-versicolor
+41,5.671854759180314,2.829274157451493,3.8819743837160465,1.2730701983568238,Iris-versicolor
+42,6.257954202040711,2.8723398582476882,5.443128805366279,2.0521542998844273,Iris-virginica
+43,7.712229008929313,2.5873219060337482,6.9,2.3081478007691585,Iris-virginica
+44,7.9,3.6812139536038795,6.454994924565036,2.063744613865383,Iris-virginica
+45,6.166506724027787,3.3322601243685246,4.697696320013536,1.6192996279294785,Iris-versicolor
+46,7.89999817753492,3.8040809393063117,6.494422013369402,1.9400353118862097,Iris-virginica
+47,4.80883620219745,3.4032686587087326,1.721473312360384,0.2027567147378926,Iris-setosa
+48,6.071774351294922,2.1705100675474096,4.265296000529383,1.2124094858573218,Iris-versicolor
+49,5.144999178233449,3.3080780711424276,1.644383036239295,0.5317348585250345,Iris-setosa
+50,7.661113256921808,2.576980832563022,6.9,2.281197261163867,Iris-virginica
+51,6.2123194922783975,2.798441134583471,4.795487020800601,1.778237603229592,Iris-virginica
+52,4.613647861922754,3.1484579289669132,1.436999441388182,0.19750611911171595,Iris-setosa
+53,7.899998892274356,3.854481615076766,6.389338518925715,1.9830755244774452,Iris-virginica
+54,5.510080662354309,2.480774857965866,3.7340900759413795,1.043077637616721,Iris-versicolor
+55,6.722638600789283,3.0,5.043035265394843,1.7336273567945626,Iris-versicolor
+56,5.980174084950802,2.795541443778623,4.59193778643801,1.2580984363739538,Iris-versicolor
+57,5.96343872696004,3.461443744639359,4.523192551475808,1.583730805431402,Iris-versicolor
+58,7.67022879705434,2.919736323561515,6.639137703772135,2.070271837482191,Iris-virginica
+59,6.18544189233186,3.3729072823427573,5.382243700034031,2.2715126270285766,Iris-virginica
+60,6.659637028353062,3.088688116389282,5.583440791654301,2.24131294555876,Iris-virginica
+61,5.382772662953946,2.4422033977255357,3.662313774588641,1.0844106134293479,Iris-versicolor
+62,6.319974468364436,3.295886516874798,5.97688163841255,2.4999998033313515,Iris-virginica
+63,5.781051693562741,2.7018855936239277,5.096862667690124,1.8854138497514201,Iris-virginica
+64,6.259575202259861,3.3936680663769265,5.550633469235033,2.3955383907612786,Iris-virginica
+65,6.146669855746657,2.200976227825544,4.447790358864796,1.3736214926734558,Iris-versicolor
+66,5.1720066718787985,3.4038644197508514,1.4008562991204059,0.19892231198377616,Iris-setosa
+67,6.432211098594458,3.2415086529355315,4.745442363110805,1.5614576614646682,Iris-versicolor
+68,6.2367604350798835,2.80362906448339,4.768562308214192,1.775943621429258,Iris-virginica
+69,6.175189397350981,2.5950868122096162,5.68891731709336,1.4508223380390155,Iris-virginica
+70,4.801750500653851,3.399923367260832,1.667357492608036,0.20446592823178938,Iris-setosa
+71,6.17734375121576,3.3241242022242385,6.150691342799911,2.5,Iris-virginica
+72,4.8104979900774785,3.404389038556921,2.0099106185788274,0.19910483613519872,Iris-setosa
+73,6.0323463311420324,2.2198753763373955,4.246836631667032,1.3163364966468656,Iris-versicolor
+74,5.565943316583927,2.4427547165369097,3.8675969041576854,1.0800994459156064,Iris-versicolor
+75,4.300000719318414,3.0,1.1088644198051443,0.10000011853573659,Iris-setosa
+76,6.0945075382348595,2.870278135643891,5.279907359951954,2.3607022575638323,Iris-virginica
+77,5.306946584292687,3.4146213607905023,1.448783740256027,0.22379977627312775,Iris-setosa
+78,7.724941251147042,2.6197565565255845,6.9,2.29205440127857,Iris-virginica
+79,5.813015085098325,2.7017904624001106,5.06642015927212,1.8481243134583802,Iris-virginica
+80,5.3196713013717565,2.5124689213961626,3.62182269303117,1.1568252680751516,Iris-versicolor
+81,6.573865749760815,3.0,4.43096752007585,1.4354038807576623,Iris-versicolor
+82,7.713352461244934,2.636993958941291,6.899998521639685,2.308757351358974,Iris-virginica
+83,4.673208222922556,3.033035401890782,1.4302191830025714,0.23265728982618905,Iris-setosa
+84,5.421915926485164,3.91416551652854,1.2924982872916695,0.4432008801654047,Iris-setosa
+85,6.139358010041998,2.8250796191016176,4.724698140079389,1.2575659939639263,Iris-versicolor
+86,6.003143497627561,2.919279843401887,4.598055723615891,1.4339317765314403,Iris-versicolor
+87,5.451802362868848,3.401949522298688,1.519367628075409,0.4883380393017962,Iris-setosa
+88,5.789172180701476,2.7091303522849284,5.117579511889697,1.965019473845343,Iris-virginica
+89,4.658484294079582,3.531379696591527,1.000000510875341,0.20239767688971447,Iris-setosa
+90,6.56746834611655,3.206180306683936,4.6876492127069165,1.5175987992453357,Iris-versicolor
+91,4.467734938458102,3.112679464585353,1.3839877812095869,0.1997363503665952,Iris-setosa
+92,5.455810445999513,4.2,1.397836704291074,0.19101280946135224,Iris-setosa
+93,5.688290312150583,3.0,4.248134330388875,1.2209964284775838,Iris-versicolor
+94,7.038089571031775,3.17282836008144,5.993563044282827,2.2954906328702718,Iris-virginica
+95,5.987819861188819,3.438207172547878,4.543659668953187,1.6276616909309922,Iris-versicolor
+96,7.253696977606082,2.605445566802634,6.371178269701423,1.873393835182236,Iris-virginica
+97,5.72420984407534,2.774468664307127,4.3131448661615766,1.3179613865554591,Iris-versicolor
+98,6.042839510169596,2.1986736533733637,4.051688644085379,0.8504866340125039,Iris-versicolor
+99,4.569909512204799,3.210091933363897,1.3671571975802022,0.20178098160967975,Iris-setosa
+100,5.815199411891056,2.6781598152858046,5.08995741472886,1.8902767686463493,Iris-virginica
+101,5.014482983538187,2.0,3.1269441324554186,0.888245783653609,Iris-versicolor
+102,6.099760876964151,2.169775951317221,4.263978764999934,1.1462170281632926,Iris-versicolor
+103,4.989214536083622,3.0,1.6427839098260724,0.19703698931888358,Iris-setosa
+104,4.928198290855855,3.095773177621569,1.4716847707993541,0.1,Iris-setosa
+105,6.699425298979049,3.0,4.979110370475188,1.6870309128494154,Iris-versicolor
+106,6.0363305904819144,2.8486719548467776,4.678224520036445,1.2157887487087213,Iris-versicolor
+107,5.673418398802434,3.0,4.574278964086138,1.5356351348961181,Iris-versicolor
+108,4.990841252403166,2.0,3.225507929952694,1.0017180562268158,Iris-versicolor
+109,6.134813477151976,2.83228895914623,4.73036651705394,1.3053698027690985,Iris-versicolor
+110,6.080178350938596,2.5953174269556287,5.620260718635991,1.4117113400399672,Iris-virginica
+111,5.553925401936806,2.783884830874574,4.351765329650462,1.331115838115396,Iris-versicolor
+112,7.6743967624103995,2.6037990916458207,6.9,2.2964187662197695,Iris-virginica
+113,6.186477785015627,3.408983194378425,5.585692779276445,2.3533302240508074,Iris-virginica
+114,4.428468422488699,3.0,1.4086732933287336,0.1965059399128271,Iris-setosa
+115,5.484124274940611,3.4285673244674655,1.5621886743762583,0.4542684706522654,Iris-setosa
+116,5.226924663037363,2.6101833144715965,3.8351744747436034,1.3355767569848307,Iris-versicolor
+117,7.137873597997596,3.1768703310349085,5.975848930855568,2.276698725306321,Iris-virginica
+118,5.1769229689532335,2.8022944641520273,3.9658608494996885,1.432896919742739,Iris-versicolor
+119,6.403219115193376,2.8356013514550784,4.54772986528512,1.4973079161159482,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/16/test.csv b/iris/tab_ddpm/2_0/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/16/train.csv b/iris/tab_ddpm/2_0/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/16/val.csv b/iris/tab_ddpm/2_0/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/17/synth.csv b/iris/tab_ddpm/2_0/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6f94d28e7eff49f2122219a9e57306504148dde2
--- /dev/null
+++ b/iris/tab_ddpm/2_0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.247416051072814,2.5157091953840105,3.6503847444784654,1.2034780655596562,Iris-versicolor
+1,6.687749861931095,3.096581048579491,4.716428358284597,1.4817242331215168,Iris-versicolor
+2,4.936855906731696,3.4043261631855994,1.625751936561538,0.2688068851782731,Iris-setosa
+3,5.180745055220445,3.4965499425124866,1.4462168110042275,0.20595285081833734,Iris-setosa
+4,7.089222651819711,3.1978853899928352,5.950836046178691,2.2463749064282874,Iris-virginica
+5,4.60106839477762,3.6089259432289893,1.0000007901968204,0.19995356482065535,Iris-setosa
+6,5.397152917610954,2.4642340261834614,3.5801398139060625,1.0448106333831086,Iris-versicolor
+7,5.74362144094886,2.713214705127618,5.1140853138321,1.9359254446985334,Iris-virginica
+8,5.062541169501044,3.3520334072521916,1.6785103446005105,0.4919495066540758,Iris-setosa
+9,6.682392438065139,3.0,6.122023799786234,2.1516054860456553,Iris-virginica
+10,6.108189970788433,2.5983893526381583,5.600083937040187,1.4065739055855435,Iris-virginica
+11,7.209205387780939,3.170699886685481,6.114879142082138,1.8175830733030132,Iris-virginica
+12,6.562387423128919,3.212651468818181,4.750515689502747,1.5467988723097994,Iris-versicolor
+13,6.5259456389272374,3.1883962904960343,5.096047855568619,1.909526939597419,Iris-virginica
+14,7.10111327745125,3.220570642600352,5.898457139660374,1.8153453545997893,Iris-virginica
+15,4.5730234720640155,3.167594423723776,1.4661850855385432,0.20093020773108108,Iris-setosa
+16,6.179106141795414,2.768617213064604,4.873591076384009,1.8065579948364863,Iris-virginica
+17,5.7496865445988465,2.808231426972365,5.096271796094038,2.4271623336045525,Iris-virginica
+18,5.507227230679883,4.2,1.4108373792525069,0.2055577628384943,Iris-setosa
+19,5.229915221335483,2.737460032597245,3.9280053723306647,1.4132253673484583,Iris-versicolor
+20,7.720643932469722,2.6265045519166557,6.899998094470172,2.3116261785308554,Iris-virginica
+21,6.340310217465222,3.307669601278728,6.0350695138772945,2.499999792868729,Iris-virginica
+22,4.300000708169251,3.0,1.0992338209113917,0.10000017777712633,Iris-setosa
+23,4.591282660179023,3.6476782364467915,1.0,0.2006584157533958,Iris-setosa
+24,5.4854900679423695,4.199998682918679,1.3923377870940792,0.2007475694925921,Iris-setosa
+25,5.801979748713694,2.8186835148712497,5.108134970631163,2.391949795788035,Iris-virginica
+26,5.0316734344780905,3.4604329234294804,1.4159653887492323,0.2049232423883977,Iris-setosa
+27,5.192382527273147,3.4011641537821804,1.4133343140841435,0.19855895093755416,Iris-setosa
+28,5.979752446321365,3.397016611767031,4.467832385149323,1.5656577454643046,Iris-versicolor
+29,5.8726350121022675,2.821076271306279,4.5834293255812435,1.3562064405965546,Iris-versicolor
+30,5.654534546988279,3.7482400575739794,1.591167516868736,0.3401424802583717,Iris-setosa
+31,4.956715907465225,2.0,3.655605442824164,0.930258165280369,Iris-versicolor
+32,5.20563196259915,3.404076700214784,1.4142567277298896,0.2033609955231681,Iris-setosa
+33,5.68512953300319,2.963192404871502,3.9964054570001095,1.337070019573263,Iris-versicolor
+34,4.645006264475045,3.2412930043050263,1.4297417595993938,0.19984236633703253,Iris-setosa
+35,5.564821780638607,3.0,4.503412858587631,1.467091079656589,Iris-versicolor
+36,5.633984404522867,3.742507317048786,1.565741523893145,0.27009096272409194,Iris-setosa
+37,6.700360852667917,3.1164857531312973,4.694224786576403,1.511036565373412,Iris-versicolor
+38,6.260816525464922,3.3072216284407707,4.622143114472026,1.568031894657338,Iris-versicolor
+39,5.978572056820439,2.9607897007743462,4.594533238607592,1.4733785932810095,Iris-versicolor
+40,6.785470604124169,3.214565993082984,5.623972648424698,2.3070664099611307,Iris-virginica
+41,4.936796541767678,3.0,1.5584340613997634,0.2179753854538155,Iris-setosa
+42,7.747906396893802,2.583890004670738,6.9,2.3298492179682504,Iris-virginica
+43,5.02970875021405,3.666129380243959,1.4636638325897506,0.20144086837564054,Iris-setosa
+44,4.992023270424523,3.0,1.5865194782130903,0.2039347284108018,Iris-setosa
+45,7.680563716084895,2.8592366731531147,6.711216288367853,1.9683813471157776,Iris-virginica
+46,4.776184730516544,3.4056428591364907,1.5847674285230884,0.19881628776132806,Iris-setosa
+47,6.048251093260755,2.8521229851704217,4.663349825180082,1.2897559983689135,Iris-versicolor
+48,4.8651844288230075,3.055223207318394,1.4814545123189116,0.1,Iris-setosa
+49,4.600214368525992,3.5753232745333126,1.0,0.200127617400936,Iris-setosa
+50,6.710128862292635,3.0203123856995746,4.773936289891565,1.5658309413173392,Iris-versicolor
+51,6.0122003748646105,2.203534803249801,4.994270995186747,1.5162825520115812,Iris-virginica
+52,5.23458915775281,2.4632416090825844,3.292084342470758,1.0577297345078178,Iris-versicolor
+53,5.81286827652572,2.377966035522315,3.820223576435706,0.8021751117816083,Iris-versicolor
+54,5.50296577793779,4.2,1.417900812274648,0.19898625485162102,Iris-setosa
+55,5.856541768651083,2.8984192781194142,4.508650254754792,1.4357982994619003,Iris-versicolor
+56,4.637362611809314,3.604712081658556,1.0000004106021243,0.20960084052642636,Iris-setosa
+57,5.0810929857908285,3.561059329754583,1.4116887720932396,0.20372888797315614,Iris-setosa
+58,5.521958965866575,3.0,4.481577331680533,1.4400599642320078,Iris-versicolor
+59,6.602028426221161,2.940293631534443,4.745486455633454,1.5833940354478604,Iris-versicolor
+60,6.727104101606088,3.0991873837483284,4.682839396165381,1.5190421034190993,Iris-versicolor
+61,6.066681652960512,2.8967894177044418,4.608451257832227,1.4117635126252994,Iris-versicolor
+62,5.272804019804754,2.622935698899155,3.7938571128940075,1.294211740548094,Iris-versicolor
+63,6.694380868052483,3.0962226354298727,4.705735668395647,1.503607222338822,Iris-versicolor
+64,4.796172937341752,3.0,1.396830462666661,0.41838033770142485,Iris-setosa
+65,5.684496878128004,3.735696381348264,1.5956995843959376,0.36014339266822126,Iris-setosa
+66,5.800778635643653,2.2681171227332553,3.94123685527404,1.1094353017269063,Iris-versicolor
+67,4.615837433781467,3.640771494201704,1.000000601180736,0.1993275867720931,Iris-setosa
+68,6.8972969658794945,3.180657899112329,5.3136859392596945,2.3045682719841203,Iris-virginica
+69,4.579467605481931,3.669027234285811,1.0,0.2145793110281617,Iris-setosa
+70,6.203206616992655,2.7889989862583398,4.8236333241429366,1.7949608201292715,Iris-virginica
+71,5.298637477293798,3.5537089670876605,1.4082640131705413,0.23997008519560414,Iris-setosa
+72,6.197185373694593,3.3801082696273665,5.5468081764437285,2.3280127927119185,Iris-virginica
+73,5.800919048819163,3.1730672002282074,4.743202724573092,1.6762981708716946,Iris-versicolor
+74,5.003269744960604,2.0,3.561384749409513,1.0239141748628386,Iris-versicolor
+75,5.03271832384722,2.0000006177489715,3.5813392725381377,0.8786162609004472,Iris-versicolor
+76,4.873645417206233,3.0,1.433298404973936,0.2576333802198833,Iris-setosa
+77,4.507874314301018,2.9494889128348216,1.4105244063847162,0.22039705253654093,Iris-setosa
+78,6.474990205150542,3.0,5.755944103763545,2.1556271226505936,Iris-virginica
+79,5.539230065419184,3.0,4.397692566527696,1.4680741226905034,Iris-versicolor
+80,7.3038780034963375,3.189967307588588,6.063129871039294,1.7727243026999049,Iris-virginica
+81,5.451330924308611,3.0,4.495227455561507,1.5017558607735844,Iris-versicolor
+82,5.943209039549444,2.1790456585161073,4.971979444563058,1.4796465988010314,Iris-virginica
+83,5.89856957458165,3.231341501815274,4.782392733215817,1.731495403465687,Iris-versicolor
+84,5.101025898108792,3.312773684251218,1.5966796300042758,0.451637990135863,Iris-setosa
+85,6.0109652525781545,2.261391734681656,5.098605418419836,1.530766154072435,Iris-virginica
+86,5.419442527836145,2.998085610812112,4.375577434026126,1.480373677139239,Iris-versicolor
+87,6.297722372406656,2.948360288136695,4.756957789452893,1.475317455512894,Iris-versicolor
+88,7.285175956235358,3.1514354663637243,6.184809633626708,1.8268367580214193,Iris-virginica
+89,7.7079942742948875,2.8456296320702257,6.679332699994734,2.0177069256940108,Iris-virginica
+90,4.409689504796854,3.2060226132121783,1.3343090275349792,0.203827367125571,Iris-setosa
+91,4.815993009339184,3.3897133325045763,1.7610927534491547,0.198627171020833,Iris-setosa
+92,5.680822879077103,2.871983025137699,4.078948752988933,1.2303055158354037,Iris-versicolor
+93,6.809966278892801,3.086916087590118,5.0835508197933414,2.2860215731142968,Iris-virginica
+94,4.98421612569036,3.0,1.5884956811829092,0.20002127535188288,Iris-setosa
+95,4.881099205628168,3.5457020142518707,1.5436648273648907,0.20157262347371838,Iris-setosa
+96,6.376759636617477,2.6429032443864804,4.922217287585935,1.8003633551472746,Iris-virginica
+97,6.444894941161387,2.782735031279439,4.623154433475767,1.447630893149687,Iris-versicolor
+98,6.049161500917518,2.240858911328219,4.340230700726485,1.3983098448608502,Iris-versicolor
+99,6.311495027923449,2.5160097761307703,5.001163610049634,1.892576969433636,Iris-virginica
+100,5.8001035600344695,2.8242879479453786,5.182485980668347,2.4136260472295104,Iris-virginica
+101,6.131222087733567,2.598156366558755,5.644479249587206,1.3886450536945114,Iris-virginica
+102,5.522954458249395,4.199997682084832,1.3877778527647808,0.20597378715490547,Iris-setosa
+103,7.716383481795881,2.7892888218046856,6.720813235197008,2.0106667547900936,Iris-virginica
+104,6.333837829496549,3.3491973952818315,5.523471895465596,2.3636255013176712,Iris-virginica
+105,6.297919873493918,3.303173928000167,5.932948095400784,2.499999739633351,Iris-virginica
+106,5.482456442389478,3.0,4.521013974878441,1.5279044178870798,Iris-versicolor
+107,7.580328916088436,3.0100513387045296,6.0258963213642796,2.301670111402051,Iris-virginica
+108,5.458035709121453,2.85424784387051,4.278502140710619,1.41134361697139,Iris-versicolor
+109,4.987398624814917,2.0,3.5840583563167048,1.0433850030876703,Iris-versicolor
+110,5.982800777831208,2.175231058417417,4.9998666839865455,1.491264635923238,Iris-virginica
+111,4.395241047179951,3.2094653936227657,1.298182404373688,0.20002998955444304,Iris-setosa
+112,6.310386374125552,3.3493187274177396,5.4900892006482245,2.3556627235840057,Iris-virginica
+113,5.454892230380876,3.0,4.495909816889894,1.5041513377712996,Iris-versicolor
+114,5.8404706306554495,3.121946789357425,4.767082983632788,1.7183862077736358,Iris-versicolor
+115,5.391717073568702,3.4034999133495925,1.5432245798147675,0.43899778050066796,Iris-setosa
+116,5.787681122079451,2.70839126716974,5.079913783862176,1.8776952892038625,Iris-virginica
+117,5.921149256635488,2.9301173073191986,4.493770271477655,1.4141376773049483,Iris-versicolor
+118,6.336311776380554,3.2917848676633525,6.017981210841384,2.5,Iris-virginica
+119,6.074347254579374,3.3809146452959835,4.55004671370024,1.5728912690567263,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/17/test.csv b/iris/tab_ddpm/2_0/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/17/train.csv b/iris/tab_ddpm/2_0/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/17/val.csv b/iris/tab_ddpm/2_0/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/18/synth.csv b/iris/tab_ddpm/2_0/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1bd50c8ec2f270af627f8fa0814f5289fdacd5e1
--- /dev/null
+++ b/iris/tab_ddpm/2_0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.79547932964297,6.380254261384883,2.0116297802312677,Iris-virginica
+1,4.5865734373126585,3.1710258080779408,1.4012704351873855,0.197444152776137,Iris-setosa
+2,5.361716262888338,2.8328359211148864,4.241665263554973,1.4025243444300117,Iris-versicolor
+3,6.714985724650899,3.074762685515757,4.6682419298656805,1.457868194460293,Iris-versicolor
+4,5.228134291694523,2.5086473243324745,3.540983230114251,1.1619332306201478,Iris-versicolor
+5,4.621398938342955,3.1579711528100822,1.3760177304509655,0.20632791315647428,Iris-setosa
+6,5.656166917437257,3.810125816763578,1.5836052142209913,0.29018847439628936,Iris-setosa
+7,4.3,3.0,1.1107475053028797,0.1,Iris-setosa
+8,4.610758523591674,3.628257122141877,1.0000004365504496,0.19843449125670587,Iris-setosa
+9,7.715626830142971,2.6057446306434557,6.89999889340625,2.2914420365550674,Iris-virginica
+10,7.049047058644885,3.2011118292613827,5.7285178353770645,2.3015323970369588,Iris-virginica
+11,5.1850282762224635,3.4014311205298933,1.406472369818526,0.20664934149996983,Iris-setosa
+12,7.899998111384583,3.787897765941076,6.337414061414161,1.9843792912939797,Iris-virginica
+13,5.659737285099244,3.0,4.136268320677484,1.2535403218985142,Iris-versicolor
+14,6.079883438552611,2.1777168475369897,4.27373906782324,1.3067302639891425,Iris-versicolor
+15,5.810224146800678,2.751764762100824,5.0988734278004655,2.230286980053641,Iris-virginica
+16,7.707498696356956,2.8197228973128134,6.715200562299787,1.9602861620595817,Iris-virginica
+17,6.308046821594059,2.820274777383241,4.495173221725353,1.477473643482199,Iris-versicolor
+18,6.38948878454888,3.3528623939067415,5.524349518710547,2.3587616777159295,Iris-virginica
+19,7.248004562868397,3.105424860848357,5.834178788446973,2.314196631811118,Iris-virginica
+20,7.705304399553787,2.5957619921652695,6.899998465608684,2.2804777865068475,Iris-virginica
+21,6.591198480155312,3.2565980322770245,5.498014607365847,2.3095714027592376,Iris-virginica
+22,6.317202058242191,3.284473988150241,5.954281438172317,2.4999996752161557,Iris-virginica
+23,5.439256675992317,3.902479427318713,1.2963517768115236,0.38925952154552346,Iris-setosa
+24,5.475871868292443,2.4638013110881603,3.6900979193741827,1.036110380022438,Iris-versicolor
+25,6.661751069737901,3.0,4.479728382799376,1.4322420819987265,Iris-versicolor
+26,5.0719095398501,3.302821839806888,1.587682385938705,0.4545589356412707,Iris-setosa
+27,4.82882597046449,3.4110181174686898,1.6942483518203117,0.20268864823115784,Iris-setosa
+28,6.4084378616102615,3.101915427448173,5.4280898365008765,2.263600213850245,Iris-virginica
+29,7.737036591552631,2.632692528063262,6.9,2.3160936160979855,Iris-virginica
+30,7.724811559718261,2.629532103617085,6.899998367185502,2.280273204111274,Iris-virginica
+31,6.2605533494621435,3.310316248382568,6.081685058190056,2.5,Iris-virginica
+32,5.942583441361426,3.2256780770244298,4.7901178886690525,1.7781463080666908,Iris-versicolor
+33,6.6732238699379485,2.795303498336855,4.732607169850081,1.468617159106014,Iris-versicolor
+34,5.670187629378144,3.0,4.213624080780942,1.2229919385409718,Iris-versicolor
+35,5.512236714600966,2.5173995376130898,3.954084336529113,1.1528903888849278,Iris-versicolor
+36,6.2689743221650165,3.400002659688458,5.482821443485536,2.376459659606346,Iris-virginica
+37,6.729245649019152,3.0,4.968647556641581,1.6274586364448789,Iris-versicolor
+38,4.796369815771729,3.3995493903220075,1.8874433211752506,0.20260514155428755,Iris-setosa
+39,5.247035826463773,2.8087981336064693,4.1155570287086265,1.4256233095180915,Iris-versicolor
+40,4.619615921702586,3.1529794916408957,1.482801334736919,0.20007607922652856,Iris-setosa
+41,6.147801427058093,2.751361545390662,4.921824099759454,1.8518073725842208,Iris-virginica
+42,6.335294506136127,3.3942916603975557,5.575579168301158,2.3874228518059044,Iris-virginica
+43,4.68921990427214,3.2461902259928257,1.4170312356808439,0.19781428517333233,Iris-setosa
+44,7.100160341588644,3.2200190681348664,5.9044496747779025,1.8482604637450555,Iris-virginica
+45,4.806796756129359,3.4013490435420968,1.759843101451768,0.20021592106832994,Iris-setosa
+46,5.779064733365359,2.7988945297344676,4.282824257581194,1.0359682944696096,Iris-versicolor
+47,4.3,3.0,1.0898042681920226,0.1,Iris-setosa
+48,4.585997430396421,3.12521499081009,1.4900092320771539,0.2008114852639338,Iris-setosa
+49,6.558522104602387,3.2097942702344833,4.742291084713822,1.5555529839410351,Iris-versicolor
+50,6.220227453820294,2.204640503484109,4.509724704873938,1.4648106979916438,Iris-versicolor
+51,4.992302018968064,3.0,1.6000892497937034,0.1990754810104707,Iris-setosa
+52,5.007858045738203,3.4047863179979023,1.9151836009902934,0.3669006677847507,Iris-setosa
+53,4.637727971470655,3.6048023766254462,1.0,0.20562803428351012,Iris-setosa
+54,4.953357257116511,2.0,3.515651655099971,1.0124782026489152,Iris-versicolor
+55,5.577391257006791,2.9194382293569556,3.6086580626627835,1.3075802387649056,Iris-versicolor
+56,6.802823306830099,2.79516004721592,4.783445768464633,1.4062822391549497,Iris-versicolor
+57,5.757744518917681,2.8897614648523358,4.240598012596903,1.3287050484621716,Iris-versicolor
+58,4.5983891899372775,3.6739612150406993,1.0,0.19771817548811993,Iris-setosa
+59,5.000409198679083,3.673540572263047,1.4186820978066905,0.20058813789321586,Iris-setosa
+60,6.7613272087824665,2.9670462280189613,4.925505334829128,1.5655398888825842,Iris-versicolor
+61,6.064588546321857,2.8686559349638956,4.67193496716636,1.3285194042821669,Iris-versicolor
+62,5.251216788024161,3.4015889514340687,1.4049433747690967,0.19973271211771282,Iris-setosa
+63,6.33370879328117,3.2980449079605316,6.053620356363201,2.5,Iris-virginica
+64,6.067499066733832,2.1815396730643295,4.143126422714726,1.1052970973801641,Iris-versicolor
+65,4.3,3.0,1.0996646078251255,0.10000009414308338,Iris-setosa
+66,4.403801077180063,2.9147277849689197,1.3908759716858268,0.20230748993370165,Iris-setosa
+67,6.601304677353,3.0,4.446100537497192,1.429127632124615,Iris-versicolor
+68,6.863981687337405,3.1517822582251713,5.874911933845845,2.301856982886858,Iris-virginica
+69,5.540616207494042,3.80992850779479,1.4693894932041063,0.3641192842266204,Iris-setosa
+70,6.386266063736651,2.6241186976509723,4.993632047567762,1.8123585788487433,Iris-virginica
+71,6.702635214581193,3.0,5.020526903274881,1.721777648915094,Iris-versicolor
+72,6.673879730506283,2.4991279837747347,5.8636752441516125,1.748190368908529,Iris-virginica
+73,6.482882693152294,2.8487961034058817,4.722048613082215,1.4424815336133021,Iris-versicolor
+74,5.798401329246812,2.725022133992066,5.092406189561691,1.9277466720102825,Iris-virginica
+75,6.283603993965481,3.3045899352233183,6.079240880282466,2.499999738490428,Iris-virginica
+76,7.127419770888022,3.1780417571368242,5.818934001825224,2.1993198753399525,Iris-virginica
+77,7.686125259154178,2.855736754141582,6.688288655353455,2.0493034861430095,Iris-virginica
+78,5.297125326157879,3.5369403772354255,1.3832268752504442,0.2547320291843045,Iris-setosa
+79,6.409331497486568,3.003239067267554,5.015645329323896,1.9114604638693555,Iris-virginica
+80,5.992516095095868,2.2142164426147524,4.03396078636454,0.9407912253302866,Iris-versicolor
+81,4.30000091545409,3.0,1.0822641539458493,0.10000012606418035,Iris-setosa
+82,6.402038416733276,3.1816669788247562,5.272591096167457,2.269879188239303,Iris-virginica
+83,6.729439881704864,2.497442119876368,5.995364267655319,1.8147484458291565,Iris-virginica
+84,5.426417190463498,2.580852913879623,4.0523302015224525,1.330672035175427,Iris-versicolor
+85,4.922756443549442,2.0,3.6308794409565905,0.9657381911268728,Iris-versicolor
+86,4.639384483925007,3.680159276251084,1.0,0.19009296838850837,Iris-setosa
+87,6.357798244161017,3.2187853839745357,5.240143294700169,2.2797537169039996,Iris-virginica
+88,6.402859792676342,3.3224921408325248,5.521574800512862,2.3095032954792174,Iris-virginica
+89,4.813068994043304,3.0,1.451048436801204,0.10000009550689463,Iris-setosa
+90,5.660519793671061,2.5449043465639463,3.8926931878559987,1.048595468753123,Iris-versicolor
+91,5.77741877205028,2.6858446990453055,4.157370906587824,1.052590754980743,Iris-versicolor
+92,5.130383475654788,3.4106682669801844,1.40994815945834,0.19694037960478855,Iris-setosa
+93,4.557523399317333,3.057515008433764,1.4570903328414164,0.19521430782206842,Iris-setosa
+94,5.642635244392871,2.95823525797437,4.261313295857823,1.3513637340101332,Iris-versicolor
+95,5.315600095478192,2.526056906773788,3.667501087990475,1.1775588315062682,Iris-versicolor
+96,5.771798173900543,2.7191216695013036,4.096260529711428,0.9351446382779094,Iris-versicolor
+97,4.807741297904991,3.0,1.3891325709810571,0.10000010274536973,Iris-setosa
+98,5.6957047386736965,2.9946963551035397,4.055645034326306,1.2083208953590223,Iris-versicolor
+99,4.375126455855619,2.8441217995498955,1.373922265981707,0.19059035153487963,Iris-setosa
+100,4.858112377797449,3.0575587545525034,1.448541314059794,0.100000108544259,Iris-setosa
+101,6.009008874600923,2.2199541490455394,4.972618508118327,1.4998111822220073,Iris-virginica
+102,5.767765998238228,2.764984596149186,5.0834542588369205,2.3364598990126066,Iris-virginica
+103,7.671211802885381,2.602967284591927,6.9,2.317245095865121,Iris-virginica
+104,6.294283774761459,3.296630615949193,5.385735709170893,2.326861848178978,Iris-virginica
+105,5.779893066709975,2.666061219852043,4.089678830732206,0.915994674884044,Iris-versicolor
+106,5.664459917534242,2.9528183377480604,4.10010028186563,1.2111622167348046,Iris-versicolor
+107,6.2137346375455245,2.7908053762135894,4.859061816204735,1.832226556181547,Iris-virginica
+108,5.535492841325593,3.726252729475495,1.5133347106688924,0.3763410697515339,Iris-setosa
+109,7.689089552253908,3.0,6.039793527282885,2.317519251469462,Iris-virginica
+110,4.300000467311319,3.0,1.0980740543949057,0.1,Iris-setosa
+111,6.092681319810899,2.58315779067958,5.5673943496191916,1.4270407575722155,Iris-virginica
+112,4.805936480024637,3.0,1.3987140662198336,0.1,Iris-setosa
+113,5.789673804897063,2.7291702966684466,5.085513700229548,1.9198635387246543,Iris-virginica
+114,6.3066064871957925,3.2788129676485585,5.908079372748392,2.4999995999597084,Iris-virginica
+115,5.8181209183451505,2.709938650706967,5.098182271818279,1.9199914042895416,Iris-virginica
+116,5.90127892310714,2.743749691707925,4.353713035996469,1.0575939317412983,Iris-versicolor
+117,4.495496295612217,3.121387658536666,1.4270656697034299,0.20319842608918842,Iris-setosa
+118,5.784101877182767,2.6877732437005672,5.123221598343167,1.9037854665652971,Iris-virginica
+119,5.060443033014652,3.4441160412776277,1.3927219595378562,0.19654070041780683,Iris-setosa
diff --git a/iris/tab_ddpm/2_0/18/test.csv b/iris/tab_ddpm/2_0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/18/train.csv b/iris/tab_ddpm/2_0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/18/val.csv b/iris/tab_ddpm/2_0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/19/synth.csv b/iris/tab_ddpm/2_0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c651d7627b9fe244d52818e4523303408a1948f8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.357958363628314,3.2997341229465027,6.036681479665029,2.4999997230353133,Iris-virginica
+1,5.414237790923496,3.921397474916242,1.2694531096572343,0.405428709412855,Iris-setosa
+2,6.629515122807562,2.4860522245019783,5.7302204330609925,1.715690838419731,Iris-virginica
+3,6.42104054224589,3.1583403267712646,5.350532595690136,2.267782770575039,Iris-virginica
+4,6.268426827322093,3.406285194986978,5.596445802165594,2.4052829541399645,Iris-virginica
+5,6.814103817492122,3.204590058468837,5.62703731362249,2.186648140778062,Iris-virginica
+6,4.59871834504337,3.090874374070685,1.5109655927458667,0.20252763934353468,Iris-setosa
+7,6.2547709074613085,2.728636154481174,4.865428744134296,1.793384641170993,Iris-virginica
+8,6.802376361473395,2.809133753832725,4.844484364207311,1.4166311041547848,Iris-versicolor
+9,6.331198227181379,2.4758774127542615,5.0449102391703535,1.8927455417661103,Iris-virginica
+10,4.85527693820792,3.0045507540746006,1.4749707051290206,0.10000009798916853,Iris-setosa
+11,6.009019396084962,3.4063030721234107,4.440606778068331,1.5994876282483474,Iris-versicolor
+12,5.832643762149191,2.8054529755810904,4.467349927550523,1.3521258178964741,Iris-versicolor
+13,6.727210554035367,3.0,5.005527586859552,1.6902826087130853,Iris-versicolor
+14,7.725685557996111,2.596043575117222,6.9,2.3162883874381053,Iris-virginica
+15,5.1273409954366205,3.446467525840693,1.3867171747049165,0.20018114575150073,Iris-setosa
+16,6.450251189179341,2.9071888637967875,4.588456659092049,1.4792404774700012,Iris-versicolor
+17,5.741108202906614,2.7121510531893676,5.090576437908966,2.0088781296769875,Iris-virginica
+18,6.454556950206559,2.9370382614008688,4.467155433919358,1.404644805634587,Iris-versicolor
+19,5.825544071759668,2.697258096697569,5.092732545406731,1.8934361763896366,Iris-virginica
+20,6.505363270090305,3.0,5.7872417925624156,2.215542295460386,Iris-virginica
+21,6.082796203969794,2.591710863208371,5.621049914061308,1.4177621917521357,Iris-virginica
+22,5.522512128401662,4.199998966294262,1.410666153059324,0.20228806262717788,Iris-setosa
+23,4.587765658156898,3.1671328502048715,1.4107276202627443,0.19818180562507487,Iris-setosa
+24,7.699459984898485,2.6094858892491426,6.9,2.2586777285893254,Iris-virginica
+25,6.555444262705953,2.5183411811155167,5.366462077933613,1.8294746189185276,Iris-virginica
+26,5.779477821453434,2.8149585615717485,5.092942964655743,2.4033384572712206,Iris-virginica
+27,5.029984369406758,2.000000552806436,3.6679079565047155,0.9620442997163157,Iris-versicolor
+28,5.799403402842108,2.7258044018542815,4.009091318863604,1.0619260854739887,Iris-versicolor
+29,6.2974353027406655,3.3167012738679986,6.03487613029985,2.5,Iris-virginica
+30,6.207460006713055,3.4074021425683108,5.452864592230052,2.378039038962032,Iris-virginica
+31,7.899997642640527,3.809519502192302,6.388957524588993,1.9581905625535683,Iris-virginica
+32,6.300019288698955,2.5165121648239897,4.980717856531468,1.880986400258975,Iris-virginica
+33,4.599788020097213,3.616316859928103,1.0,0.19926594511411327,Iris-setosa
+34,7.9,3.8615510728460385,6.413716237898285,1.9806915694817926,Iris-virginica
+35,5.13642115541861,2.4999652276715554,3.0237299644452644,1.0802175884057017,Iris-versicolor
+36,6.682676498291997,3.1705368391847726,5.545969948357741,2.309638879978686,Iris-virginica
+37,5.038106832637256,3.5332761035339697,1.39993839091108,0.20124787769150612,Iris-setosa
+38,6.4468097205826,3.22492381159641,5.421780219690486,2.3144449436844123,Iris-virginica
+39,5.6037514359357745,3.751534430895059,1.5079887685778581,0.3038517146889312,Iris-setosa
+40,4.949749932426947,2.0,3.6300786436959904,1.0317989819086786,Iris-versicolor
+41,7.690440105554639,2.5831566943407456,6.9,2.302468171753246,Iris-virginica
+42,4.596905712540022,3.161340147150903,1.420489685676532,0.20093213464714815,Iris-setosa
+43,5.848806081475541,3.1405940609078904,4.717433355838172,1.699670367172672,Iris-versicolor
+44,5.7513519165594005,3.057014128390033,4.644758616942432,1.5931620762083543,Iris-versicolor
+45,4.3000004847260795,3.0,1.1044122254636468,0.1,Iris-setosa
+46,5.109643475351253,3.305155518410969,1.8592858374167138,0.4441240718475259,Iris-setosa
+47,5.220979108043692,3.407402183790461,1.3977383301130537,0.19671249478568265,Iris-setosa
+48,4.619293612429815,3.1497557611112508,1.4560475934549384,0.2025330717313736,Iris-setosa
+49,5.041658756246127,2.0,3.3833834405915613,0.9276011318185591,Iris-versicolor
+50,6.009308239718269,2.7428634368362133,5.023378137610603,2.2477690734464133,Iris-virginica
+51,6.8132603603431585,3.0,5.2255754721462395,2.2122319638533354,Iris-virginica
+52,4.3000005852229615,3.0,1.108831128798875,0.10000012883126798,Iris-setosa
+53,5.538675700666723,3.0,4.449127226778905,1.4723131221286143,Iris-versicolor
+54,5.007192024210726,2.0,3.69521600587838,0.9604125298016414,Iris-versicolor
+55,6.180828271198951,2.349508489955652,5.072696702764883,1.6098629801356086,Iris-virginica
+56,4.452122125313447,3.0964331260905347,1.3678426698767776,0.20250980356817205,Iris-setosa
+57,5.8727091155420466,2.898618478474146,4.548700625328126,1.4163153283950178,Iris-versicolor
+58,5.495959419961367,2.5157722425942417,4.017882936492606,1.3328844976269076,Iris-versicolor
+59,4.767572126281561,3.3810461017184785,1.8850348156371237,0.19553073823901573,Iris-setosa
+60,6.015016088868013,2.808861983724762,4.403294138582657,1.141787194188289,Iris-versicolor
+61,7.9,3.880417353007669,6.488563289823278,2.059793102725585,Iris-virginica
+62,6.166786217403357,3.3477789580878294,4.666385580815589,1.6083085198802198,Iris-versicolor
+63,5.105052440799963,3.4075605568923715,1.395417350305814,0.19900518616760662,Iris-setosa
+64,7.00297351126309,3.1041224691471756,6.131716718132404,2.2668040938079597,Iris-virginica
+65,7.727792831959254,2.552425926084367,6.9,2.3139257421418256,Iris-virginica
+66,4.984500618899235,2.0,3.3826689630181352,0.9019394003635414,Iris-versicolor
+67,5.083706442963479,3.4073199618510057,1.4024692281084294,0.19917744029225948,Iris-setosa
+68,6.634115872665502,3.0,4.970404414594957,1.7253648479728165,Iris-versicolor
+69,5.876322614477387,2.912174932600294,4.584264113736406,1.4467874003141286,Iris-versicolor
+70,6.541457730844966,3.1842064502953007,5.239938677336955,2.2922003680184555,Iris-virginica
+71,6.299157120869382,2.462091452222726,4.992100202400993,1.8897037316439693,Iris-virginica
+72,5.998157526779621,3.4050614182146934,4.519238464763105,1.5951924043791892,Iris-versicolor
+73,7.9,3.8948127904067196,6.468943959305655,1.9931700609682794,Iris-virginica
+74,6.724324161647669,2.4942625484296492,5.746210724896336,1.7927057942268307,Iris-virginica
+75,5.303334431091799,2.534947235875688,3.611374857086828,1.1443961822977082,Iris-versicolor
+76,5.6960629253257276,3.0,4.221930336243018,1.2427190594753839,Iris-versicolor
+77,7.353281594456083,3.0,6.4063808210658255,1.9488842042064398,Iris-virginica
+78,5.578168732730613,3.0,4.317196240278622,1.3711251998484482,Iris-versicolor
+79,5.743054553504897,2.839287936983224,4.356962210130146,1.2910790471135933,Iris-versicolor
+80,7.899998272972641,3.761618055371931,6.352239153941218,1.9961834112123262,Iris-virginica
+81,6.391636022190767,3.276255119428192,4.721109270810349,1.5906250618735203,Iris-versicolor
+82,4.813913981559139,3.0,1.4202170138693941,0.10000011763743262,Iris-setosa
+83,5.019427848477978,2.5017169642840926,2.75222352099217,1.0805882390448647,Iris-versicolor
+84,5.794362949061913,2.8778710651458215,4.523762496655618,1.3556742323082693,Iris-versicolor
+85,4.611086227010921,3.602049761482722,1.0000003780864195,0.1999546382546078,Iris-setosa
+86,4.960488448156088,3.6928858084583647,1.6315590759567373,0.1976238823467097,Iris-setosa
+87,5.816791362242901,2.8369752447580074,5.140836029780838,2.420706791937377,Iris-virginica
+88,5.946903625047377,3.0626803409762378,4.70377075417426,1.7272072962943266,Iris-versicolor
+89,5.674304959761994,2.453618984528343,3.9279564571974,1.038335862712991,Iris-versicolor
+90,6.323638413033597,3.399532654499499,5.610085649109541,2.4062748400311165,Iris-virginica
+91,5.000924168562357,3.40160095821693,1.6339660968476026,0.45465482142598124,Iris-setosa
+92,5.513182239550754,3.0,4.521251903996204,1.4832686600403455,Iris-versicolor
+93,5.555728873537828,2.468673628349228,3.9989324112790987,1.2402523833695536,Iris-versicolor
+94,6.313163226477117,3.407583473709213,5.555282494205503,2.400225815623417,Iris-virginica
+95,4.997015219729194,2.0000006818153766,3.28912180798641,0.9565239705374646,Iris-versicolor
+96,5.767273759820337,2.696505740225927,5.136303183591694,1.8516583519651517,Iris-virginica
+97,4.3,3.0,1.0971781599116823,0.1,Iris-setosa
+98,5.989499327466314,2.2064465091337433,3.979128743989367,1.0162317882249676,Iris-versicolor
+99,4.787924092438664,3.0,1.4194574524155337,0.1,Iris-setosa
+100,5.0821786373114195,3.5475793261172144,1.3873964582827387,0.19989871611732124,Iris-setosa
+101,5.251850951451027,2.6730517526584734,3.9515699456912423,1.4048743788650697,Iris-versicolor
+102,5.099642659050722,3.8475698433497945,1.8209492900018012,0.2007264717337303,Iris-setosa
+103,6.080401941034827,2.4637685494899033,5.271150171171753,1.4553849739629718,Iris-virginica
+104,4.300000914892285,3.0,1.1000799761814877,0.10000013108786647,Iris-setosa
+105,5.984831470307578,3.406016330824026,4.425990752516104,1.5919844347658296,Iris-versicolor
+106,4.580970244210243,3.147010464716538,1.4063965908580232,0.20535500414599658,Iris-setosa
+107,7.583820812528907,3.0,6.597759489222362,2.086450649926945,Iris-virginica
+108,6.108146341590978,2.589507705587452,5.639924192360291,1.3953645458574762,Iris-virginica
+109,5.388005806661359,2.457856636093561,3.6229305543197667,1.0735495619827193,Iris-versicolor
+110,4.300000747999676,3.0,1.0923661409518894,0.10000011195619427,Iris-setosa
+111,4.774046987387297,3.3959306747305313,1.6493132881594905,0.19896328342633363,Iris-setosa
+112,7.5939546756737215,2.8866083872908144,6.639484552789713,2.048644655328318,Iris-virginica
+113,6.174610934370977,2.1833465990099823,4.35165334976719,1.3661317778328903,Iris-versicolor
+114,5.0152997952804546,3.6029546283912097,1.3983926257600854,0.20083401933308984,Iris-setosa
+115,7.899999013974071,3.769834146719287,6.433211904555817,2.0110960911663525,Iris-virginica
+116,6.663587316944437,3.0232677763853193,5.939780251886869,2.2554017938064823,Iris-virginica
+117,7.68131344481031,2.7826521472790704,6.694002912544878,1.9895110482428664,Iris-virginica
+118,4.433130797335781,3.1953566205226145,1.3328228748036874,0.19848486751787792,Iris-setosa
+119,4.757361978376332,3.0,1.409816847046423,0.2605090703732149,Iris-setosa
diff --git a/iris/tab_ddpm/2_0/19/test.csv b/iris/tab_ddpm/2_0/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/19/train.csv b/iris/tab_ddpm/2_0/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/19/val.csv b/iris/tab_ddpm/2_0/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/2/synth.csv b/iris/tab_ddpm/2_0/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9701e36c1eefdd132237b853a96ca396772e308f
--- /dev/null
+++ b/iris/tab_ddpm/2_0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.080259852874416,2.3105050703229515,4.9839635184033355,1.5763425809620015,Iris-virginica
+1,4.596651442947772,3.6872023492595716,1.000000366997979,0.20163882069721342,Iris-setosa
+2,6.148091960885079,2.5983008266045053,5.622376266640179,1.4020315235238594,Iris-virginica
+3,6.8832444510356945,2.809645417527427,4.825181096021396,1.4126261478415183,Iris-versicolor
+4,6.244536980889254,3.40279942300681,5.6142543627805965,2.3581163847819564,Iris-virginica
+5,6.665756585822549,3.185654075014188,4.759459650458615,1.534730904748502,Iris-versicolor
+6,4.980814046674314,3.0,1.5941607939594868,0.19900888183063237,Iris-setosa
+7,4.782376530621182,3.382144928129852,1.5853517405131854,0.19712048713937097,Iris-setosa
+8,6.311580957910271,3.2874181720136835,5.971311607805628,2.4999997586433933,Iris-virginica
+9,5.924769120308521,2.9393195709814943,4.590830278372706,1.4810496807711557,Iris-versicolor
+10,5.548268291801548,4.199998535214088,1.4129274730682984,0.20683123400964626,Iris-setosa
+11,6.751608091228577,3.2137257119632365,5.506629230073031,1.9498105402462007,Iris-virginica
+12,5.673638516339633,2.9912464045197678,3.8060040937674207,1.2925851667618826,Iris-versicolor
+13,6.573518276133911,3.1814512750567254,5.137599190073337,2.003325797370426,Iris-virginica
+14,5.784418754290877,2.695440169991439,5.090936492893863,1.9295103222965424,Iris-virginica
+15,5.71124255613385,2.881932443480477,4.198595354252584,1.3170776711828356,Iris-versicolor
+16,6.0790616358771565,2.5802222009126012,5.604291953327872,1.3933554194395408,Iris-virginica
+17,5.22583381658927,3.403048790647426,1.3961058072656911,0.19752361610945657,Iris-setosa
+18,7.733952977427525,2.6182753950727484,6.9,2.30469445251444,Iris-virginica
+19,5.080708058600631,3.3419305073397125,1.6233692489472356,0.4998693319729736,Iris-setosa
+20,7.716002658546973,2.6815696313523087,6.899988579238546,2.2436364015370254,Iris-virginica
+21,5.984564009516525,2.7291467617392056,4.995798046290383,1.8678432085589465,Iris-virginica
+22,6.022941379261289,2.1947576937221784,4.998331418409954,1.5200150864434403,Iris-virginica
+23,6.2939055807509865,3.3945845942007153,5.593016945257986,2.406637133557027,Iris-virginica
+24,5.544281061300415,2.7133713663219403,3.7505160486809483,1.1933491711105961,Iris-versicolor
+25,4.843326260459007,3.4835887053484575,1.8955388674325928,0.20913131404020707,Iris-setosa
+26,7.705973611628854,2.8428105011834526,6.682022052002881,2.0719397931433043,Iris-virginica
+27,4.600564426551208,3.5966562635336308,1.0000005902527045,0.19702744927935995,Iris-setosa
+28,4.806983374246361,3.399276871549693,1.8190469653816614,0.2030436190627704,Iris-setosa
+29,5.500584149994278,3.0,4.511975530671291,1.497699152764648,Iris-versicolor
+30,4.300000786568562,3.0,1.1012171946358889,0.1,Iris-setosa
+31,4.3,3.0,1.0777060694081992,0.1,Iris-setosa
+32,6.025903611459569,2.173969698820805,4.0653793867926415,0.9283861097427509,Iris-versicolor
+33,5.149233586514781,2.6834654147350183,3.8547278284841924,1.3844830760744133,Iris-versicolor
+34,7.706977973636979,2.575106018298085,6.9,2.297891368491761,Iris-virginica
+35,5.150316919615299,2.000003224002592,3.6323677832695043,1.0537359003872317,Iris-versicolor
+36,5.361785807586283,2.453270711318676,3.6121788271236976,1.0631771494808742,Iris-versicolor
+37,7.899998968625298,3.811246522336537,6.37850417395466,2.0231321386651144,Iris-virginica
+38,6.699153110325931,3.089943867234598,4.635611017481416,1.4520252575418242,Iris-versicolor
+39,5.111252948688921,3.352024279854674,1.5797895034826541,0.4544787302215282,Iris-setosa
+40,5.543799915675343,3.0,4.4657426570105745,1.4827569495657875,Iris-versicolor
+41,5.490936988873884,4.2,1.4085677661080005,0.20083546634039745,Iris-setosa
+42,7.6288270851009825,3.0,5.950547812851073,2.2619440402117714,Iris-virginica
+43,6.670661588819921,3.136359639034689,4.728952268570651,1.5030024243212432,Iris-versicolor
+44,5.645087647891997,2.859294886469282,3.80916230861065,1.2654479811408959,Iris-versicolor
+45,5.1214730051072435,2.5115618760715974,3.2435999279741288,1.1707625442420506,Iris-versicolor
+46,6.09408844782723,2.8117768839664814,4.664232766363776,1.396249047822492,Iris-versicolor
+47,6.0428463946787,3.3915647227076304,4.544628560982107,1.6461466179869304,Iris-versicolor
+48,6.281654321235656,3.390343039254737,5.612442615984446,2.383900654412976,Iris-virginica
+49,4.793413367141901,3.0,1.4114746880461437,0.3060385624015783,Iris-setosa
+50,5.749677101806662,2.781582728827913,4.102860746897175,1.3110066652104617,Iris-versicolor
+51,5.402950069504539,3.908760657643669,1.2694544251255573,0.31618387249610214,Iris-setosa
+52,4.793762899451027,3.408330747121455,1.6532168266553156,0.20063831909910768,Iris-setosa
+53,5.044457327371009,2.000000658921493,3.6037033349739565,1.0339672246918996,Iris-versicolor
+54,5.041532051782879,3.0,1.5942316779362524,0.19654283437738046,Iris-setosa
+55,6.413451811262746,3.0,5.706903229372198,2.215930201284488,Iris-virginica
+56,5.1802247293517665,3.3060508276997003,1.5870593428991822,0.38954320704913314,Iris-setosa
+57,5.764537919182105,2.6684901032568553,4.135726883468706,1.0437260203144607,Iris-versicolor
+58,5.202920508771185,2.7347225360226077,3.9085611661850814,1.4117235810847688,Iris-versicolor
+59,6.594399922539047,3.3129048896684323,5.66923721782943,2.361145268985292,Iris-virginica
+60,6.784890531659112,3.1303482096558257,6.037606984999247,2.271094283130197,Iris-virginica
+61,5.689588772524298,3.0,4.572528313075006,1.5546310741487077,Iris-versicolor
+62,6.278914553977019,3.255603685291621,4.745019435903628,1.6178676591809524,Iris-versicolor
+63,6.714317254726701,3.0,5.0022013133969985,1.6780445204125163,Iris-versicolor
+64,4.868630949339088,3.4420693445275714,1.842397462269154,0.2138741068477471,Iris-setosa
+65,4.759028029257782,3.0,1.4045220934292935,0.27676555943812886,Iris-setosa
+66,5.482332456994026,3.0,4.484603267932528,1.4705532742968206,Iris-versicolor
+67,4.979723245580426,2.0,3.6221039988493677,1.0790081566776029,Iris-versicolor
+68,5.921569019090907,3.206826419962096,4.829699796322157,1.7611445827501822,Iris-versicolor
+69,6.8170808976573465,3.203815509519801,5.59777948911669,2.308920249079982,Iris-virginica
+70,4.3,3.0,1.0935900062418211,0.1,Iris-setosa
+71,6.004130376940285,3.398467827287204,4.474545758072534,1.606359064733353,Iris-versicolor
+72,5.8615548724181945,2.716812620598392,5.0941411409016935,2.0519216545374905,Iris-virginica
+73,5.4500804139843755,2.711152622087038,3.4381783770152987,1.3035075298841967,Iris-versicolor
+74,6.563317655499238,3.160216189510689,5.051914062810293,2.0994107664232753,Iris-virginica
+75,5.776764330232282,2.6753045798045894,5.111676620243288,1.9057813409177986,Iris-virginica
+76,5.093673782718318,2.5688946297106625,3.5977962575200113,1.2732318403242278,Iris-versicolor
+77,5.405267162659568,2.5686780427703235,3.6420279118322085,1.2051795764060933,Iris-versicolor
+78,4.3,3.0,1.0930074218825574,0.1,Iris-setosa
+79,7.9,3.860915970162568,6.424517760325263,1.9855717474081567,Iris-virginica
+80,5.015632280115341,2.0000009068610276,3.46120308430569,0.971682612380883,Iris-versicolor
+81,6.678525266724752,3.0,5.012253097156,1.7077802090345895,Iris-versicolor
+82,4.402789418107358,2.9070874024335374,1.3959849080455142,0.20362627019760107,Iris-setosa
+83,5.9889435874252,2.198338484425146,3.9909725989444036,1.0357047981561802,Iris-versicolor
+84,4.448293337216777,3.194511683934158,1.2911224715977938,0.2018443956861798,Iris-setosa
+85,5.841352470188085,2.754187555808456,5.0986327256294,2.2507887147255445,Iris-virginica
+86,5.371322154375343,3.0,4.490888849761692,1.5064722333987242,Iris-versicolor
+87,5.207901940263392,2.614256362563399,3.797812630248931,1.3494246906106133,Iris-versicolor
+88,6.810021279031541,2.782533860426042,4.782369873279472,1.3988116310389342,Iris-versicolor
+89,6.8350900173603355,3.196741130078311,5.634560274905272,1.922875139283588,Iris-virginica
+90,5.363432038084866,2.5931197721698367,3.6220494428616776,1.1844802814897077,Iris-versicolor
+91,5.015320130486207,2.0,3.678349522562918,1.027331038734407,Iris-versicolor
+92,5.236651449344381,3.39591279257623,1.3893073733607502,0.20149599397077894,Iris-setosa
+93,5.831889403207097,2.7955584031417122,4.563930596833317,1.2181457576295838,Iris-versicolor
+94,6.746132458587705,2.8289820316268512,4.712925142621368,1.409487100699504,Iris-versicolor
+95,6.618201987738161,2.8719993160916064,4.687368013791575,1.5273061287002494,Iris-versicolor
+96,6.664784976657725,3.0,4.950573729972605,1.6824848909907382,Iris-versicolor
+97,7.899998563202534,3.8092234231108506,6.42648395070196,1.97435913866849,Iris-virginica
+98,4.588217140751448,3.620657700795625,1.0,0.18252332573525076,Iris-setosa
+99,5.4898761939935605,2.452210301000009,3.781489468781004,1.125801860666763,Iris-versicolor
+100,5.8775797134511025,2.9070223652555924,4.482050935053123,1.4100831791510144,Iris-versicolor
+101,5.594327276859126,2.498134597650952,4.0073091958697225,1.1171430459861982,Iris-versicolor
+102,5.443525415414683,3.0,4.502692809490555,1.5039775474629278,Iris-versicolor
+103,6.684207900598949,3.0276102429076728,4.585895795210508,1.4406002228680275,Iris-versicolor
+104,5.844846200249743,2.794632219591651,4.436509143796616,1.1433997463944265,Iris-versicolor
+105,5.744669046349284,2.8461655315357364,5.102062951714249,2.420066845948334,Iris-virginica
+106,4.300000613398649,3.0,1.10309203455703,0.1000000989504824,Iris-setosa
+107,4.808769540330945,3.4095951548141525,1.6155706512649126,0.20138331658146294,Iris-setosa
+108,5.616915611777252,2.389842952364853,3.770925373125295,1.097309099290378,Iris-versicolor
+109,5.231100775309517,3.367308502315402,1.565574195289556,0.5272580306697241,Iris-setosa
+110,5.68945371147138,3.789882461521801,1.589252278674497,0.3316489352587958,Iris-setosa
+111,7.712961421835215,2.5969958203183516,6.9,2.295397921437032,Iris-virginica
+112,6.02560838028415,2.9282356626723596,4.549041061366678,1.4750202031805175,Iris-versicolor
+113,5.681765303794086,2.776870668628684,4.49658381639923,1.317583665460877,Iris-versicolor
+114,4.802090739596122,3.0,1.4057157969337695,0.3730708679140482,Iris-setosa
+115,4.3,3.0,1.098594728812955,0.1,Iris-setosa
+116,5.213297560707489,3.406168885842254,1.394210396223681,0.2020676007772287,Iris-setosa
+117,6.632153044264997,2.51384621734189,5.608073456496283,1.7517785254985465,Iris-virginica
+118,7.695921077758282,2.61023498542117,6.89999895890861,2.3026947520978935,Iris-virginica
+119,5.062019759400786,3.626405318620191,1.4812446623512865,0.2008664921987928,Iris-setosa
diff --git a/iris/tab_ddpm/2_0/2/test.csv b/iris/tab_ddpm/2_0/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/2/train.csv b/iris/tab_ddpm/2_0/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/2/val.csv b/iris/tab_ddpm/2_0/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/20/synth.csv b/iris/tab_ddpm/2_0/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..be8ad57c2b5fa08272e89b4436aeb73ed476ed1c
--- /dev/null
+++ b/iris/tab_ddpm/2_0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.014191002851265,3.2976276965385116,4.710412114711755,1.7642711052155864,Iris-versicolor
+1,5.4838938494674005,3.0,4.47552284594866,1.4926429578816645,Iris-versicolor
+2,6.390859301371482,3.184116185868827,5.384074034835674,2.267415707486333,Iris-virginica
+3,6.7277578799374265,3.206920312103506,5.649180174517852,2.2874134303974865,Iris-virginica
+4,5.392541080464392,2.5852718669061354,3.953661728267239,1.3417000257508902,Iris-versicolor
+5,7.714099335016786,2.621391219898192,6.9,2.3195952456359725,Iris-virginica
+6,5.687241413137857,3.0,4.206877561369939,1.2380011134198738,Iris-versicolor
+7,6.274094086852476,3.3070307212636885,6.011314778565961,2.5,Iris-virginica
+8,5.6886650571705974,3.0,4.132715904038739,1.2380923669144737,Iris-versicolor
+9,5.127019335171682,3.3130069387704237,1.674730691516131,0.5549686606493952,Iris-setosa
+10,6.238227677206398,3.3958114691589456,5.457258200527008,2.336184530556031,Iris-virginica
+11,7.714094162572456,2.625455850205875,6.9,2.2423370105899134,Iris-virginica
+12,4.97228353953385,2.0,3.295848748473355,1.0641305312189027,Iris-versicolor
+13,5.609430582319302,3.0,4.451831998403729,1.4950201392633737,Iris-versicolor
+14,6.1684579220203855,2.8114327044747736,4.862418037637231,1.8098042734999424,Iris-virginica
+15,4.556124498333511,3.085534282002278,1.4524365436762317,0.2031652399685081,Iris-setosa
+16,6.3371681032049985,2.491853006719691,4.993266754531204,1.899672509951783,Iris-virginica
+17,5.400254809461152,3.0,4.50694198537636,1.5033578691298548,Iris-versicolor
+18,6.27605303056623,3.2988710893928435,6.031607287745402,2.499999732352984,Iris-virginica
+19,6.272375028559119,3.39542946253777,5.630177478255643,2.3985957164995564,Iris-virginica
+20,5.683159053243277,2.8581463293448417,3.911697598672364,1.2889888087535226,Iris-versicolor
+21,5.388868766734139,3.902601628851519,1.3020237040108402,0.4576598931423036,Iris-setosa
+22,6.052590524366316,2.1911463187591793,4.039986126753333,0.9593550726581032,Iris-versicolor
+23,4.883624918789498,3.0347049852305283,1.455132699131756,0.1,Iris-setosa
+24,5.237268559000075,2.50473345274245,3.5774438138945683,1.0656611564003962,Iris-versicolor
+25,6.482620252279431,2.8083396629530415,4.602832431964219,1.4973818083223815,Iris-versicolor
+26,6.6626449676802775,3.1597098291143695,5.270196244084829,2.3179528935013622,Iris-virginica
+27,4.802878707982126,3.4044949106626095,1.5927576120004898,0.1985821041436208,Iris-setosa
+28,5.1166907321518424,3.465582772651832,1.3984946243944223,0.20345841534639192,Iris-setosa
+29,6.280948379725773,3.323720361257828,5.429986038534343,2.3394569590158767,Iris-virginica
+30,5.942545691940928,3.1309342191005123,4.7648369229301135,1.7229793774422655,Iris-versicolor
+31,6.202678429059268,2.860359938780068,4.770743951320449,1.803903787467175,Iris-virginica
+32,4.990831030954583,2.0,3.5682381087358146,1.024301999374241,Iris-versicolor
+33,6.231638506401491,3.3753771089916738,5.326907600108392,2.2684407282275183,Iris-virginica
+34,7.709725555682279,2.960828408574951,6.533251186642433,2.156899415060126,Iris-virginica
+35,5.014341295007782,3.7253125315864986,1.5970489417841962,0.2004890696508058,Iris-setosa
+36,5.060285997061536,3.563733616545607,1.3801512117602353,0.19942627333414267,Iris-setosa
+37,7.681855543884754,2.597955519228083,6.899998531136955,2.3083351785468302,Iris-virginica
+38,6.555749975653927,3.166425772928643,5.063636102819574,1.9072777877446503,Iris-virginica
+39,6.298036935899351,3.394523319093792,5.498206930049406,2.386010078195656,Iris-virginica
+40,6.287646848497571,3.29313601397338,6.129490087810886,2.5,Iris-virginica
+41,5.754777899907565,2.6085187753405448,3.9279908294076447,1.0176706358788226,Iris-versicolor
+42,6.585721273801183,3.0,4.546751901421366,1.4606679793357822,Iris-versicolor
+43,6.591560425421233,3.0,4.4566128702704395,1.3911127568185933,Iris-versicolor
+44,6.761076331876994,2.787195585040285,4.727162694376146,1.4253558274918083,Iris-versicolor
+45,6.028398006125246,3.399285672111778,4.574271158113208,1.6152417224724058,Iris-versicolor
+46,4.959449994919084,3.632592996048552,1.4159599118612398,0.202420602236106,Iris-setosa
+47,7.709882705958481,2.595603684919363,6.899998369023678,2.2887041536215107,Iris-virginica
+48,4.383379618199183,3.2260667781712393,1.2857535147229808,0.196377232988929,Iris-setosa
+49,4.826050086891228,3.0,1.416007363685101,0.3067179734927048,Iris-setosa
+50,6.1998124235876535,2.7941729221892344,4.846855098682187,1.8071115524295733,Iris-virginica
+51,7.697820974197754,2.608866806514726,6.9,2.303537107592691,Iris-virginica
+52,6.328074250989301,3.370035244596857,5.577633675227666,2.390704690279631,Iris-virginica
+53,6.055091296404807,2.951550356667726,4.5618922236986705,1.5218874142909184,Iris-versicolor
+54,5.773874926697598,2.713495004399928,5.1304227110268155,1.9492769556176368,Iris-virginica
+55,4.7575794882802125,3.3934943261807717,1.6931819463731552,0.19544196245736267,Iris-setosa
+56,6.108280480297505,2.5982217918349635,5.58380278133264,1.4235970947489214,Iris-virginica
+57,5.0818311283383695,3.6747585037856307,1.5595107516869406,0.20041437835753298,Iris-setosa
+58,6.366454229736357,3.283919707218514,5.949728992879118,2.4999995008649885,Iris-virginica
+59,6.3054422349098065,3.4024170679210264,5.598869149086327,2.39454927551993,Iris-virginica
+60,6.621249228132522,3.0,4.459188838280117,1.4035247255641123,Iris-versicolor
+61,6.2763412855673835,3.2988742330796215,6.047836988030529,2.5,Iris-virginica
+62,5.122966062980321,3.3512657613665775,1.594332907238296,0.4973492153009692,Iris-setosa
+63,6.351753541591535,3.2342214302475,4.846066382020762,1.6660633479010496,Iris-versicolor
+64,6.724572946769013,3.0,5.905144847313946,1.9602398883224768,Iris-virginica
+65,6.089075921443153,2.600963074256745,5.593973083701971,1.3787863882536067,Iris-virginica
+66,7.199719806414497,3.166515459481524,6.013878371640487,1.7963936490252783,Iris-virginica
+67,6.810419491729446,3.098322177136551,5.172432253587023,2.304298409645866,Iris-virginica
+68,4.59584825147914,3.1307921242403376,1.4145258361673763,0.20160501499990707,Iris-setosa
+69,5.625524037901121,2.3363649517200122,3.8451039962544167,1.034875092274841,Iris-versicolor
+70,7.6918694749559675,2.54980145630604,6.9,2.3080811800917056,Iris-virginica
+71,5.6624866055851095,2.905147183247615,3.8191394256092495,1.2490831431389797,Iris-versicolor
+72,4.858405098548789,3.042148188990466,1.4358981026199482,0.1,Iris-setosa
+73,6.048248680317951,2.8681458231497015,4.656923336053468,1.326397589537231,Iris-versicolor
+74,5.022309445941246,3.0,1.5909199554995055,0.19571167194502198,Iris-setosa
+75,5.735997716307055,2.7240495399387306,5.1606421099842175,1.9375652382210375,Iris-virginica
+76,7.704905507175465,2.7936499220839903,6.721392453291139,1.9851087719938127,Iris-virginica
+77,4.3,3.0,1.0729983984133218,0.1,Iris-setosa
+78,5.497042141768926,3.0,4.478205445334089,1.5067803261759896,Iris-versicolor
+79,6.300642360636795,3.310764735196174,6.01094120562497,2.5,Iris-virginica
+80,6.69190586236148,3.1001753998144523,4.66493742537948,1.467644759751971,Iris-versicolor
+81,5.990750371242048,3.4047663670372295,4.455204648769402,1.6014668292267284,Iris-versicolor
+82,6.332090280998052,2.5200066488630832,5.008947866227189,1.955329609111661,Iris-virginica
+83,5.645402391593462,3.721771873317758,1.5719618854869652,0.3225761313946798,Iris-setosa
+84,5.928670626682649,2.7339359375292562,4.589370154679884,1.1363347310495209,Iris-versicolor
+85,7.673468030228548,2.764939567005955,6.679387989591106,1.9648562801627836,Iris-virginica
+86,4.300002844542482,3.0,1.1155103586270159,0.10000020765800875,Iris-setosa
+87,6.178264790966355,2.794539462279455,4.771923907716534,1.8100955341545524,Iris-virginica
+88,5.078775854054852,2.5666432011104336,3.5920118789575786,1.2161754927517987,Iris-versicolor
+89,5.430713462125909,2.4674479352480523,3.6661263788928626,1.0892219347400949,Iris-versicolor
+90,6.760327765066066,2.811047266748227,4.75882997472995,1.4416364016254604,Iris-versicolor
+91,5.286277252805029,3.723305408966803,1.5410300915807071,0.20186295140585864,Iris-setosa
+92,6.273461143930314,3.2757158507544393,6.045863034202374,2.499999779125194,Iris-virginica
+93,6.680517550235563,3.0373612245455046,5.887024611615091,2.2123571011489442,Iris-virginica
+94,7.410954686327602,3.05291991081589,5.495405274523287,2.3033323954079914,Iris-virginica
+95,6.527857180376353,3.21395529601066,5.24838240570013,2.284798113708763,Iris-virginica
+96,4.829489805126583,3.3965305099392706,1.543112134565345,0.19926343714326217,Iris-setosa
+97,5.947311137254194,3.243186414121524,4.782502850370317,1.7985476359503285,Iris-versicolor
+98,5.800976275054898,2.7450176259892087,4.180630461513234,1.0936394441596038,Iris-versicolor
+99,6.100880859079168,3.2692307805573955,4.649594320925231,1.6256698222556638,Iris-versicolor
+100,5.66298500197678,3.0,3.8496106415942473,1.2965056210407997,Iris-versicolor
+101,5.920899103404779,3.20646919932385,4.8226734381771585,1.8341027838313528,Iris-versicolor
+102,5.806692852098357,2.6968541411979747,5.088057326187191,1.9261530078170517,Iris-virginica
+103,6.1227339378819154,2.551704183051138,5.522306776331244,1.4523444716548466,Iris-virginica
+104,4.808441765582244,3.0,1.418360108468554,0.27452559370441043,Iris-setosa
+105,6.123322248565564,2.5692723075954373,5.61083081453503,1.3986313599070281,Iris-virginica
+106,4.974343323491924,2.0,3.603410757324174,1.0109311136245578,Iris-versicolor
+107,7.097631765632827,2.586434128071389,6.23015008821398,1.8760228588211025,Iris-virginica
+108,6.031303117055867,2.814833647775516,4.933676554024279,1.8710392554072,Iris-virginica
+109,5.838299273057476,2.2604407524636305,3.80576635989425,0.8404346702122297,Iris-versicolor
+110,5.810985842887665,3.1248132444903587,4.737747927152504,1.6839853887885228,Iris-versicolor
+111,5.260290283288776,2.5202417247737565,3.668592602613684,1.2531637101802706,Iris-versicolor
+112,5.243803116956198,2.6760457427043227,3.9520553688282987,1.3732372098291146,Iris-versicolor
+113,5.5965313503300065,2.877560396744601,3.8568291786744546,1.2692051876518187,Iris-versicolor
+114,5.760525296654649,2.8699142218014058,4.20295588997331,1.4004559494198916,Iris-versicolor
+115,6.183648087281159,3.5289634361345565,5.448328417577123,2.239488020640843,Iris-virginica
+116,5.545745511637012,2.343605837340803,3.687933403390425,0.9384889436129181,Iris-versicolor
+117,5.463534619026484,3.7585183381904423,1.4330086811909173,0.41706906586646675,Iris-setosa
+118,5.845813217811608,2.7827284282989417,4.56975922903846,1.193124582191709,Iris-versicolor
+119,5.657315852597773,2.9912971968597377,3.9621208338400766,1.267219210068536,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/20/test.csv b/iris/tab_ddpm/2_0/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/20/train.csv b/iris/tab_ddpm/2_0/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/20/val.csv b/iris/tab_ddpm/2_0/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/21/synth.csv b/iris/tab_ddpm/2_0/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..93180a644efc3ef83ad74f784f66f25b29a23335
--- /dev/null
+++ b/iris/tab_ddpm/2_0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.249704423372902,2.8727832575547603,4.823817955974286,1.8577906202886343,Iris-virginica
+1,4.300001581546632,3.0,1.097678091810824,0.10000014454369,Iris-setosa
+2,6.694928933013937,3.0,4.951943082857526,1.6629467803657882,Iris-versicolor
+3,4.3,3.0,1.0956091590711012,0.1,Iris-setosa
+4,7.699031182013094,2.774570089292686,6.727069534042936,2.0620216580458886,Iris-virginica
+5,6.901868157531335,2.581983653075438,6.12693184178852,1.849157460776953,Iris-virginica
+6,4.412361794371427,2.8718394934978777,1.4029097844216023,0.20029138926410653,Iris-setosa
+7,7.677199995219368,2.780115054669847,6.687176285283894,2.0329781814297045,Iris-virginica
+8,4.987612477992398,3.488333490397828,1.4104599968699874,0.19820324478086546,Iris-setosa
+9,5.083021807308762,3.3563124181713593,1.7466682192004206,0.49076847503409515,Iris-setosa
+10,5.862622160409479,2.837055942031718,4.623139693177197,1.2543097365798408,Iris-versicolor
+11,6.007946914575254,2.9117365656448198,4.5948617915650045,1.4085399543644719,Iris-versicolor
+12,6.932523633720729,3.2221351091179034,5.7761975208605945,2.0082025736999976,Iris-virginica
+13,6.232831809783639,2.8881403847804084,4.871092388131191,1.8119932267672976,Iris-virginica
+14,6.528837058323131,2.950573030168022,4.397205530040998,1.4063957345689915,Iris-versicolor
+15,6.747382770296927,3.142630728147925,5.282661201670093,2.1278755807224647,Iris-virginica
+16,6.866892937617147,2.8016529124741445,4.794779768829524,1.3958998052104012,Iris-versicolor
+17,5.217759606004444,2.4668601033319355,3.48297457636932,1.0492562534801717,Iris-versicolor
+18,4.3,3.0,1.083336804121773,0.1,Iris-setosa
+19,7.705398499891239,2.618803148406851,6.9,2.269089105346331,Iris-virginica
+20,4.846287007949042,3.038192996374776,1.4687161267499256,0.10000012662858172,Iris-setosa
+21,6.3505554164806455,3.229295881459839,5.304794132087419,2.277612779898888,Iris-virginica
+22,5.89896278060278,2.9218191878779955,4.522939091537692,1.4923469680835908,Iris-versicolor
+23,4.494791980230032,3.0,1.4045278183912933,0.20452771874776127,Iris-setosa
+24,5.531159923122397,4.2,1.3978108077785432,0.20063859751590613,Iris-setosa
+25,5.380657059483853,3.46455957366165,1.585632516528577,0.49613461290508165,Iris-setosa
+26,4.3,3.0,1.0878931245253838,0.1,Iris-setosa
+27,5.8659472936896595,2.6936619920820037,5.076960981236918,1.840744549577205,Iris-virginica
+28,6.258762006117441,3.4088176101874073,5.51741079261215,2.3227449405460794,Iris-virginica
+29,5.880424100959424,3.215592420163418,4.777888895670985,1.8325170612315425,Iris-versicolor
+30,4.622282018298068,3.623219769463784,1.0,0.19943772569159662,Iris-setosa
+31,5.339702590883812,3.0,4.498448139711965,1.5057904539357214,Iris-versicolor
+32,6.255859614231438,3.3607002154018417,5.467637124423218,2.373795524101428,Iris-virginica
+33,4.563035553797873,3.110347657767367,1.4998960819089457,0.18121024497596208,Iris-setosa
+34,4.841579466953901,3.403475471028836,1.788700804961837,0.20243968870175616,Iris-setosa
+35,5.11375996500497,3.409174687560707,1.3632382880042158,0.19817099236216734,Iris-setosa
+36,6.067208437254204,2.754967510234071,4.635803448917132,1.0744548804782101,Iris-versicolor
+37,7.686263346128579,2.602267217708837,6.899998377227769,2.306228615134638,Iris-virginica
+38,5.084067403995617,3.776833917325196,1.5925902702416534,0.20138431253379468,Iris-setosa
+39,7.178325957772585,3.2022853471206636,5.967077573923189,1.817565970843703,Iris-virginica
+40,4.30000079103473,3.0,1.10063209036334,0.10000018468016818,Iris-setosa
+41,6.24008322298826,2.7240599309744407,4.635880692989494,1.3487840893200933,Iris-versicolor
+42,5.66570764882475,3.7817279149678074,1.5912619618129518,0.2755675425385128,Iris-setosa
+43,5.592054915935938,2.4684327907900356,3.9152214185783283,1.1599680411664954,Iris-versicolor
+44,7.6900089012126225,2.612072092840987,6.899998941430646,2.2762344352657875,Iris-virginica
+45,6.181287283586108,2.8630376503590753,4.61801418959698,1.3262715785610222,Iris-versicolor
+46,5.419233977019086,2.4276786854659793,3.592941121990018,1.024921579588632,Iris-versicolor
+47,4.3,3.0,1.0993900468883404,0.1,Iris-setosa
+48,7.9,3.813352737518552,6.445964893096954,2.035298805762744,Iris-virginica
+49,5.853064306260976,2.739513284688478,5.097237510608133,2.2689223003615475,Iris-virginica
+50,4.507550800710559,3.1408447654248435,1.3923867988663112,0.200838292492008,Iris-setosa
+51,5.631417751585247,2.9520658127412314,4.437220307967544,1.4144014830420424,Iris-versicolor
+52,5.583165480544283,2.9222332275555476,4.4035128972705175,1.3975484225904897,Iris-versicolor
+53,6.291355739520392,3.315579092551133,4.6627435667680315,1.5776548033494908,Iris-versicolor
+54,4.603397926171619,3.5342886749635585,1.0000004262969884,0.20349474578492147,Iris-setosa
+55,6.722653963006254,2.5002341515182653,5.823118602802641,1.7646010235851495,Iris-virginica
+56,5.497820868646069,2.411249563858252,3.686615724238286,1.0563298330408286,Iris-versicolor
+57,4.41282006319535,2.8956543251315834,1.4134846053156773,0.20688392099396957,Iris-setosa
+58,4.38492850044697,3.0,1.3662129544308426,0.1991790758530596,Iris-setosa
+59,5.003378590844491,3.423305074293505,1.5708481896419741,0.41426799351014304,Iris-setosa
+60,6.291378390098744,2.5623582539961127,4.983620895142683,1.954456056509307,Iris-virginica
+61,4.617750065145296,3.068735404378581,1.4633900481073117,0.20765856791595308,Iris-setosa
+62,4.997842412119925,2.0000006668895702,3.6298905413716818,0.9949126232806179,Iris-versicolor
+63,6.3201583498996,2.6622020481934467,4.887466886514455,1.8186399555746386,Iris-virginica
+64,5.071747558336621,3.3724019536066634,1.5929969147866143,0.5194402597966835,Iris-setosa
+65,5.623483249410116,2.3656567052506943,3.7445818753144926,1.0251386961840216,Iris-versicolor
+66,6.303527752084271,3.286680896296385,6.029443092364271,2.5,Iris-virginica
+67,5.901574310505628,3.2071160686291993,4.779773058530885,1.7712529371009058,Iris-versicolor
+68,5.931645301293403,3.2356389913987074,4.784485259501814,1.802877514358112,Iris-versicolor
+69,4.863803901603585,3.0136293110613117,1.473578825675577,0.1,Iris-setosa
+70,4.611884471785663,3.5910960768897353,1.0000003611906152,0.20884333500672247,Iris-setosa
+71,4.813744543197232,3.4038612867555216,2.0889653664339667,0.19838712211049656,Iris-setosa
+72,6.718665592521715,2.771182823562327,4.757918851812255,1.4508465204232928,Iris-versicolor
+73,6.1794263357932895,3.3869264540751907,5.3729268663465755,2.2556978461871853,Iris-virginica
+74,6.032582372573287,3.393025856831554,4.550160304911186,1.6064255034621906,Iris-versicolor
+75,5.963880182362275,3.348937030458374,4.600016751623048,1.6086672748790023,Iris-versicolor
+76,7.6485720173807605,3.0,6.250112596688213,2.2396769361975988,Iris-virginica
+77,7.675486109170873,3.0214633393397534,5.916766400172081,2.3080714026874736,Iris-virginica
+78,7.155191536426435,3.2220214350309355,5.896077310812474,1.808634626557639,Iris-virginica
+79,6.303128461229058,3.31397761687078,5.9689912888285255,2.5,Iris-virginica
+80,7.6542308964322,2.965729428281131,6.633804637308254,2.0218652594397004,Iris-virginica
+81,5.76883270964721,2.806511092633929,5.081813470021326,2.423772167892403,Iris-virginica
+82,6.649909061783331,3.1853202290283957,5.35306236456115,2.228822552117637,Iris-virginica
+83,7.9,3.8493542339142377,6.427002018230061,2.0067767717076945,Iris-virginica
+84,7.899998117845017,3.796940935403379,6.313200681183914,1.9898778916973607,Iris-virginica
+85,5.826912817581175,2.799530739745534,5.093520819306712,2.4056627752177295,Iris-virginica
+86,5.560580978652159,3.0,4.434547005885492,1.4482305811168499,Iris-versicolor
+87,5.95423516654515,2.219080050949779,3.9501989452547592,0.9329388164433108,Iris-versicolor
+88,5.0663086675267,2.000001099000416,3.475875965991091,1.0260685471783366,Iris-versicolor
+89,6.289500939241716,2.542032305400912,4.980017899961365,1.842244563633443,Iris-virginica
+90,6.514505623078643,2.8160974752058796,4.637644155456883,1.4071942502009698,Iris-versicolor
+91,4.842705998975006,3.0,1.4239397305699402,0.27380035945613723,Iris-setosa
+92,5.315376769974597,2.617323278579159,3.948210687208858,1.3557979158573088,Iris-versicolor
+93,4.886294158943235,3.107217821274257,1.482672191595855,0.1,Iris-setosa
+94,5.315196285106878,2.5135417693618005,3.61179813661009,1.0932363118225685,Iris-versicolor
+95,4.8898359470363815,3.085553931293137,1.5053831393514356,0.10000012957858141,Iris-setosa
+96,4.832720193175397,3.4171839708638125,1.6333213291134037,0.20336711977790076,Iris-setosa
+97,6.288743578581061,3.3551444506618218,5.643602032195051,2.3932430343885502,Iris-virginica
+98,5.922451513192655,2.1685484849896373,3.9751326589287768,1.0018867958413078,Iris-versicolor
+99,6.639013457012539,3.0,4.574435409486371,1.4424518562731954,Iris-versicolor
+100,4.75647702963744,3.0,1.357606370706832,0.27531298118744474,Iris-setosa
+101,6.935509489288039,2.538970276592911,6.172370467395512,1.8335028715688788,Iris-virginica
+102,6.273674184415098,3.2790524490620356,5.967276789409862,2.5,Iris-virginica
+103,6.231956020393693,3.4111042690096904,5.366862996585662,2.3097111506972148,Iris-virginica
+104,6.332970784807656,3.282107291080777,5.956045656288632,2.4999997445874933,Iris-virginica
+105,6.268820230413416,2.7751151602907917,4.813561233363104,1.773199092928511,Iris-virginica
+106,7.710151977939818,3.0,6.242283288883277,2.2841306842692783,Iris-virginica
+107,4.3,3.0,1.0978618066869466,0.1,Iris-setosa
+108,7.228025206541645,3.1914183834932386,6.054579698470674,1.7874379581468687,Iris-virginica
+109,5.6302571640190315,2.441487032671984,3.974072113618712,1.1212134093597088,Iris-versicolor
+110,6.3087678007816,2.8577603332936357,4.650009462328895,1.4289336104001222,Iris-versicolor
+111,6.64019362114372,2.751645612789,4.719991208308183,1.4517554418395198,Iris-versicolor
+112,5.484711194064922,4.2,1.4080060448787513,0.20460159258274477,Iris-setosa
+113,5.881721657145296,2.7113880736830795,5.071940842486084,1.8672938565997685,Iris-virginica
+114,5.79399019767805,2.9294368090879104,4.449316896573192,1.418708343594073,Iris-versicolor
+115,5.197839130222417,3.3892528273051914,1.4185918433404279,0.20715729391419366,Iris-setosa
+116,4.613615387967838,3.221075779735618,1.3829737057684908,0.19871535875772195,Iris-setosa
+117,5.602080532600065,3.6954031561634917,1.5792938493945587,0.42791564195639253,Iris-setosa
+118,4.694442861887639,3.068097324110308,1.3980665557185663,0.24202602909911647,Iris-setosa
+119,4.790990952918998,3.0,1.3862801007805579,0.28042319966026574,Iris-setosa
diff --git a/iris/tab_ddpm/2_0/21/test.csv b/iris/tab_ddpm/2_0/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/21/train.csv b/iris/tab_ddpm/2_0/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/21/val.csv b/iris/tab_ddpm/2_0/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/22/synth.csv b/iris/tab_ddpm/2_0/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b3a8da28befadf47bcc36ce4279dbafccbeb0ea6
--- /dev/null
+++ b/iris/tab_ddpm/2_0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.266494119391693,2.7454161559472685,4.8538192535505695,1.7903308278536996,Iris-virginica
+1,5.8989451867747436,2.8803505772615123,4.584057251920929,1.3701560876287298,Iris-versicolor
+2,5.118016584013949,3.301052563978214,1.752943502112018,0.6153665956360399,Iris-setosa
+3,5.42992405178971,3.0,4.576025698711176,1.5004508904068057,Iris-versicolor
+4,5.914298516241231,2.2365830217839275,3.889004091695014,0.9555763374983972,Iris-versicolor
+5,7.6527407116843635,2.8285449296815246,6.664166389197078,2.0060337150892615,Iris-virginica
+6,5.575553938733922,3.7628619334304156,1.55023229908517,0.3554357361282829,Iris-setosa
+7,5.6725453258047995,3.7880747816227074,1.743551229921809,0.3422105614436592,Iris-setosa
+8,6.129459014663803,2.839301569715688,4.658224644834116,1.1809376831308063,Iris-versicolor
+9,7.6613370354175645,2.603616297853709,6.9,2.299822060809827,Iris-virginica
+10,6.051963936162266,2.8837119132656754,4.593561285333892,1.4375987865833075,Iris-versicolor
+11,5.839512394315178,2.948840624511943,4.517801057922785,1.511202481561877,Iris-versicolor
+12,5.494751443382509,3.0,4.504215067689324,1.5062387646080428,Iris-versicolor
+13,6.104394288985917,2.6001649575042096,5.622158078068806,1.3709532405353446,Iris-virginica
+14,5.1732730962757,3.5607833177963233,1.3748683582360044,0.21550090001703975,Iris-setosa
+15,6.107708652689835,2.813788663466893,4.7700366036556385,1.2183088955537897,Iris-versicolor
+16,4.832729556976762,3.0,1.4347773072913466,0.1,Iris-setosa
+17,6.698459084855357,3.1121564251043563,4.6843789703073115,1.5072251113461383,Iris-versicolor
+18,6.585116213751256,3.0,4.400486035020995,1.395321529665551,Iris-versicolor
+19,5.781127224107308,2.7642882586084965,4.249869443371706,1.0884893821593324,Iris-versicolor
+20,6.6024369604665205,3.1872187033277504,5.216947192147833,1.959818128952663,Iris-virginica
+21,5.226974189516289,2.736778019501453,4.014243559691826,1.4296776641346993,Iris-versicolor
+22,7.624375594563623,3.0,6.620023425784282,2.122128336664361,Iris-virginica
+23,6.321606088136973,3.2592190151598572,5.26800336140316,2.2435607767795114,Iris-virginica
+24,5.5016551435123695,2.4552283760088542,3.78875922928722,1.1871963930703815,Iris-versicolor
+25,6.092363510246039,2.860724584444825,4.684965427370114,1.2887670539104346,Iris-versicolor
+26,7.688278271589865,2.8879395809165076,6.678756204316254,2.041373943591588,Iris-virginica
+27,4.787565979690518,3.0,1.3595873667634493,0.10000016463050451,Iris-setosa
+28,6.313630891137068,3.301180372256492,6.157856122856752,2.5,Iris-virginica
+29,4.392415132921815,3.2119704396434177,1.2774052051334364,0.2012696239582779,Iris-setosa
+30,6.671485433690923,3.100150723836794,4.702575879384183,1.5095671098844352,Iris-versicolor
+31,5.533255851957563,3.0,4.515449461269465,1.5347206460053742,Iris-versicolor
+32,6.504324683236151,2.82874062953991,4.692949485562546,1.5389464980920677,Iris-versicolor
+33,4.98985261336211,3.0,1.591645235751134,0.20150242170409147,Iris-setosa
+34,7.319367993509613,3.1733919760639395,6.1197609131519535,1.789016129306213,Iris-virginica
+35,5.661499852432927,3.0,4.158016920670655,1.1752001868202062,Iris-versicolor
+36,5.611418993963934,2.908990646700469,3.7825997408237955,1.33741716577301,Iris-versicolor
+37,7.630769965321712,2.9033923722478963,6.59091100772644,2.1164027731642068,Iris-virginica
+38,6.970973353485335,3.0950135447143974,5.096198659774394,2.2886512513059976,Iris-virginica
+39,4.8128161497092075,3.4022311672166827,1.5884235575378003,0.20168557211234103,Iris-setosa
+40,5.597580512979032,2.4979557371545136,3.9090397551708898,1.0748597033724483,Iris-versicolor
+41,5.521094016529615,3.0,4.4968143111534555,1.490047209042824,Iris-versicolor
+42,6.433430298185836,3.247005864921939,4.739392000024154,1.5993154140897994,Iris-versicolor
+43,6.023879773484188,2.928027463348674,4.566766736426547,1.469888628083603,Iris-versicolor
+44,5.837339589278835,2.7857289986671843,4.5621322045397585,1.2016516789965555,Iris-versicolor
+45,5.516771970915415,3.0,4.463395737936877,1.5033389467634477,Iris-versicolor
+46,5.099583068192163,3.5074305268195003,1.4006506152225544,0.20127621500542475,Iris-setosa
+47,5.707938058240456,2.3232834017851345,3.893261644536621,0.9387706630676056,Iris-versicolor
+48,6.750942374225506,2.798246972623981,4.767665084067986,1.4360209260892032,Iris-versicolor
+49,6.110391592814502,2.596858666397381,5.563389674744968,1.3824913857933703,Iris-virginica
+50,6.042515885492853,3.3654471267235913,4.616496094384876,1.619998362187594,Iris-versicolor
+51,6.185865423521501,3.395677872251088,5.5294229381965545,2.323014469174432,Iris-virginica
+52,5.802536604673893,2.66160057779923,5.117926434221725,1.8488119909396379,Iris-virginica
+53,4.873587341064717,3.400246396983416,2.0738259703668893,0.24263784162832866,Iris-setosa
+54,4.634145971769491,3.208423029724332,1.3530148379092042,0.1996458502553088,Iris-setosa
+55,6.011204987135642,2.203206225363062,5.001120468810417,1.5102522435748735,Iris-virginica
+56,6.225789249650144,3.40231683424581,5.4461259981176,2.315513758777073,Iris-virginica
+57,4.422745813216489,2.9587396700723425,1.413306785051795,0.20079714043304384,Iris-setosa
+58,6.045976220545433,2.8059628440799,4.6210766347273005,1.3337097974132788,Iris-versicolor
+59,6.249042817066709,3.313246363140218,5.986517830431831,2.499999810470315,Iris-virginica
+60,6.340866126079834,2.634948432906609,4.926481353886882,1.826080101697577,Iris-virginica
+61,5.653065231589819,3.0,3.8726513435864316,1.3068617174685921,Iris-versicolor
+62,4.815720216880191,3.406319167579083,1.6209587740920552,0.2020322287314376,Iris-setosa
+63,7.681218016692003,2.5953332670520988,6.8999989941025435,2.29168426577895,Iris-virginica
+64,6.503567394669011,3.2315596058452676,5.260178678692792,2.073792627353927,Iris-virginica
+65,6.283691241675539,2.4710881834639267,4.993255406718105,1.905232442641026,Iris-virginica
+66,6.566237187203521,2.4802908664517527,5.643431086461088,1.7231508692203763,Iris-virginica
+67,5.6915425750691195,2.8557925569340483,4.454338479580375,1.3829363903965313,Iris-versicolor
+68,5.108677661687326,3.5313391535326457,1.4383043957763382,0.20854379544200002,Iris-setosa
+69,5.607855655469268,3.731159117402548,1.5697901711745221,0.2764705179677032,Iris-setosa
+70,6.062353439723863,2.871117836228471,4.724992148599856,1.3166317614149554,Iris-versicolor
+71,4.4473506957796465,3.0,1.4074911963733578,0.20328744892965966,Iris-setosa
+72,6.377116889663716,3.0717174559854303,5.695785444053345,2.28661539133435,Iris-virginica
+73,4.602194716748512,3.209847611293783,1.3980375223727313,0.19861731152780526,Iris-setosa
+74,4.986208345714918,2.0,3.343080738109781,0.9919262004590005,Iris-versicolor
+75,4.813020176232389,3.0,1.397329100827869,0.10000010496014518,Iris-setosa
+76,6.638890917164941,2.839159359934328,4.741220886609815,1.4917764691731743,Iris-versicolor
+77,7.6591638310731005,3.0,6.034767287404699,2.2923595213997445,Iris-virginica
+78,5.359521600616675,3.410677210019632,1.5602931378655853,0.4189893352335263,Iris-setosa
+79,4.3,3.0,1.0791098911521708,0.1,Iris-setosa
+80,5.066406207206948,3.579294511099211,1.4022956410779501,0.2018581688503952,Iris-setosa
+81,5.477248710193539,2.998352520760043,4.412243517181029,1.4477272376654775,Iris-versicolor
+82,6.827183209319736,3.187408683121671,5.887102684167883,2.319285225159827,Iris-virginica
+83,4.396296889194073,3.186329761792189,1.3179450151863066,0.1970332307169187,Iris-setosa
+84,6.710608705733925,2.800877571932082,4.710726217344672,1.4279620941491387,Iris-versicolor
+85,7.899997932806363,3.731871946208095,6.399992578962051,1.9641312171710075,Iris-virginica
+86,5.854996991657448,2.7643778737857247,4.176010881736034,1.0454249596439036,Iris-versicolor
+87,6.974232095226003,3.187558981366046,5.529214384078738,2.298886737531967,Iris-virginica
+88,6.750887722052891,2.5029529502359797,5.892102407507416,1.7933249581926636,Iris-virginica
+89,5.619436331511609,2.8751284426561723,3.808212065367691,1.289475641804247,Iris-versicolor
+90,4.300000872863795,3.0,1.0891904830376808,0.10000012035238759,Iris-setosa
+91,6.120766610383033,3.3747205249989096,4.59269803536195,1.6013331497889205,Iris-versicolor
+92,5.672440434024419,2.9261137229817016,4.1526519745954875,1.3153694924416819,Iris-versicolor
+93,4.810162351722535,3.0,1.4005629735515626,0.3738439732003236,Iris-setosa
+94,6.19500825452665,2.819558123774838,4.822046078382788,1.8161674306738007,Iris-virginica
+95,5.673276364226623,2.6457283195230716,3.856094823512701,1.059512227929844,Iris-versicolor
+96,4.482631270326396,3.1485198117410422,1.387155698051213,0.20313784599219128,Iris-setosa
+97,5.029645696183585,3.511616377900768,1.4062882346090804,0.20349876992542196,Iris-setosa
+98,7.685818441365416,2.5926516732367544,6.899998878206292,2.291369091014927,Iris-virginica
+99,6.624386489811983,3.0,4.490185594982754,1.4216772147794017,Iris-versicolor
+100,7.447168215719551,3.0580831985128034,5.563212279202342,2.30747273742889,Iris-virginica
+101,4.806757644826114,3.0,1.4023395911312315,0.1,Iris-setosa
+102,4.600821090110502,3.5149024663574577,1.0,0.20717952807599516,Iris-setosa
+103,5.6169276714174075,3.0,4.456910718074874,1.4615773543961765,Iris-versicolor
+104,4.825343397746266,3.4325416158091606,1.7398773510971262,0.1949927258693021,Iris-setosa
+105,5.900418008469511,2.898802268661897,4.605720170345594,1.384013897160549,Iris-versicolor
+106,6.786322106565516,2.7743935266307824,4.7858089493516065,1.4192334500205053,Iris-versicolor
+107,6.696802000743685,2.452977346431575,5.8423147282305505,1.828780597879969,Iris-virginica
+108,5.600413343357623,2.963982793698798,3.700896674538137,1.2912552325078657,Iris-versicolor
+109,5.491481411975106,2.379437989618577,3.7005075785097055,1.0236451158569448,Iris-versicolor
+110,6.523189677376227,3.0,5.766894923031744,2.238167203739689,Iris-virginica
+111,5.489342852881789,4.19999921504551,1.3892791118613972,0.2033309332659408,Iris-setosa
+112,7.655623706982045,3.0,6.038635835543188,2.3019840019776083,Iris-virginica
+113,6.804861530388682,3.2007569009771077,5.754683917478591,2.275755203440547,Iris-virginica
+114,7.6714185047058,2.619314811273692,6.899998371055839,2.316043782884682,Iris-virginica
+115,6.706087979926284,3.15452036785504,5.385259014354466,2.288896267975148,Iris-virginica
+116,6.703635361423038,3.248917778186102,5.703255243878445,2.1477468500553325,Iris-virginica
+117,5.553659668832483,2.6679637627387067,4.247868214712823,1.3238247255945115,Iris-versicolor
+118,6.258993814966902,3.3007989508069406,6.029795007266042,2.5,Iris-virginica
+119,4.848782783389241,3.0184240425635087,1.449999210039604,0.10000009386408952,Iris-setosa
diff --git a/iris/tab_ddpm/2_0/22/test.csv b/iris/tab_ddpm/2_0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/22/train.csv b/iris/tab_ddpm/2_0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/22/val.csv b/iris/tab_ddpm/2_0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/23/synth.csv b/iris/tab_ddpm/2_0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e3d9f4815079df1085abd707afe1ed6a2266b256
--- /dev/null
+++ b/iris/tab_ddpm/2_0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.726144945705998,2.7098009055634518,4.398988656958243,1.213234759260303,Iris-versicolor
+1,6.671134764851599,3.0204049872945493,4.509166551240916,1.4285192701855582,Iris-versicolor
+2,6.051938825317383,3.3947420172150773,4.541179167175285,1.6105989480670952,Iris-versicolor
+3,5.6138099307620415,2.864169551143416,4.337921655819787,1.4082118184605608,Iris-versicolor
+4,7.720995200735502,2.5943767278250505,6.9,2.2771784572218685,Iris-virginica
+5,5.9558187216802905,3.219035536431644,4.805385937605981,1.8307813542527496,Iris-versicolor
+6,4.30000048901001,3.0,1.0975781463936685,0.1,Iris-setosa
+7,6.26462656277698,3.3912817263439514,5.510766202289934,2.3600109608825632,Iris-virginica
+8,6.012522547053019,2.2164908399099956,5.0635830158853,1.514203009721662,Iris-virginica
+9,4.949642527115881,2.0,3.5998591307437455,0.86192516948578,Iris-versicolor
+10,5.133849798637642,3.314995576759926,1.5991553684330184,0.5601494795492405,Iris-setosa
+11,5.465701642673319,3.0,4.567142703611978,1.4892340188376694,Iris-versicolor
+12,6.006364634303143,2.1802347635649437,3.9549382760089293,0.9658776583143672,Iris-versicolor
+13,4.810679397155361,3.4016237910573746,2.054533318960196,0.19767059083102517,Iris-setosa
+14,6.7732227102765785,2.7644995919201842,4.792225892391523,1.3939636620473994,Iris-versicolor
+15,6.772496767591543,2.519188675589445,5.91217314719788,1.8119744626089989,Iris-virginica
+16,6.484224963743155,3.1932954695055726,5.095604828198664,2.0071980587375124,Iris-virginica
+17,4.53046441236285,3.2629158815140133,1.3542231433516738,0.19844434953196138,Iris-setosa
+18,6.7075029813149545,3.0,5.011922104756118,1.7261337373874768,Iris-versicolor
+19,6.361747149928946,2.553101673758545,4.982263022001996,1.8918024619196452,Iris-virginica
+20,6.778563228906292,2.7997229847578837,4.767820900063863,1.412556127114039,Iris-versicolor
+21,5.853342303995841,2.853257744613699,4.46299214489961,1.4358000138377482,Iris-versicolor
+22,4.824832592792515,3.0,1.4214274319855726,0.27259564012420673,Iris-setosa
+23,4.300000696296867,3.0,1.0883528378474092,0.1,Iris-setosa
+24,5.11551128060219,2.509324170568726,3.142351603623841,1.157732390036193,Iris-versicolor
+25,6.179965297673104,3.396584944710394,5.4216356930431715,2.3082143474644,Iris-virginica
+26,6.701099560519532,3.128255400253268,4.6659712804621005,1.4836648660705938,Iris-versicolor
+27,6.773322394933133,2.8196204824976574,4.7556056967165325,1.3795384984333554,Iris-versicolor
+28,6.431752380231787,2.8237902048332546,4.58515639668485,1.4955914438307132,Iris-versicolor
+29,6.757600850844789,3.1961097220951413,5.753600786154655,2.231809543584502,Iris-virginica
+30,4.3,3.0,1.0789578747937854,0.1,Iris-setosa
+31,5.120284327398496,3.491449615545755,1.3700587850687644,0.20203101481032132,Iris-setosa
+32,4.432118833458631,3.2092999368912487,1.3768849618265708,0.20356176320513653,Iris-setosa
+33,6.722939640962333,3.074686251032973,4.607674235095343,1.4551221841797697,Iris-versicolor
+34,6.321491336773892,3.295637065115216,6.032549578463353,2.4999997575146287,Iris-virginica
+35,6.924862017113403,3.122150237706103,5.123113788204622,2.3077193321329843,Iris-virginica
+36,5.489564221086396,3.0,4.476389301873876,1.503384926476755,Iris-versicolor
+37,4.602619609796364,3.5986970438792483,1.0000005016255409,0.19995106440922544,Iris-setosa
+38,7.899997371727499,3.735129401424292,6.356265400602347,2.005595893811424,Iris-virginica
+39,4.83230859958282,3.0,1.4447179414512374,0.1,Iris-setosa
+40,5.506710845977915,4.2,1.370804772038866,0.19430345078006706,Iris-setosa
+41,5.851166836472428,2.8201262403158607,4.5543165031286685,1.3201343942439174,Iris-versicolor
+42,5.192308423449482,3.600793284581299,1.3815158854329943,0.23523690178603446,Iris-setosa
+43,4.7996099607767855,3.3980128452538163,1.7271715388437803,0.19704124073480056,Iris-setosa
+44,4.785097284086571,3.396278695877568,1.8637173279752783,0.2009032497815732,Iris-setosa
+45,6.256834728793471,2.6988905522133693,4.913115003273867,1.7653128617607439,Iris-virginica
+46,5.877410015112438,3.2045344657251174,4.805823982743768,1.8277178257330349,Iris-versicolor
+47,5.3195220529673,2.6254110080592943,3.3162760062191508,1.2082471454887507,Iris-versicolor
+48,4.508864782504714,3.0,1.407270151790023,0.20569587224566657,Iris-setosa
+49,6.686989959189682,3.0504971141587456,4.613393760031831,1.4496987754736959,Iris-versicolor
+50,5.791369615351371,2.86855632295316,4.2575383641668845,1.3227343739996829,Iris-versicolor
+51,6.240189736284469,3.392560654732292,5.403435582197581,2.3246628277620682,Iris-virginica
+52,6.171374178176264,2.5262066148524984,5.184159851841724,1.5972460180369479,Iris-virginica
+53,4.391927810307985,2.8900624515384763,1.3670882407995535,0.1969614705071316,Iris-setosa
+54,6.697030170225501,2.4491371810279006,5.866558831467983,1.7967210250447876,Iris-virginica
+55,6.152808383717519,3.392569705639315,5.343637886400975,2.2689541607702415,Iris-virginica
+56,5.992940319819564,2.2067703199318487,5.022589028840066,1.483732711576646,Iris-virginica
+57,4.404353664906971,3.208172872344288,1.286846190223355,0.20257376098479962,Iris-setosa
+58,5.013084711661144,3.0,1.5918891631851795,0.19540568040828382,Iris-setosa
+59,6.123737290277882,2.212682994204723,4.420403910826204,1.4951599385787917,Iris-versicolor
+60,7.694397709176959,2.615811455708738,6.899997237661072,2.2705085536876064,Iris-virginica
+61,6.713330147678711,3.0,4.992062176136804,1.7079327578215908,Iris-versicolor
+62,6.303425062729397,2.7449088985331014,4.8468851624557985,1.761185438830155,Iris-virginica
+63,6.730538831735189,2.504860004448523,5.802075017741658,1.798427300021729,Iris-virginica
+64,6.525821159630525,2.8046438489339134,4.590837742591775,1.5242772052036517,Iris-versicolor
+65,6.22456394226658,2.7950806853011927,4.784784741486918,1.7884570483378937,Iris-virginica
+66,5.172121021184162,2.463030862585982,2.9060574463545654,1.0625297715105901,Iris-versicolor
+67,4.91460553293134,3.6068369171393293,1.6747294632010858,0.20085573823258623,Iris-setosa
+68,7.707246392340242,2.6362176647776883,6.8999989942965865,2.297743696298913,Iris-virginica
+69,4.995310357446501,3.611628055160997,1.400950888753544,0.20414004560514049,Iris-setosa
+70,7.714682981612148,2.8829177408839795,6.695103059381463,2.0623906216013634,Iris-virginica
+71,5.7998662259017,2.697805292328065,5.11721738096609,1.8998250073776508,Iris-virginica
+72,6.105190522170104,2.8820134489504254,4.648025858848496,1.4725269925663012,Iris-versicolor
+73,6.675322075710517,3.0,4.517755134848254,1.4339208401362529,Iris-versicolor
+74,5.09331174545637,2.4733603034278806,3.118171923785556,1.15216129951389,Iris-versicolor
+75,4.97938303538912,2.0,3.586659975111696,1.087480577307736,Iris-versicolor
+76,6.261306143365708,3.282548794671732,6.086514759099235,2.5,Iris-virginica
+77,4.8098672423021736,3.0,1.3875335822394836,0.395571022763693,Iris-setosa
+78,6.358670806480969,2.857674322684952,4.567172450556627,1.4210241473938514,Iris-versicolor
+79,5.546807954132955,3.0,4.505177602529609,1.4581019111380011,Iris-versicolor
+80,6.292198614381714,3.0348421717384557,4.881132759847684,1.6798829252731975,Iris-versicolor
+81,7.89999872219433,3.815263956228653,6.409059278501758,2.0131512278674184,Iris-virginica
+82,7.630810766158251,2.9397887633521838,6.681386220110282,2.0463921623371095,Iris-virginica
+83,5.004432229845484,2.0,3.618357823751348,1.0455077940133877,Iris-versicolor
+84,5.6502148913412,3.0,4.262850261385342,1.2510170963984668,Iris-versicolor
+85,6.269803314183418,3.394119189299504,5.42186265286653,2.3479157874454213,Iris-virginica
+86,4.400466553355967,2.886330983377437,1.4055006134109853,0.19607279357771956,Iris-setosa
+87,4.5868695709147955,3.137179163307861,1.4568160488454647,0.19768587116680708,Iris-setosa
+88,5.905141222890385,3.2026217472488163,4.837841728401114,1.8292954192248387,Iris-versicolor
+89,7.687062274628843,2.9528764466253494,6.600932556108471,2.077461248426604,Iris-virginica
+90,6.395950148486667,2.4721419831036124,5.096244042660149,1.8726760869384633,Iris-virginica
+91,6.672217042801542,3.115657035478273,5.717559998180734,2.167286861780328,Iris-virginica
+92,5.730019319301285,2.9002571708739375,4.332594189926584,1.409033753227696,Iris-versicolor
+93,6.0113185658880255,2.2396916381123755,5.069801665453436,1.4855787929383204,Iris-virginica
+94,4.619208159380743,3.6228611732309544,1.000000387210549,0.21155748510715858,Iris-setosa
+95,4.400294518244166,3.167349721947186,1.301837266847587,0.20064237009801933,Iris-setosa
+96,5.70069891098884,2.9767448039095457,4.20275472077668,1.1696656266498482,Iris-versicolor
+97,5.714222254408294,2.709472131088954,4.40619171632911,1.284951936534622,Iris-versicolor
+98,6.172871081600008,2.8074176945568747,4.777795187759152,1.8142679656015415,Iris-virginica
+99,6.320371680296538,2.7190672924733197,4.886638772546055,1.7798194525820799,Iris-virginica
+100,6.54430379007142,3.21282299640043,5.129688392153248,1.9913129988746303,Iris-virginica
+101,7.712982781563618,3.0,6.15305135657139,2.295993684754765,Iris-virginica
+102,7.678112087535828,2.607087800130669,6.899998091534964,2.2907249984319384,Iris-virginica
+103,6.182957311496682,2.9390547760917496,4.709790534701412,1.5009168400925066,Iris-versicolor
+104,5.169020007197585,3.471009600429704,1.4056609157975783,0.20165841303932328,Iris-setosa
+105,6.277346332801538,3.3876074373848986,5.523007244024316,2.349374008686055,Iris-virginica
+106,6.354253779545304,3.3335555796464815,6.0660558093060795,2.5,Iris-virginica
+107,5.2527227635941705,3.7435596761356216,1.3748367461371873,0.2505881858172585,Iris-setosa
+108,7.749862549851272,2.5791997214918867,6.9,2.3102424890902693,Iris-virginica
+109,6.318311364891999,2.7000846069327413,4.89786873587926,1.7950444407154302,Iris-virginica
+110,4.636720033570155,3.1784085496154972,1.406254788106723,0.2101690014972882,Iris-setosa
+111,6.09670995611109,3.3810607976334226,4.593968898420521,1.5984247936989155,Iris-versicolor
+112,5.2435289065650075,3.4673796071138194,1.4056866176699983,0.2107773028504666,Iris-setosa
+113,6.300025514811736,2.8703990510230426,4.76210005099031,1.3852500527471714,Iris-versicolor
+114,6.773802591129653,3.167979543277847,5.3235248458209945,2.3062601739687207,Iris-virginica
+115,4.994945092361665,3.5372939056764965,1.4106391805923233,0.19864169705346996,Iris-setosa
+116,5.777804744273712,2.783984198971764,5.058894801424026,2.3403990693662147,Iris-virginica
+117,5.694044994367159,3.7123769087328617,1.6383724869885383,0.27038485455581196,Iris-setosa
+118,5.001901388863332,2.0,3.4500618571812764,1.0427207111396815,Iris-versicolor
+119,5.531980330712746,3.0,4.465794542346693,1.4953594298414932,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/23/test.csv b/iris/tab_ddpm/2_0/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/23/train.csv b/iris/tab_ddpm/2_0/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/23/val.csv b/iris/tab_ddpm/2_0/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/24/synth.csv b/iris/tab_ddpm/2_0/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..293e6baf759fccc40eb813649b4c67cfe1b73bc1
--- /dev/null
+++ b/iris/tab_ddpm/2_0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.793986163421802,3.4040071803934766,1.832231854291675,0.19852316891249133,Iris-setosa
+1,5.4611083595918295,3.0,4.507396316321881,1.5003132303198163,Iris-versicolor
+2,6.714594908544213,3.1428622067537066,5.476337412592308,2.2864389319110754,Iris-virginica
+3,7.697045553527936,2.586386055987915,6.8999984118682915,2.274859353808945,Iris-virginica
+4,5.38298364505486,3.0,4.474749484240307,1.4973310370892627,Iris-versicolor
+5,4.5623975087837,3.173317303675781,1.3986172991286383,0.19902385055921779,Iris-setosa
+6,6.027967421348294,2.2206004682380467,5.016211984360004,1.5016255410706485,Iris-virginica
+7,7.899998992692056,3.843998351963532,6.431700928863793,2.0065378480198786,Iris-virginica
+8,6.7118221068142185,2.8208083369512384,4.691938447385817,1.4673904466734173,Iris-versicolor
+9,5.936689731097704,2.927060813059035,4.525078968153675,1.4390195201017444,Iris-versicolor
+10,5.481048930432088,2.5095003649256045,3.7679109236230772,1.099873970537858,Iris-versicolor
+11,5.640376362654202,2.953826964321212,3.804686994171915,1.259468557215067,Iris-versicolor
+12,4.998003379182248,2.0,3.6608012253693674,1.0188100690451467,Iris-versicolor
+13,5.782249494797779,3.0,4.200729122443104,1.2583912234308292,Iris-versicolor
+14,7.679595542938571,2.617413766267299,6.9,2.2624303441214972,Iris-virginica
+15,5.695568323786749,2.968341837004325,4.2915980853877,1.3174402339013336,Iris-versicolor
+16,7.216957523581199,3.158295658804574,6.0480178761989185,1.7782949663705474,Iris-virginica
+17,5.5767029290492065,2.585677167915492,3.8215412972690053,1.0575702036100543,Iris-versicolor
+18,4.949327724273269,3.1402144785384616,1.5975282451494086,0.21256380002331499,Iris-setosa
+19,6.119926585368131,2.695022785971935,4.956444267277932,1.8016310653057925,Iris-virginica
+20,4.58953976771731,3.6343165177394097,1.0,0.1957150463662051,Iris-setosa
+21,5.784820622344017,2.789543815157512,5.0899100385246605,2.4005281016393316,Iris-virginica
+22,6.689555675748919,3.12885541755154,4.7184618116488855,1.5055992342637916,Iris-versicolor
+23,4.402855641397544,2.8396889229742297,1.4116355516966934,0.20342857508335097,Iris-setosa
+24,5.608547728630165,2.3637354409905047,3.7673238102880844,1.0338975039077702,Iris-versicolor
+25,5.180476014412717,3.4468834960703467,1.3973889731978415,0.20390921998195669,Iris-setosa
+26,4.7612267648634425,3.0,1.3610787452965791,0.2631958238809482,Iris-setosa
+27,4.612197936218093,3.5532855460876713,1.0000004280083121,0.19629297666136375,Iris-setosa
+28,6.772858515322144,3.21156420759369,5.764775563397259,2.2498819409534607,Iris-virginica
+29,4.300000701327032,3.0,1.0968332743275582,0.10000026848819056,Iris-setosa
+30,5.159837414613522,2.645213502592616,3.6802914266386244,1.3459713422997321,Iris-versicolor
+31,4.8784052444775305,3.044358114493464,1.4556635312917334,0.1,Iris-setosa
+32,6.298455459765036,2.870252551139547,4.862003552051036,1.821197389518433,Iris-virginica
+33,4.815379404393128,3.4169530530598533,1.5832737292499202,0.20289923036578467,Iris-setosa
+34,6.3340039900890295,3.303553739879717,6.117558453030576,2.5,Iris-virginica
+35,5.636082736940455,2.9782434545638026,3.9554261627390503,1.2716391821509758,Iris-versicolor
+36,5.558683320525178,2.484069785316935,3.7908385671200686,1.0876938066254314,Iris-versicolor
+37,5.470489102702615,4.199998941730812,1.3856491724561284,0.20486609917889778,Iris-setosa
+38,6.665915722715269,3.014124973844465,4.622728589102718,1.5247385960829873,Iris-versicolor
+39,6.096571978726667,2.8750752763725846,4.553414087211426,1.5177547419791533,Iris-versicolor
+40,7.6087180330396045,3.0,6.3872076719535436,2.141530826566495,Iris-virginica
+41,6.331640823720008,2.7259505920929286,4.874389690931565,1.8000028017873595,Iris-virginica
+42,6.2266565726570695,2.805695491359665,4.795566299249279,1.8043192853616845,Iris-virginica
+43,5.763969843344506,2.3122623045073847,3.867593836825159,0.8848520186992057,Iris-versicolor
+44,7.711213924814282,2.8053914763465695,6.680095438119301,2.0567253112905917,Iris-virginica
+45,6.260527689036817,2.9282569974435964,4.424230398045909,1.4864391646157318,Iris-versicolor
+46,4.839688939652782,3.027557147100157,1.460412862887218,0.1,Iris-setosa
+47,5.220683164723802,3.3934178440803486,1.4031762555614493,0.20383890372416308,Iris-setosa
+48,6.115960884343741,2.6019449904204515,5.538192460583766,1.4480366923676575,Iris-virginica
+49,7.686775575267708,2.605957509619017,6.899998975805673,2.281157093160177,Iris-virginica
+50,6.546046807081521,2.8409573704278834,4.677394796942998,1.5074124048994535,Iris-versicolor
+51,5.405231816484221,3.4190075044382238,1.4628960016024595,0.38150821665664925,Iris-setosa
+52,4.926207786708231,3.402221868160089,1.549895806526159,0.2653670510824518,Iris-setosa
+53,6.465255414554611,3.227555653829988,5.253735516553599,2.304292767647716,Iris-virginica
+54,6.091002413454077,3.346718570187913,4.610114634813864,1.6214047749394889,Iris-versicolor
+55,6.600691940106823,3.112833417812786,5.609954708927398,2.2603765465485655,Iris-virginica
+56,5.003555728959895,2.0,3.5838988602869675,0.9714081853414879,Iris-versicolor
+57,5.799079232232425,2.8991671502038026,4.448895026764298,1.3094178842365503,Iris-versicolor
+58,6.291251445867545,2.687333390377926,4.895184586765675,1.8062009430532626,Iris-virginica
+59,6.01674483833255,2.939190003821826,4.607733797123314,1.5027659079451787,Iris-versicolor
+60,5.1461570071391325,3.416068670150228,1.3765242251893783,0.20237795240918927,Iris-setosa
+61,6.661165845515771,3.1527348715985766,4.710139075399274,1.522693236684731,Iris-versicolor
+62,6.235778828503572,2.7105187098546977,4.861710905841921,1.8059124055819493,Iris-virginica
+63,6.505991026148191,3.2479799226823567,4.773943736615344,1.5921468431771513,Iris-versicolor
+64,5.016350154830719,2.5304184410937656,2.7216724750942247,1.1091282074180029,Iris-versicolor
+65,5.982577906880076,2.872447156925286,4.501985067171989,1.4289565501176895,Iris-versicolor
+66,5.002645151290331,3.0,1.5914822545786158,0.20570474470529473,Iris-setosa
+67,5.585997580767875,2.436208292052442,3.943840883576401,1.2277283524707554,Iris-versicolor
+68,6.740435445074333,3.080999057919682,4.7606654915777815,1.5201469577883475,Iris-versicolor
+69,4.540463395466566,3.1922701204060338,1.3734384012678178,0.1988778258754743,Iris-setosa
+70,5.652641171438833,2.355430942875885,3.866192478813363,0.8932768327785714,Iris-versicolor
+71,4.816334510079289,3.0,1.4306124029674279,0.2773830315008848,Iris-setosa
+72,5.367087720489676,3.8650412674751404,1.3208171892484792,0.43387459589535626,Iris-setosa
+73,6.271246678754507,3.291527972177438,5.955454392264676,2.5,Iris-virginica
+74,7.9,3.7854942607489908,6.454215298937441,2.000749049373467,Iris-virginica
+75,6.2401003782000695,3.2923073507890286,6.010760330216566,2.5,Iris-virginica
+76,6.2873513156191665,3.307313709954845,5.397877549701841,2.3338609518647995,Iris-virginica
+77,6.020000103460563,3.405124874039805,4.523488358691446,1.6034315113587017,Iris-versicolor
+78,4.300000462815776,3.0,1.1017222149485648,0.10000015226869695,Iris-setosa
+79,6.41865278722216,3.0702297799726113,5.479048073516745,2.2485503329778327,Iris-virginica
+80,4.473460669639047,3.0,1.4362674631907393,0.1985849310083765,Iris-setosa
+81,7.511764397265412,3.0419236353307535,5.92785726913364,2.2967620454084985,Iris-virginica
+82,4.9747096535950845,3.4012182686084897,1.711338749284859,0.3757307333452454,Iris-setosa
+83,5.483655912542309,2.5154695261497624,3.7459916465658325,1.2681519765869282,Iris-versicolor
+84,7.686696995680674,2.6020816000097775,6.8999988524086255,2.3018393562266497,Iris-virginica
+85,5.960185766431672,2.2104074258908177,3.9347044838677916,1.0238229248106079,Iris-versicolor
+86,4.5285995406056045,3.24593763656751,1.3902884060983816,0.1918436117636037,Iris-setosa
+87,5.215034203720463,2.7225361578990577,4.052719953401582,1.4200177005019912,Iris-versicolor
+88,5.470944567097951,3.0,4.470849433624159,1.4911866641407214,Iris-versicolor
+89,6.189398723703031,2.1903964393121966,4.4445739310292,1.4750245163205402,Iris-versicolor
+90,6.411641946030048,2.858769221474458,4.7634406650783445,1.3789343270033145,Iris-versicolor
+91,5.385316538873688,3.680730028763161,1.4093429971750815,0.2759544374676591,Iris-setosa
+92,7.9,3.819192902847251,6.415049783356778,1.9769603652365806,Iris-virginica
+93,5.023963942089878,3.362277562294651,1.5985839861384972,0.3655261021727642,Iris-setosa
+94,6.36582198079547,3.0,5.55900199499017,2.1929379346981035,Iris-virginica
+95,5.197268261025074,2.5966801635360204,2.9696366405085817,1.2831291574429484,Iris-versicolor
+96,6.413996494076596,3.1477849007977716,5.22803748497118,2.2410519248269445,Iris-virginica
+97,5.015061826992217,3.3681532408888075,1.596448757647656,0.27551514622573203,Iris-setosa
+98,5.1781006847915565,2.6499031276474785,3.7336673087717025,1.331509964371351,Iris-versicolor
+99,6.274300491375451,3.284385835713195,5.958851431866482,2.4999997863511516,Iris-virginica
+100,4.989202191011187,3.0,1.661886677105011,0.20419823346849106,Iris-setosa
+101,6.70457939471798,2.5122353292298976,6.00145217794631,1.7937955115997308,Iris-virginica
+102,4.57790921627087,3.0861091628476855,1.4815486525505552,0.2007544140231058,Iris-setosa
+103,6.300330606590232,2.6572760912220668,4.8968505944591625,1.816467909130582,Iris-virginica
+104,6.340936915034548,3.300304060778291,6.037054271048018,2.499999749779093,Iris-virginica
+105,6.559752395913911,3.0,4.387029751339067,1.374693962020556,Iris-versicolor
+106,5.766105292678112,2.7952793137852323,5.0924591045514,2.3991996082657985,Iris-virginica
+107,5.9742897054078465,2.201624578507316,3.966521131554668,0.9563143566696194,Iris-versicolor
+108,7.732176390520622,2.5926036759702957,6.9,2.338341200680111,Iris-virginica
+109,4.826407802218053,3.409404664865628,1.784817472961951,0.20573480690635165,Iris-setosa
+110,5.678342914187759,2.748004039919915,3.854793500848066,1.0701194004195722,Iris-versicolor
+111,5.60708640348099,3.0,4.380411106126101,1.4207952220391389,Iris-versicolor
+112,7.684136816010981,2.6065477873941743,6.899998690725756,2.2713621919593763,Iris-virginica
+113,5.106836942410597,2.525805337615701,3.462131951679714,1.2405199263684346,Iris-versicolor
+114,4.3,3.0,1.112715126639856,0.10000011194433527,Iris-setosa
+115,5.774495844656235,2.7823017614110355,4.519473524541049,1.2345310933626776,Iris-versicolor
+116,5.990693536046522,3.4835680119183703,4.4956072224583545,1.5875143399884843,Iris-versicolor
+117,4.4102746770072505,3.181824722290904,1.3336713826766788,0.20564134165914097,Iris-setosa
+118,5.20874448424997,2.4721936858248705,3.387080649529789,1.1462359074032482,Iris-versicolor
+119,5.819320035525885,2.8123221069538933,4.497283067977794,1.233048604378814,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/24/test.csv b/iris/tab_ddpm/2_0/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/24/train.csv b/iris/tab_ddpm/2_0/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/24/val.csv b/iris/tab_ddpm/2_0/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/25/synth.csv b/iris/tab_ddpm/2_0/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b66ef6d26d0b3fa780b18cada774e85093766981
--- /dev/null
+++ b/iris/tab_ddpm/2_0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0929635944010725,3.75149691275876,1.5813581532629333,0.19044152406739986,Iris-setosa
+1,6.1306222340428675,2.125014653599737,4.3459248502053525,1.2635682202129832,Iris-versicolor
+2,4.562009614610279,3.6015771777675942,1.0,0.1966455349739264,Iris-setosa
+3,7.733762808155321,2.588886691868874,6.9,2.310019184779245,Iris-virginica
+4,6.513559468594231,3.0200672939724598,5.607693769679232,2.2202883174482104,Iris-virginica
+5,6.648663347482992,2.850505114864244,4.703571819582647,1.5044203467784776,Iris-versicolor
+6,7.899998665333427,3.842447248754533,6.3534474216280605,1.9755410404514862,Iris-virginica
+7,5.020196127010527,3.0,1.5518339358471596,0.2016216701516131,Iris-setosa
+8,5.007090805117794,3.4273236388263904,1.6851484820083222,0.44663670938391,Iris-setosa
+9,7.696158964904072,2.602486001804344,6.899998495495039,2.3102128996964026,Iris-virginica
+10,5.169233893504378,3.410286455860191,1.4061104328119252,0.19944307551121426,Iris-setosa
+11,6.05074858701839,2.1862886873865666,4.112696336922808,1.0217859150415782,Iris-versicolor
+12,6.677880050636186,2.956499698421541,4.5863029873204075,1.4025841129402172,Iris-versicolor
+13,5.797599306486398,2.6904631419272502,5.0913958285619225,1.9094540069200368,Iris-virginica
+14,6.3656504397602,3.256014526818468,5.428092708010713,2.3389896407399964,Iris-virginica
+15,6.678218372846917,3.0,4.96342487709663,1.7008344526654313,Iris-versicolor
+16,6.8346184144869255,3.205113887750061,5.736235593053966,2.3062885562409985,Iris-virginica
+17,7.720368908062908,3.0,6.197690590107873,2.3043873652627815,Iris-virginica
+18,6.8871875426566715,2.814874183489476,4.820611053600491,1.3594528247822615,Iris-versicolor
+19,6.995575142660678,3.088235974843495,5.193551571992525,2.2723726068398795,Iris-virginica
+20,7.272374199234641,3.1729868502785776,6.139369421631292,1.8183930634298109,Iris-virginica
+21,6.66333040273798,3.205894524970903,5.527544295504786,2.2769281115123143,Iris-virginica
+22,5.664288219767718,2.8225349684710204,4.26025387687377,1.260659583338491,Iris-versicolor
+23,5.784156010612914,2.6954479234377597,5.171248259862046,1.9203101866783459,Iris-virginica
+24,4.364294405558113,3.1430379279927023,1.2914275754947409,0.20310638813611384,Iris-setosa
+25,7.9,3.8948812756009232,6.4248739404276005,2.0048261808988346,Iris-virginica
+26,5.362393152533546,3.0,4.501489143399808,1.4976281230499287,Iris-versicolor
+27,5.640816986409907,2.3546541534108267,3.905828075779404,1.021896841254904,Iris-versicolor
+28,4.987143640012142,3.5576980638866043,1.3917109530818301,0.19780504988624106,Iris-setosa
+29,7.704684868763334,2.622325263489559,6.89999792100517,2.2973917090560745,Iris-virginica
+30,7.689892754219697,2.784313447275756,6.663085520162271,2.0037334878383426,Iris-virginica
+31,5.83765357336708,2.709106203489772,5.048222166793066,1.887821421964388,Iris-virginica
+32,6.4905104904929125,2.8378033086912113,4.60594164191332,1.51050899520837,Iris-versicolor
+33,4.782555504318289,3.3915197603930642,1.67998847655917,0.20563796438055967,Iris-setosa
+34,5.949814863725233,2.2153117606787265,4.045729695994551,1.0488869685689637,Iris-versicolor
+35,6.74269927357305,3.199686232846172,5.7390474497701724,2.3056811370549877,Iris-virginica
+36,6.490991868119996,2.9600216277779974,4.6043748706777405,1.4894259498929472,Iris-versicolor
+37,6.416535509493833,2.7430963469261003,4.678500307338366,1.3986609356685775,Iris-versicolor
+38,6.241908410788573,2.2001036980949724,4.5010345439252095,1.5004871753511702,Iris-versicolor
+39,5.811420597661398,2.7114270730057983,5.060490939165676,1.8783309090909612,Iris-virginica
+40,7.667812847557071,2.576163086515138,6.9,2.3110068949678424,Iris-virginica
+41,6.523634262538015,3.1962258247394653,5.127417917255414,2.104723946095637,Iris-virginica
+42,5.917987676467068,2.891346335526648,4.56071314900666,1.3240882936029092,Iris-versicolor
+43,7.704809891379694,2.8106658518833716,6.705077361056257,2.036524057917179,Iris-virginica
+44,4.300000498134874,3.0,1.0941179273177395,0.1,Iris-setosa
+45,6.094305160701061,2.600503960967205,5.5666622357758975,1.4212204098329542,Iris-virginica
+46,4.300000603871743,3.0,1.1307340340721415,0.10000021789843547,Iris-setosa
+47,5.851834176384066,2.641682335047488,4.1052250356789335,0.9359021442116312,Iris-versicolor
+48,5.173532271997299,2.7091493861087605,3.869611737010638,1.3830503020162135,Iris-versicolor
+49,5.6775821138032745,3.779750383904968,1.6690123430254606,0.3710025499541586,Iris-setosa
+50,4.805142597322011,3.4067547957740447,1.6564175582922365,0.1999983156551201,Iris-setosa
+51,6.730813497373504,2.5073513298783072,5.888977741149322,1.830526325072535,Iris-virginica
+52,4.876193442716055,3.064990936158878,1.4905206120661247,0.10000010637163408,Iris-setosa
+53,6.684530071586011,3.1639585922892492,5.503163796974954,2.2707967412867713,Iris-virginica
+54,5.6160649016899615,2.5264818884873472,3.9589975915975604,1.0777921151943084,Iris-versicolor
+55,7.697593147709318,3.0,6.075850541529425,2.2823291802961574,Iris-virginica
+56,6.89590703014733,3.1894402905201034,5.814269784991176,2.019170895505798,Iris-virginica
+57,5.414239015653208,3.926272955409913,1.2880507151521419,0.32321542432761435,Iris-setosa
+58,5.0292111665131785,2.0000006885152684,3.586875210339531,1.0255407701467771,Iris-versicolor
+59,6.693906367647062,3.083115712342636,4.672404150787906,1.4755218404003079,Iris-versicolor
+60,5.0498809011737915,3.370903111913094,1.5873880369077336,0.47682483595569236,Iris-setosa
+61,6.2851650144122715,3.334588450016012,5.247071504519424,2.1797753980372745,Iris-virginica
+62,6.5769876278389425,3.0,4.344187974426355,1.3874057498604873,Iris-versicolor
+63,6.676687381222943,3.0,4.974950756568889,1.7018302566531411,Iris-versicolor
+64,7.230161415364241,3.163767161724095,6.00111622607544,1.8070507730240588,Iris-virginica
+65,6.325643171104765,3.3053912564629813,6.0735593640571715,2.4999996933497792,Iris-virginica
+66,6.347622160671028,3.2741023235770985,5.234256134155731,2.1810627785021808,Iris-virginica
+67,4.826343072594071,3.0,1.395933915125506,0.1000001165265865,Iris-setosa
+68,7.722803438352831,2.821151462602833,6.690330918620728,2.007979985698897,Iris-virginica
+69,7.0640237954458085,3.0,6.028553382590537,2.077917805395681,Iris-virginica
+70,5.0951851976603795,3.777826432795274,1.5706077845993798,0.20089050006160725,Iris-setosa
+71,6.707263847587036,3.100821973500055,4.688663970766957,1.5074303006544212,Iris-versicolor
+72,4.876201970065948,3.0113156732533946,1.4649639123195572,0.10000013833272833,Iris-setosa
+73,5.2839227998002345,3.36873136061598,1.5622615145184964,0.47390559899198637,Iris-setosa
+74,4.79513541750844,3.0,1.4078670702984277,0.10000014095385201,Iris-setosa
+75,6.183843233239912,2.1783134286817716,4.5113614878629065,1.4971484927475827,Iris-versicolor
+76,5.170115433567797,3.4793999200443304,1.3827730761355683,0.20193625409453908,Iris-setosa
+77,6.228227545568229,3.3972648974301927,5.472030817992152,2.285497346039959,Iris-virginica
+78,6.226847031916833,2.807965898419154,4.838591320811265,1.7694106571309387,Iris-virginica
+79,6.693103221926642,3.1155151888623727,4.738992919323124,1.5067286397487316,Iris-versicolor
+80,6.464508242926456,2.787126023573928,4.6375929244994145,1.4983048889030122,Iris-versicolor
+81,6.318494350468693,3.2843567745406532,6.022469093040323,2.5,Iris-virginica
+82,6.099975328927644,2.248517931428483,5.0053278910953445,1.600489339952055,Iris-virginica
+83,5.549660224341876,2.372366350601606,3.7005809935784226,1.0069008120692622,Iris-versicolor
+84,6.0967948854798975,2.5963922988237176,5.647812716275755,1.3571084814558452,Iris-virginica
+85,6.660276691311579,2.827871680936228,4.693147475658194,1.4597863605426467,Iris-versicolor
+86,6.012882455705282,3.385787354503373,4.5638007144686625,1.6182747955059347,Iris-versicolor
+87,4.64727567702,3.089125154502385,1.4687104482291644,0.19946316325795038,Iris-setosa
+88,6.381986348957039,3.0981553050578365,5.30380141701805,2.256830629344983,Iris-virginica
+89,7.305858262906456,3.0879465441502636,5.330237940962437,2.292784014888817,Iris-virginica
+90,6.0215917367785154,3.3722346725230388,4.594535964114935,1.6158697137119646,Iris-versicolor
+91,4.802153462324356,3.3951560668463494,1.831821747350629,0.20651245459523887,Iris-setosa
+92,6.574859100769726,3.0,5.832369140175196,2.224825643355948,Iris-virginica
+93,4.30000080428261,3.0,1.1066551769911588,0.10000009073985791,Iris-setosa
+94,7.7126736095465525,2.607813065731806,6.899998826956317,2.2914211033619063,Iris-virginica
+95,5.5326680154337575,4.2,1.3574625869067085,0.18914370882608222,Iris-setosa
+96,6.736819556095777,3.0,5.043000230755003,1.665934792312163,Iris-versicolor
+97,4.466791056691629,2.990516558184329,1.4052401278748499,0.2078565343658356,Iris-setosa
+98,5.767352310561926,2.6967894605339295,5.1181759648970395,1.9338459114815596,Iris-virginica
+99,5.917358476388785,2.8815547533080608,4.519150806792773,1.3933437595266738,Iris-versicolor
+100,7.280423867492275,3.0906203485169614,5.345098724910153,2.2949526285093294,Iris-virginica
+101,5.556515845333935,2.997939796642957,4.183316246742475,1.4022720022802824,Iris-versicolor
+102,5.5519627439117425,2.5350516847367435,3.8778882790359375,1.135930847108504,Iris-versicolor
+103,6.686242274741289,3.0,4.997938956380656,1.6800866672723183,Iris-versicolor
+104,5.436088834395262,3.723660054619971,1.5450745507454,0.24396315410006847,Iris-setosa
+105,6.608177695618493,2.5096464788727544,5.669520537248733,1.7775707681243158,Iris-virginica
+106,4.300000573283823,3.0,1.1023796545539808,0.1,Iris-setosa
+107,4.957527595892018,3.1353332312753905,1.539636747480567,0.3304906737901082,Iris-setosa
+108,5.0205678578766255,3.0,1.6795656566306343,0.19131875912444204,Iris-setosa
+109,5.06812199053075,3.669465155659722,1.4015380997004447,0.20842185203555377,Iris-setosa
+110,6.14479900917073,2.475973101220223,4.369241290871422,1.3204949192983433,Iris-versicolor
+111,5.239803083639932,3.4137838539681,1.404418300073647,0.20602373068072255,Iris-setosa
+112,5.52620248251417,3.0,4.5516648781857345,1.5162687665943633,Iris-versicolor
+113,6.008378078028396,2.6380879057712665,5.067417804159067,1.9609176726873152,Iris-virginica
+114,7.601968308550784,2.982234762003607,6.63503782003675,2.0783974204243876,Iris-virginica
+115,6.7574415251468,2.7790000307402654,4.7818524590104,1.4660965787215783,Iris-versicolor
+116,7.9,3.765955243375603,6.382486732844122,1.9616835955689884,Iris-virginica
+117,5.593039321209046,2.52677627206965,4.134565230413852,1.2467717812028198,Iris-versicolor
+118,5.602768300180074,3.0,4.450112451448183,1.4430339199267586,Iris-versicolor
+119,5.809078035760642,2.7134972805955964,5.071699314576611,1.8978245491787569,Iris-virginica
diff --git a/iris/tab_ddpm/2_0/25/test.csv b/iris/tab_ddpm/2_0/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/25/train.csv b/iris/tab_ddpm/2_0/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/25/val.csv b/iris/tab_ddpm/2_0/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/26/synth.csv b/iris/tab_ddpm/2_0/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2a48338e10b8858e354666cea8592bde5d1702fd
--- /dev/null
+++ b/iris/tab_ddpm/2_0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.9914024328996485,2.0,2.9654263303320354,0.9798130810380757,Iris-versicolor
+1,6.287521135875732,3.313544283734615,6.014721252285291,2.5,Iris-virginica
+2,5.470298605769379,3.0,4.494928105305575,1.487649712852689,Iris-versicolor
+3,5.49082670072024,2.4495725580530654,3.934521095084328,1.261957550070165,Iris-versicolor
+4,6.382387733761662,3.2810882930073695,6.033649867256048,2.4999998058115835,Iris-virginica
+5,6.783565819336104,3.123556615123059,5.148846039246314,2.2651078919173924,Iris-virginica
+6,7.731417490001883,2.5835365088354334,6.9,2.303340655087304,Iris-virginica
+7,5.042318308386986,3.713790616355736,1.846120342538991,0.20106074526391995,Iris-setosa
+8,6.266678774314368,3.4066195413621285,5.644289799105843,2.3609471897034013,Iris-virginica
+9,5.038441347520957,3.3708083371020923,1.6979066965866323,0.4219324432679299,Iris-setosa
+10,4.300000619022891,3.0,1.0955874188389936,0.10000011920631394,Iris-setosa
+11,6.186914993764851,2.188267530395494,4.498274249596168,1.516378576518198,Iris-versicolor
+12,4.960849123750326,3.399288772322281,1.6580063759311114,0.2821779079973312,Iris-setosa
+13,5.260980876820522,2.4618539415091627,3.5807899096824647,1.1079674427067139,Iris-versicolor
+14,6.07336184914286,2.843721021730263,4.480805715103302,1.440447129939026,Iris-versicolor
+15,4.300000552188533,3.0,1.0899189806090843,0.1,Iris-setosa
+16,5.085226240204615,3.286594040861668,1.594339214437111,0.4783387529665112,Iris-setosa
+17,5.00754724165129,3.3716883031554024,1.676784977089929,0.5023377183515796,Iris-setosa
+18,5.572074331363928,2.9356791213126523,3.55290009604332,1.3509205159675504,Iris-versicolor
+19,4.6051202819684605,3.100201702906917,1.5122451633246565,0.20488229735642613,Iris-setosa
+20,6.427154684845175,3.2432970531393037,5.096485003689278,2.163201201198654,Iris-virginica
+21,4.784749037924843,3.401021766456135,1.719551956774932,0.2038769854693193,Iris-setosa
+22,5.1533313651792465,3.4054126068022006,1.365405494050144,0.19603239307971076,Iris-setosa
+23,6.226860850180828,3.3997094279001305,5.360837221721214,2.3038133767105218,Iris-virginica
+24,5.932083795211423,2.9610961917761665,4.484033582093257,1.2669455207905334,Iris-versicolor
+25,7.9,3.9090532135068954,6.415426774373366,2.035003446015353,Iris-virginica
+26,5.619480048721398,2.373731728394315,3.883382917376879,1.1255286072188457,Iris-versicolor
+27,4.3,3.0,1.1053160594160896,0.1,Iris-setosa
+28,5.611298957762954,3.694762584123296,1.5151001476038526,0.2749901405833596,Iris-setosa
+29,4.600422006947839,3.601430263576431,1.0,0.2016423882646084,Iris-setosa
+30,6.458037221118368,2.813028769370553,4.666336336221457,1.350894930274634,Iris-versicolor
+31,6.957399016542938,3.1422984751530834,5.71420883651685,2.3015210475601644,Iris-virginica
+32,5.525334914457054,4.2,1.4088967998972006,0.21649409878529186,Iris-setosa
+33,4.737789735293912,3.0,1.4103333239779103,0.24069601491587705,Iris-setosa
+34,6.592257922061009,3.0,4.4477895142291874,1.3925621345411143,Iris-versicolor
+35,6.089640863566837,2.585928935233725,5.52694842960141,1.426354283365946,Iris-virginica
+36,4.552605789417218,3.1657279323471896,1.373415948547739,0.2016856175633519,Iris-setosa
+37,5.821600670406132,2.8198557493739127,5.105388752568215,2.410040358911294,Iris-virginica
+38,5.383898023770541,3.8672572632121,1.2914315157605307,0.314117385148782,Iris-setosa
+39,6.634486578859953,3.278175024390248,5.517019839289127,2.327952551338986,Iris-virginica
+40,6.554285766285497,3.2155899658888827,5.31931492048075,2.312042982879191,Iris-virginica
+41,5.788008170600687,2.6967304617368857,5.0989376603205425,1.8854435366359827,Iris-virginica
+42,4.3,3.0,1.0943482678246088,0.10000011647000191,Iris-setosa
+43,7.6847615198464565,2.5741590276036925,6.8999977666728505,2.2110323637481146,Iris-virginica
+44,6.216233566902121,2.765993127390565,4.829381489830439,1.7763398336686849,Iris-virginica
+45,4.883418525523503,3.5244262009792444,1.5591488387154984,0.20304962239916013,Iris-setosa
+46,5.802465078214829,2.6857988884260795,5.093423409927243,1.8656288939086154,Iris-virginica
+47,5.010722801630038,2.0,3.478855647624182,1.0064493345227377,Iris-versicolor
+48,6.0241309729019035,3.3975630521588163,4.559718152553651,1.621506284463042,Iris-versicolor
+49,5.771663560776521,2.711617736974268,5.162723426699511,1.9219966422755665,Iris-virginica
+50,6.344990247040285,3.301331690291372,6.088203582138086,2.5,Iris-virginica
+51,5.46617626058408,2.458485255480319,3.773056698663047,1.1178501748652532,Iris-versicolor
+52,6.17745975956665,2.1831594513526764,4.481029262409024,1.495087764146296,Iris-versicolor
+53,6.75709324659583,2.8275429741479776,4.723850227040726,1.3469291566631438,Iris-versicolor
+54,5.115157128490131,2.4375943451025908,3.189397554174524,1.1233194455618678,Iris-versicolor
+55,4.3,3.0,1.0891171085954996,0.1,Iris-setosa
+56,4.3,3.0,1.098443518442022,0.1,Iris-setosa
+57,7.899998738845976,3.833123346997524,6.3462254264774405,1.9926939180592986,Iris-virginica
+58,6.927514873742206,3.120629686067243,5.857277427320725,2.3059308365244315,Iris-virginica
+59,5.678314442450259,2.26644538245427,3.7702020769598428,0.8888199479698817,Iris-versicolor
+60,4.7975173899930565,3.0,1.4036078912443928,0.1,Iris-setosa
+61,6.315783685422008,2.6927521513143744,4.875243187756008,1.80044684801552,Iris-virginica
+62,6.67379905662173,3.0520385905687206,4.670301061064652,1.492707887248756,Iris-versicolor
+63,7.6935766925338935,2.8554094108661157,6.630092994918416,2.0699809287530897,Iris-virginica
+64,5.081879718992981,2.51648442173249,3.002808473414641,1.0885257190825959,Iris-versicolor
+65,7.298277121942941,3.1252854871850366,5.719444797396134,2.2917180241280954,Iris-virginica
+66,6.190854574720279,3.4006676099635906,5.42698340595798,2.318891922750413,Iris-virginica
+67,4.753578399436472,3.0,1.3996730366591814,0.10000010579150259,Iris-setosa
+68,5.001280667747275,2.504410317795453,3.059981175098982,1.1015920925969749,Iris-versicolor
+69,7.666094285301184,2.6145594418357447,6.899998893534663,2.292233945339946,Iris-virginica
+70,7.652990292123274,3.0,6.20439296153194,2.2396652746963186,Iris-virginica
+71,5.097829045494969,3.312293155028977,1.59783496952201,0.6186745705487433,Iris-setosa
+72,6.693307504295509,2.8890470148676903,4.824675080867408,1.5614014012983755,Iris-versicolor
+73,6.0282125349545215,3.403162801654088,4.5372674677961795,1.6021832800817755,Iris-versicolor
+74,4.609228445999758,3.6383278171513425,1.0000005975884665,0.1947811718791851,Iris-setosa
+75,4.720822029803717,3.124793883144225,1.427619807093962,0.2017575090869604,Iris-setosa
+76,4.8161695039345105,3.0069749473176777,1.570698540235814,0.20229121612825277,Iris-setosa
+77,5.654314231453022,2.925018237769397,3.990735942491003,1.3180185848905337,Iris-versicolor
+78,4.402710086342666,3.0,1.3731511985917975,0.1985557903998466,Iris-setosa
+79,4.878401964721448,3.111546143139265,1.4964982566477247,0.10000009652307301,Iris-setosa
+80,6.32641092097246,3.3064138133661127,6.065775835679945,2.5,Iris-virginica
+81,5.057795665258182,3.5622840924310237,1.4156536110698845,0.199003859185716,Iris-setosa
+82,4.868157335530326,3.0407092736173214,1.4562106465518962,0.100000136564114,Iris-setosa
+83,6.681328197798898,3.0,4.942391112326386,1.6491586344047016,Iris-versicolor
+84,5.523261458018715,3.566478668380109,1.4950705073920405,0.2708725015995768,Iris-setosa
+85,6.090508334881589,2.5896058909401862,5.595330277557609,1.4254337938887365,Iris-virginica
+86,6.214416165073985,2.4755198749807183,5.007520924583485,1.647856910348153,Iris-virginica
+87,5.986948985299308,2.2049357508591867,4.062881520222647,1.0085476370732733,Iris-versicolor
+88,5.8343636244481765,3.1281176132963044,4.780109942062927,1.7378349946382003,Iris-versicolor
+89,5.760892011861839,2.7083159602845153,5.090629888521787,1.8920722029844104,Iris-virginica
+90,5.782961240716119,2.7747682437510135,5.163480153284484,2.371416987623506,Iris-virginica
+91,4.781968275277484,3.0,1.359578459648888,0.1,Iris-setosa
+92,7.725724554920488,2.5708539626500984,6.89999841424866,2.3074398886451983,Iris-virginica
+93,5.181955736993643,2.5019300752419844,3.025621288768403,1.1079404230140257,Iris-versicolor
+94,7.697494730587703,2.573681793331989,6.9,2.3007835177608658,Iris-virginica
+95,7.888729754674682,3.214356525271754,6.208617010142511,2.250006586536411,Iris-virginica
+96,6.50621758972181,3.1573680372077666,5.13518168750525,2.069813544752509,Iris-virginica
+97,5.813579934706157,2.9674999430640425,4.393092251436276,1.3089271066700978,Iris-versicolor
+98,5.379889705149326,2.669524379029113,3.494736210288152,1.2247029046142761,Iris-versicolor
+99,6.267956370804515,2.9361326359008677,5.681254132593985,2.1521031750641497,Iris-virginica
+100,7.899998760881155,3.831262452809864,6.3687056701107165,1.9572283741930852,Iris-virginica
+101,6.024684103840781,2.1930815644471124,4.041011835986313,1.0192735971866485,Iris-versicolor
+102,7.635829333013648,2.586643522024538,6.9,2.2835194845948776,Iris-virginica
+103,6.331642825004942,2.5001443381383757,4.990747114470449,1.9296556102527271,Iris-virginica
+104,6.016549636250386,2.3989154312518006,4.3436214433988285,1.2426866761368975,Iris-versicolor
+105,6.090838796916365,2.613509655522103,5.583983046981129,1.39632311106197,Iris-virginica
+106,6.490006670534831,2.831729297963661,4.639931642561555,1.4836132006340972,Iris-versicolor
+107,5.871319080633695,2.7496068788810217,4.497008174575822,1.111075972617245,Iris-versicolor
+108,6.2049273532525255,3.3950477139676263,5.369265368572621,2.2855014892933894,Iris-virginica
+109,5.5457376794230235,3.539181945122332,1.580784014793152,0.35613533353393273,Iris-setosa
+110,4.300000553604605,3.0,1.1097289317027246,0.10000009640305661,Iris-setosa
+111,6.101632711585399,3.0,4.348427661579334,1.341092488071713,Iris-versicolor
+112,5.952183647606678,2.234435738212385,4.032088861797256,0.9719986667293465,Iris-versicolor
+113,6.01209361350507,3.395835717586164,4.490622099211327,1.5988753016194428,Iris-versicolor
+114,7.716954209303271,2.597501748058064,6.9,2.3135496535777453,Iris-virginica
+115,5.578530320378626,2.400075909995071,3.806823113500313,1.033808670353868,Iris-versicolor
+116,7.5578378060023885,3.0,6.583413333825312,2.086780957656234,Iris-virginica
+117,5.40018276621729,2.448999579665342,3.7250223488725807,1.1611333573722107,Iris-versicolor
+118,5.076689817694095,2.4869552386513956,2.776308817375752,1.071153714195249,Iris-versicolor
+119,4.770305963789213,3.3953720059199783,1.8409271473214122,0.20271620789355418,Iris-setosa
diff --git a/iris/tab_ddpm/2_0/26/test.csv b/iris/tab_ddpm/2_0/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/26/train.csv b/iris/tab_ddpm/2_0/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/26/val.csv b/iris/tab_ddpm/2_0/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/27/synth.csv b/iris/tab_ddpm/2_0/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b5082b5c1880982539614aa8baaccd88cf6c6cec
--- /dev/null
+++ b/iris/tab_ddpm/2_0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899997690539272,3.80650128342814,6.4543827563657405,1.9413118701332845,Iris-virginica
+1,4.404128472308502,2.9293055928671006,1.41950025101798,0.1965245971944387,Iris-setosa
+2,5.055370222963802,3.480664038150523,1.4083507282071044,0.19449163462618904,Iris-setosa
+3,6.693502888308327,3.1752926092035434,5.3751739930990405,2.198305956602316,Iris-virginica
+4,4.911397136252458,3.070426772501981,1.4815625079761898,0.1,Iris-setosa
+5,7.682210776814307,2.82277296560856,6.683414760528537,2.004117067087527,Iris-virginica
+6,4.546225884712071,3.0,1.3851251458716607,0.23007194106741133,Iris-setosa
+7,6.1817605715043555,2.2006842082652294,4.549486222105512,1.5091473224605392,Iris-versicolor
+8,4.856538127383127,3.500297203283841,1.8599690697087166,0.1982508357532411,Iris-setosa
+9,4.802277375114959,3.0,1.4171399238722147,0.1000001070698427,Iris-setosa
+10,4.5755478329949995,3.1804317547483816,1.4231295948399696,0.20348394156088592,Iris-setosa
+11,4.5962672255241115,3.6616869830163266,1.000000375041159,0.1948519674230218,Iris-setosa
+12,5.539774857908144,3.0,4.553730652841795,1.5016509336185953,Iris-versicolor
+13,4.471411245636109,3.191275763044937,1.3542961027126705,0.19930797240783138,Iris-setosa
+14,6.169867265176153,2.7918240076875596,4.64570743302579,1.1989302040368248,Iris-versicolor
+15,6.2766252647049345,3.0,5.575660008138147,2.2264656529490723,Iris-virginica
+16,6.319392648722709,2.6209558321171325,4.9089014531807695,1.857522203979697,Iris-virginica
+17,6.0236309777702095,3.4025270417658806,4.516991696227616,1.6195661161732486,Iris-versicolor
+18,5.097722535628426,2.575302664301916,3.7146295928888815,1.3096056526717068,Iris-versicolor
+19,4.3,3.0,1.0789812386476367,0.1,Iris-setosa
+20,4.920961400719054,3.648446932696946,1.824895409254652,0.19708526326647513,Iris-setosa
+21,6.699963133660595,2.4791793660178594,5.788138164418939,1.8016772407774388,Iris-virginica
+22,4.999401628483848,3.0,1.7143694067144466,0.2024892571530927,Iris-setosa
+23,6.024009047320269,3.3827082613919313,4.524045425411623,1.5999717060044387,Iris-versicolor
+24,6.30183992060431,3.3960466743782205,5.489755281741864,2.382907341791266,Iris-virginica
+25,6.010561401929246,2.201010258199896,5.001398241699478,1.4897823075385292,Iris-virginica
+26,5.808005329830446,2.8972454434634693,4.3416994444521695,1.3493416394010453,Iris-versicolor
+27,5.07524463698971,2.616526895390675,3.687334185299887,1.3327627502125257,Iris-versicolor
+28,5.721417392209886,3.0,4.239163199012528,1.1737736987838177,Iris-versicolor
+29,6.322321678357976,3.2921068303226755,6.037017221351896,2.5,Iris-virginica
+30,6.26757268299492,3.4073306921283617,5.538777545164403,2.3845340185009856,Iris-virginica
+31,6.8090814865302525,3.166999933498508,5.422961718224965,2.315467312516824,Iris-virginica
+32,5.60623664581732,2.9022156746306917,3.4418993776064917,1.3089486672817343,Iris-versicolor
+33,5.37654129338264,3.0,4.50223712127064,1.5065935954744993,Iris-versicolor
+34,4.3,3.0,1.0967818346936333,0.1,Iris-setosa
+35,5.432201131003348,3.921693095267818,1.289422526042327,0.3688620177012683,Iris-setosa
+36,5.5914860356753495,2.922935629934007,3.9614553507032304,1.3367461901368718,Iris-versicolor
+37,5.645284371470353,2.410671598973314,3.9153682394596308,1.0174712322348016,Iris-versicolor
+38,6.316052687017377,3.402884758714602,5.5264239905573405,2.3591569611188596,Iris-virginica
+39,6.64898245664822,2.7952730344767005,4.6689664416048275,1.453865955134816,Iris-versicolor
+40,5.825501031535875,2.7299832793355994,4.252731673407483,1.0401716305048538,Iris-versicolor
+41,5.838108125751964,3.166413633579025,4.755636937604257,1.7038678219392949,Iris-versicolor
+42,4.979621825323664,3.5846065031146734,1.4079944455914033,0.19889723687967706,Iris-setosa
+43,6.259979152263333,2.6650101118731304,4.926074326352424,1.8099930023983237,Iris-virginica
+44,4.368543802565931,3.120690646136951,1.2535627791819277,0.19829855777238384,Iris-setosa
+45,5.9866305353422025,3.420376263837184,4.4525608390565825,1.5847458548055564,Iris-versicolor
+46,6.380090685109652,3.2215671612487826,5.294567202626965,2.312345037786086,Iris-virginica
+47,6.490486462053914,2.7849442576784185,4.619857446249422,1.497744549884771,Iris-versicolor
+48,5.176711671947135,3.572792971606198,1.3804660491240441,0.23991595839860014,Iris-setosa
+49,7.682629925203267,2.593730144059905,6.899998764296339,2.304701126113927,Iris-virginica
+50,4.823375527266649,3.0,1.401749144518299,0.1,Iris-setosa
+51,7.700420021659154,3.0,6.313589362157328,2.24265280571856,Iris-virginica
+52,5.163994447355668,2.7082796445182056,3.825515741076801,1.4076629638438394,Iris-versicolor
+53,6.779140534826838,2.521018708397913,6.013488075605091,1.8356169137105893,Iris-virginica
+54,4.470475655442786,3.201394235966735,1.3649403563928084,0.20753382950536473,Iris-setosa
+55,5.78374916459455,2.714087894339632,5.097880151101219,1.9649646848058657,Iris-virginica
+56,4.856366978222245,3.004131884716259,1.4735722183465438,0.10000009178330553,Iris-setosa
+57,4.935378103497941,3.1491478941706577,1.438645545781176,0.10004352257699418,Iris-setosa
+58,4.58605677153227,3.659132711890712,1.0,0.1998163244880689,Iris-setosa
+59,6.73629753154589,3.211461433088506,5.6322390731659295,2.3020081092537588,Iris-virginica
+60,6.744926058629255,3.155222522128736,5.776725358526728,2.3022321175648077,Iris-virginica
+61,6.277578287649864,3.280305927171593,6.027379130520918,2.4999998162737,Iris-virginica
+62,7.122923874611636,3.203686094329701,5.899891001542226,1.8060535729043876,Iris-virginica
+63,5.463425061254958,4.199999187314605,1.394237216913475,0.19356778393242263,Iris-setosa
+64,5.144118400367471,3.212218905189463,1.895760119365252,0.27043556868477236,Iris-setosa
+65,5.827922739030569,2.742432757196617,5.0941087155994484,2.2008115538771573,Iris-virginica
+66,7.9,3.8829201281995562,6.422933728680831,2.0204804795077975,Iris-virginica
+67,7.7006548252628795,2.5922709681341773,6.9,2.3020823718372228,Iris-virginica
+68,5.037206607057549,3.3840296642451944,1.4015204075715948,0.20021254120635576,Iris-setosa
+69,5.161428021899813,3.48546108698181,1.5126122123384826,0.27963953025339255,Iris-setosa
+70,6.695270574188382,3.0237088864192123,4.8990950434429,1.5934537813119354,Iris-versicolor
+71,5.885737343737101,3.1873728227083227,4.753069254864123,1.7543312730294658,Iris-versicolor
+72,5.187628874098107,2.54632488662851,3.7143310013151156,1.316485660457983,Iris-versicolor
+73,7.688606030795947,2.6071271308029944,6.9,2.298469537740703,Iris-virginica
+74,6.089671386084614,2.590581679329972,5.6137771791649325,1.4341574106074595,Iris-virginica
+75,6.250244603995547,3.4057861313825115,5.575131155665904,2.356630667659795,Iris-virginica
+76,6.664753356969663,3.0336022720434612,5.984145483817189,2.2272453042048923,Iris-virginica
+77,5.730763011810811,3.80790618781125,2.1308130212178806,0.36299060958683027,Iris-setosa
+78,6.635819281099053,3.1962803581020705,5.234071229008332,2.1270630075478354,Iris-virginica
+79,4.489978112659526,3.0,1.429503576138018,0.21209208292541473,Iris-setosa
+80,5.220419317195278,3.3166435000219248,1.6671095308873471,0.41988648638885495,Iris-setosa
+81,5.69957360695543,2.7786781217431082,4.460760348899521,1.1195253520489674,Iris-versicolor
+82,5.533359863256234,2.4041105981385087,3.8911080306442916,1.1758707208132233,Iris-versicolor
+83,5.484845763551464,4.199999036048354,1.3971031129615001,0.20081767285235383,Iris-setosa
+84,6.605777688380678,3.0,4.414240249638666,1.4126027134609653,Iris-versicolor
+85,6.041534962940797,2.830379088972545,4.646792250033172,1.2382460058793552,Iris-versicolor
+86,5.792927325348593,2.6947748243550973,5.221633753289644,1.8806749700507992,Iris-virginica
+87,4.696612249190329,3.0207981822382175,1.418869359421636,0.23741085770144527,Iris-setosa
+88,4.3,3.0,1.1048830730510004,0.1,Iris-setosa
+89,6.001610440714764,2.2027884871557872,3.9892215859464404,1.0201908689248513,Iris-versicolor
+90,7.41861507030882,3.0767406324241207,5.954145194378665,2.29831980010195,Iris-virginica
+91,6.322813374774143,3.2936871734008215,5.985639755956383,2.4999992342097492,Iris-virginica
+92,6.4624146441783115,2.7492918554569363,4.706034073119492,1.4261565196412733,Iris-versicolor
+93,6.187020849851398,3.403236466657548,5.367957382343056,2.305212298627422,Iris-virginica
+94,5.8153141013364875,2.246773371657931,4.081720003041714,1.0390194159757384,Iris-versicolor
+95,4.531208752430799,3.1247294361205284,1.3862390385833636,0.20798815058711728,Iris-setosa
+96,6.141375311236555,2.1905793287814994,4.365891878006653,1.3909939164523395,Iris-versicolor
+97,6.290876229120834,3.2832218855430515,5.891326901518127,2.4999995325095745,Iris-virginica
+98,6.204725829880343,2.185189261512063,4.503365257359699,1.5169888829726292,Iris-versicolor
+99,6.738350331756977,2.913891706515306,4.804747757965937,1.5202782897160412,Iris-versicolor
+100,7.717815938172319,2.601989058103146,6.899998887873261,2.2883469343940734,Iris-virginica
+101,5.663504311192321,2.9792621850441345,3.8487408970249684,1.2283151958551173,Iris-versicolor
+102,6.551886097241656,2.808492186537392,4.626774568972754,1.492022759978447,Iris-versicolor
+103,5.081304178725247,3.51371243829642,1.392228142355885,0.19572024674485639,Iris-setosa
+104,6.863466745509325,3.0181873009611095,5.2832324953550005,2.255206474520142,Iris-virginica
+105,5.833289799201787,2.7383513280506544,5.108411159484244,2.165635935952028,Iris-virginica
+106,5.581797755516313,3.8120460872334956,1.5940810026831391,0.2753680465161138,Iris-setosa
+107,4.9748109677481835,2.0,3.0470945013188784,0.8822558613575406,Iris-versicolor
+108,5.032248676779971,2.0000005359814774,3.5872180430003127,0.9829338171904757,Iris-versicolor
+109,6.346629088621977,2.8108901302499922,4.669916353043499,1.4524287924664243,Iris-versicolor
+110,7.612691446534162,3.0,6.481542810501959,2.1888767510174048,Iris-virginica
+111,6.696337094023205,3.161558724653755,4.7267094774639515,1.521289319356935,Iris-versicolor
+112,6.740050366539651,3.177109213855961,5.71296925737499,2.280543759145849,Iris-virginica
+113,6.648954571620178,3.082587689739816,4.821563852443466,1.5761293144536015,Iris-versicolor
+114,4.402781671795626,2.887594210826907,1.4150505717622488,0.2002222191467119,Iris-setosa
+115,5.004043387179634,2.0,3.5764400748053053,1.0106512796169376,Iris-versicolor
+116,4.989504804803794,2.0,3.5873741017281433,0.9797487465826402,Iris-versicolor
+117,6.392918708559276,2.5126472274545244,4.59002909132627,1.5197479022563103,Iris-versicolor
+118,6.591000667961918,2.818933726815647,4.626071903349333,1.5124976985587486,Iris-versicolor
+119,5.446465575809357,3.0,4.514296543646,1.517816257691045,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/27/test.csv b/iris/tab_ddpm/2_0/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/27/train.csv b/iris/tab_ddpm/2_0/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/27/val.csv b/iris/tab_ddpm/2_0/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/28/synth.csv b/iris/tab_ddpm/2_0/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..25f4d5c74b5ab808bdc75198124eb49e9bb5924b
--- /dev/null
+++ b/iris/tab_ddpm/2_0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.436129200449323,3.9084577871044415,1.3029302190092151,0.37902002360400855,Iris-setosa
+1,6.669093436940862,3.0,4.66067231561868,1.5383306315083853,Iris-versicolor
+2,6.675185427072776,3.212268415882945,5.322084778957964,2.036637375788594,Iris-virginica
+3,5.13566395158605,3.427456579734688,1.4039845891205978,0.19866302588423265,Iris-setosa
+4,5.465995026312109,3.4460076895014864,1.4864069409157104,0.38905516514217314,Iris-setosa
+5,6.02383280762383,2.21296323917223,3.9344235510407235,0.9990614778939997,Iris-versicolor
+6,5.216030113006215,3.3924587432890174,1.4078434117380854,0.19751114713538037,Iris-setosa
+7,6.130224399373569,2.5994321448580684,5.604328165879783,1.393178130981246,Iris-virginica
+8,6.034725297360498,3.385555800750929,4.559225374187527,1.6028261500296472,Iris-versicolor
+9,7.708777512960159,2.581321803193041,6.9,2.2853133001079526,Iris-virginica
+10,5.938288286549279,3.1641355764966392,4.841241198327964,1.790653190235623,Iris-versicolor
+11,5.11231540370534,3.7925996808245657,1.5968139552832834,0.19515472484542973,Iris-setosa
+12,6.380586366279288,3.3025502904279422,5.963794768564422,2.5,Iris-virginica
+13,6.316985905799272,3.3209335983012482,5.994104976528253,2.5,Iris-virginica
+14,6.032586246130992,3.3288883258648756,4.598899820217401,1.61431895065259,Iris-versicolor
+15,6.243921436410798,2.7947224718206467,4.841232632518925,1.7951637036882027,Iris-virginica
+16,4.90694729938869,3.114806431455744,1.4951340441161047,0.1,Iris-setosa
+17,5.45780984105999,2.5146370965073883,4.014892471126883,1.3100291241921849,Iris-versicolor
+18,6.307790472527613,3.313093920965111,5.94175601282851,2.499999697600632,Iris-virginica
+19,7.490304283409362,3.07021970113568,6.434112697652997,2.004781829485366,Iris-virginica
+20,6.724487410468828,2.506866594705846,5.759049251888753,1.758073475801218,Iris-virginica
+21,7.723226724814532,2.795125581821859,6.690243377377042,1.9628960909261248,Iris-virginica
+22,7.694788200424981,2.8525972542966986,6.673738083486323,2.061263635666462,Iris-virginica
+23,7.6896662539466645,3.0,6.306907646610976,2.2465521287098396,Iris-virginica
+24,5.9054069614896125,2.983387735939053,4.661218201806236,1.4600852298775657,Iris-versicolor
+25,6.447426605632344,3.1919103433973706,5.241037212335558,2.2546514440743484,Iris-virginica
+26,4.5958808197880385,3.1697453821054786,1.4165194575935047,0.20387871468960123,Iris-setosa
+27,5.457287713753319,2.4202622874144226,3.6892228705623964,0.9430245580552976,Iris-versicolor
+28,6.371652218797004,2.5103422329406757,5.009416539764381,1.8939228943777573,Iris-virginica
+29,6.270773051825437,3.4037739047604543,5.592707536180509,2.3826893093300394,Iris-virginica
+30,6.159406783489556,2.2120705321833287,4.400429079285668,1.3447339068217228,Iris-versicolor
+31,4.813855982444073,3.388493750087281,2.038169386547515,0.20142734944267487,Iris-setosa
+32,7.748114288384149,2.5777088705871853,6.9,2.3145457978212223,Iris-virginica
+33,6.112549049539927,2.62719306179326,5.565321507414408,1.3819595065985302,Iris-virginica
+34,6.249833779822395,2.211189524399121,4.4540802922340434,1.461650321337741,Iris-versicolor
+35,5.092952875724694,3.501134801108446,1.5776646711916478,0.42302146534419816,Iris-setosa
+36,4.823753029818235,3.405356471758538,1.7566282346245796,0.20777681515412846,Iris-setosa
+37,5.513406821378975,3.5365349897680325,1.4999007706341543,0.3145462036691423,Iris-setosa
+38,5.651732877575334,2.968821047394319,4.293912734671595,1.3096231373363982,Iris-versicolor
+39,6.232286302499243,2.78358637866087,4.8283665960284665,1.803747281548226,Iris-virginica
+40,6.419338338279898,2.7948010571155733,4.655214413578415,1.5290122075068018,Iris-versicolor
+41,5.584048537157035,2.8784999178368262,4.200740129825006,1.3853815688924715,Iris-versicolor
+42,6.443814867813407,2.959747491976751,4.3231597177766945,1.4337133172817167,Iris-versicolor
+43,5.419246292407326,3.9118591393931705,1.2882882065079528,0.44686808188863975,Iris-setosa
+44,5.826706686135984,2.6767810840640864,4.083685566104203,0.7972483188689453,Iris-versicolor
+45,4.649384780593001,3.5994686131710796,1.0000004383259293,0.19218891978716346,Iris-setosa
+46,5.379375785529999,3.8287793391576836,1.335245320143599,0.3773678302168487,Iris-setosa
+47,5.6541727864417926,2.658809947535919,3.8710288714412386,1.0572141000210835,Iris-versicolor
+48,4.939440989668227,2.0,3.5309471440305558,0.9617760155933813,Iris-versicolor
+49,5.4644245399206195,3.0,4.441791187026474,1.5258391140251393,Iris-versicolor
+50,4.810187061852317,3.3938706143899373,1.589080894407738,0.20205050403730726,Iris-setosa
+51,4.3,3.0,1.0983915040233894,0.1,Iris-setosa
+52,4.876986523587064,3.0192219840132624,1.4689577791541293,0.1,Iris-setosa
+53,4.791848425312378,3.0,1.4002820968996308,0.3979259808361762,Iris-setosa
+54,5.0656785975769685,2.0000005319581193,3.6161116026549482,0.9959425361664276,Iris-versicolor
+55,6.593342953359615,3.0,4.426222435222398,1.3774947840206144,Iris-versicolor
+56,5.466175220686229,3.0,4.435787141568197,1.485045729567948,Iris-versicolor
+57,7.9,3.791977342173807,6.404284535746676,1.9938299531786514,Iris-virginica
+58,7.686903181932966,2.598240645955651,6.899998186815584,2.275886044911611,Iris-virginica
+59,6.286744271016702,3.3598117026309047,5.343641332243159,2.266648698432701,Iris-virginica
+60,6.3017613595802064,3.402847758734175,5.614215507579237,2.405371959593726,Iris-virginica
+61,6.451602586567175,3.0634189772913722,5.418245824491745,2.2792051783086165,Iris-virginica
+62,5.380710159307109,3.8094981896728535,1.3412864465434091,0.2736413634707743,Iris-setosa
+63,6.352455601452167,3.3031950973611224,6.061086808745799,2.5,Iris-virginica
+64,6.285253120913647,3.310471987766672,5.994778447410717,2.5,Iris-virginica
+65,5.548770096935513,4.199998987668215,1.3504270764154653,0.20335947526012138,Iris-setosa
+66,5.050967585011148,2.0000018561729065,3.574968045407385,1.047965686270277,Iris-versicolor
+67,7.89999890711667,3.7843991947644233,6.365722621617343,2.024925619755166,Iris-virginica
+68,7.6943330549184985,2.805321145332641,6.698822614727456,2.0354917776835495,Iris-virginica
+69,5.794705095825839,2.733310909749022,4.032617364489864,1.0500270701206893,Iris-versicolor
+70,4.365992226977014,3.1073616447422117,1.2903200027590562,0.19619857088531634,Iris-setosa
+71,4.606362870197454,3.5536821173631683,1.0000005376079042,0.19699950713088304,Iris-setosa
+72,6.241342819411172,3.405604636497902,5.591505794099468,2.3610876801276284,Iris-virginica
+73,5.322578500183262,3.7476582888880237,1.3581441152038085,0.2948175625132106,Iris-setosa
+74,5.2067226719787385,3.4029553849904746,1.3935513073218286,0.20828604520674865,Iris-setosa
+75,4.746834378680557,3.0,1.4113912071851225,0.30253622196269125,Iris-setosa
+76,5.0868942611518735,3.586970236158626,1.4263741329768431,0.19298736799028504,Iris-setosa
+77,5.6814300319559115,2.9481912468480806,4.024021126956517,1.260775488662719,Iris-versicolor
+78,5.7864490151940275,3.0,4.278030847966965,1.3394250675631243,Iris-versicolor
+79,5.336375035978483,3.736406809495308,1.3775608263366013,0.3415299260492886,Iris-setosa
+80,5.001821293682416,2.0000006287672147,3.6400274710518183,1.0224820599498978,Iris-versicolor
+81,4.546021010972578,3.0130847180639746,1.470217519016589,0.20286220580904088,Iris-setosa
+82,5.805278129811393,2.6938427633848234,5.103787206270469,1.8874353833979354,Iris-virginica
+83,5.692201397099276,3.0,4.21468936620063,1.2140093352520418,Iris-versicolor
+84,5.294269888044058,2.3872766472331524,3.4826077135838123,0.9646680729666157,Iris-versicolor
+85,5.724508446645332,2.8024648710933406,4.075552992267787,1.0504292880521717,Iris-versicolor
+86,5.29619905597175,3.6051025702333583,1.374506644024691,0.25071909012623544,Iris-setosa
+87,4.300000695732975,3.0,1.0874565892637167,0.10000013063420445,Iris-setosa
+88,4.300000712839724,3.0,1.099485323628217,0.10000010285316467,Iris-setosa
+89,4.770476557522685,3.388215731772705,1.8974788833796585,0.19254249310267835,Iris-setosa
+90,6.040253432163699,3.3870581234747537,4.5431639612078225,1.580590182895764,Iris-versicolor
+91,6.264985521668641,3.3998818878205004,5.572856745775983,2.385653095482215,Iris-virginica
+92,5.640794876048569,2.5019362470092985,3.9392974940847365,1.0775818390795575,Iris-versicolor
+93,4.300000650372873,3.0,1.1043591584031898,0.1,Iris-setosa
+94,6.270284552498225,3.283502352999309,5.892486323727733,2.4999997452520017,Iris-virginica
+95,7.653461767218093,2.5899361605672544,6.899998824085941,2.2779632877310814,Iris-virginica
+96,5.467880556707627,3.0,4.450079443298577,1.5006846144417176,Iris-versicolor
+97,4.3,3.0,1.0905269865241056,0.1,Iris-setosa
+98,6.2315349504797135,3.3648825811017438,5.3538695751997105,2.281011797152028,Iris-virginica
+99,5.70271054289076,3.0,4.538345853856367,1.5960766171716203,Iris-versicolor
+100,4.596868797806998,3.1908399813425556,1.4011149327434298,0.2022365754866268,Iris-setosa
+101,6.076697520390008,2.902007151225522,4.690990380287509,1.3431811652727166,Iris-versicolor
+102,6.242170946808145,3.405549101813043,5.45683869269454,2.327983434888716,Iris-virginica
+103,4.848265639055008,3.0,1.4214411537419607,0.2766777629642816,Iris-setosa
+104,6.694820533950543,2.7754182049743417,4.725510484784427,1.495382222467626,Iris-versicolor
+105,5.7429073478250325,2.707312471775659,5.084301849357784,1.9031416462506179,Iris-virginica
+106,4.9454674152429146,3.3945250004962917,1.483305250394937,0.19833754863026098,Iris-setosa
+107,5.024284947091944,3.0,1.6900618745073452,0.1982425099165232,Iris-setosa
+108,4.622888369193619,3.6456434067190733,1.0000004310470396,0.19328723016242494,Iris-setosa
+109,6.644235991484804,3.0,4.400106308758465,1.4142687847465922,Iris-versicolor
+110,5.047961225905404,3.524696549090623,1.382263298578542,0.20235556648755298,Iris-setosa
+111,5.218868224524927,2.3956136677709856,3.15920999745711,1.0223307359705178,Iris-versicolor
+112,4.861160780667914,3.0066680633875813,1.4574282379992818,0.1,Iris-setosa
+113,6.216439025687897,3.386594218480055,5.408228700126817,2.299547033087791,Iris-virginica
+114,5.754734803205699,2.8117758387039924,5.190361267747356,2.427985725323097,Iris-virginica
+115,7.899936111244918,3.509547078549121,6.356165550525074,2.0185602352028837,Iris-virginica
+116,6.872425238550329,3.2037585523704846,5.849633359890149,2.2918115708809124,Iris-virginica
+117,5.049531530255957,2.0,3.586810691224472,0.9550921610435663,Iris-versicolor
+118,7.682525090266028,2.782080626125869,6.707769463262486,1.9763360498788358,Iris-virginica
+119,6.202192070769235,3.4033091273702367,5.425654378567046,2.282510745479769,Iris-virginica
diff --git a/iris/tab_ddpm/2_0/28/test.csv b/iris/tab_ddpm/2_0/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/28/train.csv b/iris/tab_ddpm/2_0/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/28/val.csv b/iris/tab_ddpm/2_0/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/29/synth.csv b/iris/tab_ddpm/2_0/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..da4c0b63a5e4340bca4378578ca8640205364e41
--- /dev/null
+++ b/iris/tab_ddpm/2_0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.6673390995374175,3.1077689523112033,5.048752623058578,2.231302358615012,Iris-virginica
+1,5.549081529652636,2.4775366765770164,4.080880809332568,1.2779745773589153,Iris-versicolor
+2,5.0244344115608675,3.0,1.5717344076711945,0.20339456176081658,Iris-setosa
+3,5.1566561795068395,3.448007599273784,1.407452364946004,0.20426102589477127,Iris-setosa
+4,5.569937645072018,4.2,1.395756198089313,0.2060018858775007,Iris-setosa
+5,5.770770654093094,2.7344196608446394,4.287541740740935,1.059643467635952,Iris-versicolor
+6,4.985049079728567,3.0,1.5923061432195276,0.1934623954624303,Iris-setosa
+7,6.634670036102158,2.8668056782884745,4.787789276319662,1.560409871773097,Iris-versicolor
+8,4.571595022877324,3.643017299979775,1.0,0.191561159338747,Iris-setosa
+9,6.724928267986454,2.792527920018987,4.764350233817564,1.3989894072019906,Iris-versicolor
+10,5.0531276123055,2.0000010223325946,3.5270291688702167,0.9016180972577132,Iris-versicolor
+11,4.983038920706518,3.5060655030117838,1.4336985813323149,0.19815243844226543,Iris-setosa
+12,5.470194409851045,2.9527792994458335,4.395931311999237,1.4134082535711383,Iris-versicolor
+13,5.585449085092792,4.2,1.4242737596416795,0.2021459892218694,Iris-setosa
+14,6.446478770330003,2.5381182430306013,4.605293256314471,1.512645407964123,Iris-versicolor
+15,5.00104810145171,3.3964244271646398,1.5868864834953604,0.41993960127682295,Iris-setosa
+16,4.8010008123080175,3.0,1.3435139235642897,0.1,Iris-setosa
+17,7.696210064234931,3.0,6.059359440858492,2.2957790433831793,Iris-virginica
+18,4.8131110326551365,3.399758990189042,1.7270805623888554,0.19997317554536104,Iris-setosa
+19,4.7969767376162835,3.3932366290511333,1.952324487488967,0.19922799622730591,Iris-setosa
+20,5.128571082241133,3.4428989770704628,1.391007861065467,0.19964559144773858,Iris-setosa
+21,5.892119670277835,3.2073219774701482,4.800029570311665,1.8091323437461395,Iris-versicolor
+22,5.568818766692467,2.9847981933306795,4.438409794124053,1.4455617463498769,Iris-versicolor
+23,7.69854247497934,2.608684124382197,6.899998593344372,2.2814850335174515,Iris-virginica
+24,6.404894553142005,3.2085152798765715,5.383124122589905,2.3248840348444175,Iris-virginica
+25,7.660864208770269,3.0,6.460366288927003,2.2222376807591564,Iris-virginica
+26,6.263604877503808,2.675216332028377,4.852716107900403,1.7756674740133094,Iris-virginica
+27,5.642250451985493,2.9219932784999068,4.399336257846824,1.3894273544185096,Iris-versicolor
+28,6.083310735265594,2.1668968173802705,4.159626515302255,1.1027652621616415,Iris-versicolor
+29,6.8100881153094805,3.169944658659136,5.786319222217184,2.268858445762583,Iris-virginica
+30,4.3,3.0,1.081372660886655,0.1,Iris-setosa
+31,5.481589040813669,3.8946333859098052,1.3916576022887461,0.3912387560327087,Iris-setosa
+32,5.14420931355981,3.402316512599527,1.3412610267958385,0.19451201115231165,Iris-setosa
+33,7.899998709016524,3.825465421642179,6.43141340584861,1.995853334946739,Iris-virginica
+34,7.59297613166621,3.0,6.524656250950054,2.145744439377289,Iris-virginica
+35,4.820995191985046,3.0,1.4450770410997358,0.1,Iris-setosa
+36,6.056760260974151,3.3231426943934905,4.6805811348496995,1.682808248231994,Iris-versicolor
+37,6.7778304893170525,3.1487819538667843,5.804926017570948,2.279846513066688,Iris-virginica
+38,4.7402391799291825,3.0,1.4010810566871905,0.31896024648069005,Iris-setosa
+39,4.995925417193556,2.0,3.425032798812502,1.011175615322215,Iris-versicolor
+40,5.993597497766672,3.385324656026304,4.472349953954302,1.5784598809040742,Iris-versicolor
+41,4.789457163638644,3.0,1.3635400265993805,0.10000012314332703,Iris-setosa
+42,7.678332690054503,3.0,5.978289161844703,2.3029375318489658,Iris-virginica
+43,5.409209662229179,3.8908833036493538,1.28056808743832,0.37247729542170466,Iris-setosa
+44,6.680153318453282,3.0951039616213594,5.895522580285145,2.264811739265211,Iris-virginica
+45,6.661213343190726,3.0205815576464152,4.614247940293908,1.469942914814155,Iris-versicolor
+46,5.509516767596669,3.0,4.413188142360366,1.4859456384629393,Iris-versicolor
+47,7.651951705209505,3.0,6.54638964683734,2.127260788061656,Iris-virginica
+48,5.59480503695649,2.9921403198285645,3.7734962095339615,1.2645915133624075,Iris-versicolor
+49,5.5615966712016345,4.2,1.3735270370797292,0.2020082456456125,Iris-setosa
+50,6.552014040931379,3.210353993471865,4.7513637641680235,1.5622969024213198,Iris-versicolor
+51,5.793397334498834,2.694546119446672,5.140713076172487,1.881336020346907,Iris-virginica
+52,4.793440621647666,3.4058599992065735,1.7658340993212454,0.19971047319191482,Iris-setosa
+53,6.57943843523292,3.0,4.402855501163092,1.3971938145341882,Iris-versicolor
+54,5.772256211897378,2.6877309256879824,5.096122546350375,1.8713531238159595,Iris-virginica
+55,6.07713009989908,2.1614401553363067,4.246331579113652,1.1877903404851557,Iris-versicolor
+56,6.204579971053919,2.1879362309150734,4.494992290439345,1.5009677273777458,Iris-versicolor
+57,6.697472474509268,3.0,5.0016074171720915,1.6715866873047551,Iris-versicolor
+58,4.969161859636941,2.0,3.7270695974508263,1.0477256171911777,Iris-versicolor
+59,5.388323392367893,3.5683452311141752,1.4657192130642818,0.34931805049896525,Iris-setosa
+60,5.767278374515919,2.662666892614251,4.070314243006383,1.0384525716517787,Iris-versicolor
+61,4.7917809594358785,3.3995829363349523,1.5929898778342404,0.20320296599107932,Iris-setosa
+62,4.760928231794392,3.0,1.3887607432722935,0.1,Iris-setosa
+63,5.279990748711085,2.4110589135114346,3.5832970363393395,1.0354657174147082,Iris-versicolor
+64,4.981782167168749,2.0,3.267821309276541,0.9657700247609787,Iris-versicolor
+65,6.346056771165999,3.330843037021818,5.467229066526883,2.367744608667487,Iris-virginica
+66,6.64268546224004,3.1816875583395756,5.222497888666787,2.0203434232912922,Iris-virginica
+67,4.3000007549553985,3.0,1.1070320758257814,0.10000015630651178,Iris-setosa
+68,4.81134082848431,3.0,1.4252969828154132,0.3719527235296662,Iris-setosa
+69,6.251821370482233,2.847653194258987,4.757558378859808,1.3190151681502114,Iris-versicolor
+70,6.607698639928817,3.0,4.381791643412405,1.4320060443432876,Iris-versicolor
+71,5.458681652579323,3.812643058897002,1.4155179091764707,0.43407553488797734,Iris-setosa
+72,7.085178314776549,3.174933997980449,5.582377277408241,2.309079954309673,Iris-virginica
+73,6.516554552532227,2.8002451797729546,4.619459769294172,1.497706126917809,Iris-versicolor
+74,6.527723767850869,3.2046120054861693,5.509611536760058,2.322929840301237,Iris-virginica
+75,6.363390604922841,3.0863577656245855,5.448204832036949,2.240093407345353,Iris-virginica
+76,5.727200081618053,3.0,4.5669272165770165,1.5276498716950315,Iris-versicolor
+77,5.2166305044463135,3.8439300169190918,1.6169403519229875,0.20644773694844842,Iris-setosa
+78,6.206146661167765,3.3041892017430494,4.673582420691167,1.6080030335097346,Iris-versicolor
+79,5.690057571379661,2.8752382674089145,4.046320139633574,1.1669901597629344,Iris-versicolor
+80,5.6974849719862934,3.0,4.292304810354578,1.3249689048790019,Iris-versicolor
+81,6.1167833876607585,2.1629476587892436,4.233931128301291,1.2076997396195852,Iris-versicolor
+82,6.950845862938863,3.1210856238143028,5.16307182852185,2.287976458055592,Iris-virginica
+83,4.808872448250569,3.399446373833584,2.027350036297995,0.1970954904236698,Iris-setosa
+84,4.979503829700785,2.0,3.6558415049819497,1.003910659059068,Iris-versicolor
+85,6.544843520547502,3.0,4.333518113057881,1.3894582791389916,Iris-versicolor
+86,6.017772628357061,2.790127811813711,4.602936003632903,1.1821382272765353,Iris-versicolor
+87,6.194420401045273,2.1868780171983877,4.459712935975849,1.4779743731077093,Iris-versicolor
+88,5.442715696229221,3.0,4.540545941083226,1.5178490739568333,Iris-versicolor
+89,6.326297410283485,2.650751467418203,4.93777436437706,1.8185386532668737,Iris-virginica
+90,6.226020452199833,2.184143654997325,4.514934391817501,1.4850524786895045,Iris-versicolor
+91,6.655488000024127,2.479864719157496,5.749519365863507,1.7658983769699308,Iris-virginica
+92,5.1991435634459835,2.4893320990865124,3.5723369797935915,1.1628922098997607,Iris-versicolor
+93,4.607242750589553,3.1855211595844932,1.4164957827049203,0.1986007263240379,Iris-setosa
+94,7.70929119692076,2.600003262175675,6.899998980175654,2.2960256750795063,Iris-virginica
+95,6.612117801025859,3.2612961751764717,5.452965424787035,2.0819450048690267,Iris-virginica
+96,5.678322539245958,3.8174014786792303,1.8198523740567167,0.27243246386365133,Iris-setosa
+97,7.899998512040282,3.8331174205544873,6.399978901184235,1.9752900708978467,Iris-virginica
+98,5.462421691283752,2.4232529651046,3.7341763295299266,1.045348942040854,Iris-versicolor
+99,7.5571898069267185,3.0,6.530708502883352,2.104976944876614,Iris-virginica
+100,4.458933794802839,3.174715373380067,1.3298169543854448,0.20003071271376044,Iris-setosa
+101,5.0247841875509565,3.0,1.5881704614121253,0.19938925504972838,Iris-setosa
+102,5.729769436431171,2.8821659532548853,4.302707530378261,1.2914668579968838,Iris-versicolor
+103,6.262375397557532,3.350133494087521,5.3802850256536985,2.342399876860385,Iris-virginica
+104,5.677085685441202,3.0,3.877775344538078,1.2630873017686475,Iris-versicolor
+105,7.899997944488201,3.769409616989462,6.397854535033265,1.961117083178475,Iris-virginica
+106,6.239076472150833,2.2146421503474376,4.571989071311962,1.5150020212020958,Iris-versicolor
+107,7.152312920506472,3.071163124700108,6.265167063572687,2.229057818748457,Iris-virginica
+108,5.289669283529146,2.495566850430979,3.736197588514142,1.2283643145761738,Iris-versicolor
+109,5.813742950227508,2.788650872149953,5.172113636605805,2.3867751085568525,Iris-virginica
+110,4.811559379864904,3.0,1.4248410646360359,0.1,Iris-setosa
+111,7.9,3.7809873867082113,6.414251137393767,1.9973385557576324,Iris-virginica
+112,5.491544755302486,3.0,4.445383262672808,1.4641746411804655,Iris-versicolor
+113,5.002545593497258,3.5095888490368217,1.395168106944845,0.2057004742889831,Iris-setosa
+114,7.192805581397532,3.1938726551285157,6.00461132117207,1.8405055325159296,Iris-virginica
+115,5.964040337499005,2.200895804121338,3.913359728205056,0.9372550452588512,Iris-versicolor
+116,7.7072373711308035,2.572150488037477,6.9,2.305990065432989,Iris-virginica
+117,6.1993336024100625,2.8118386292839355,4.798175216631612,1.7918059704465725,Iris-virginica
+118,5.9286537031247235,2.885674510830043,4.3727148504706825,1.4816019680490917,Iris-versicolor
+119,4.822431388265171,3.0,1.416213564263177,0.10000012345777706,Iris-setosa
diff --git a/iris/tab_ddpm/2_0/29/test.csv b/iris/tab_ddpm/2_0/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/29/train.csv b/iris/tab_ddpm/2_0/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/29/val.csv b/iris/tab_ddpm/2_0/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/3/synth.csv b/iris/tab_ddpm/2_0/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..86039248fd5909e312899cdf85c3feec3ed44e59
--- /dev/null
+++ b/iris/tab_ddpm/2_0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.603609319917247,3.1977944247111103,1.4355754126229898,0.19858584255767175,Iris-setosa
+1,4.300015686765665,3.0,1.1398840202726979,0.10000009986712537,Iris-setosa
+2,6.795336986934619,3.146377977394841,5.147081185110665,2.2588366547444543,Iris-virginica
+3,4.63732847021083,3.143870290936528,1.4324932327573425,0.19875943408809127,Iris-setosa
+4,6.5460437623048655,3.122975681636212,5.534038457796608,2.171975230091828,Iris-virginica
+5,5.67915952470167,2.370747001667051,3.8360932641547163,1.0385251984506583,Iris-versicolor
+6,4.386459597313254,3.196431846273541,1.2833115155864168,0.20285309394891474,Iris-setosa
+7,6.1053377712341526,2.959841929806736,4.6262984243203755,1.53564478681409,Iris-versicolor
+8,4.998013039429741,2.0,3.618801537952961,0.907209263612,Iris-versicolor
+9,7.899998343190866,3.778116654606833,6.370326609676904,1.9517090237341947,Iris-virginica
+10,5.504122562010883,4.19999877172095,1.3945721374402023,0.20476489304952558,Iris-setosa
+11,6.052853423631772,2.8867146766704375,4.617764684758831,1.3823260163906295,Iris-versicolor
+12,5.743680555719591,2.5617642934303464,3.946472420641281,0.904715451765336,Iris-versicolor
+13,5.333707413381199,3.0,4.396602283377566,1.4664917447922692,Iris-versicolor
+14,6.0667562044042,2.5358497952469636,5.513283257707197,1.4410439487935756,Iris-virginica
+15,4.3,3.0,1.0883879877958238,0.10000009875850639,Iris-setosa
+16,4.3000006123728225,3.0,1.0961568722902084,0.10000010997184752,Iris-setosa
+17,5.6479998175760775,2.9042609546731155,3.7547494211130843,1.314134651778589,Iris-versicolor
+18,6.401972312138607,3.2114966676285874,5.389586257809896,2.3066019806792384,Iris-virginica
+19,5.041673251845252,3.7128821255304754,1.4841701134279746,0.20226497536451496,Iris-setosa
+20,6.142335955761438,2.906249178425057,4.671461537437977,1.3134806122686327,Iris-versicolor
+21,6.333309930094124,2.411254631377678,4.609722512795208,1.5380552014710343,Iris-versicolor
+22,5.435601376158872,3.7973677032945523,1.3575938585372034,0.4362181950048822,Iris-setosa
+23,5.275545101621557,3.4035515341554543,1.4046143259071828,0.20547030324680632,Iris-setosa
+24,5.137302225860003,2.6551193379766054,3.7070998884964705,1.354127898322867,Iris-versicolor
+25,5.639241748157475,3.69186358362205,1.6976406628279042,0.40543548857350853,Iris-setosa
+26,6.787197772394592,2.8079178861847165,4.794825156778331,1.4081040738837447,Iris-versicolor
+27,5.50161194675805,3.0,4.467339686679233,1.4954940711874407,Iris-versicolor
+28,5.438122590333719,3.0,4.490221551252634,1.5098331119236061,Iris-versicolor
+29,6.409721541333501,3.246712964709836,5.288275515849401,2.3005859861146005,Iris-virginica
+30,6.446564591398081,3.1671450722455985,5.357538643582409,2.312188261418209,Iris-virginica
+31,4.300000454474203,3.0,1.0964003297139224,0.10000011032217467,Iris-setosa
+32,5.06008994465586,3.5290660199037234,1.399975944887969,0.20349036200830278,Iris-setosa
+33,4.786505542283747,3.1000099817511346,1.5196303479452666,0.2028563628550586,Iris-setosa
+34,5.175185772338396,3.3715079279066362,1.5537329154664201,0.4708084778137649,Iris-setosa
+35,6.743317008139077,2.51146314368635,5.874285667293635,1.814112218969389,Iris-virginica
+36,4.631027235377487,3.5990688747322084,1.0000003783887712,0.19443462868210376,Iris-setosa
+37,5.957604315202448,2.877910667932166,4.330282288113939,1.2989266156753427,Iris-versicolor
+38,6.122955298223736,2.1980030022624804,4.411288758609927,1.4013123678180448,Iris-versicolor
+39,7.040776707708669,3.196041837299054,6.011317308670113,2.2726538302366315,Iris-virginica
+40,5.544376549630456,3.0,4.523879851051845,1.5188754891839467,Iris-versicolor
+41,6.023678514153114,2.887980760031562,4.6424671534135715,1.4020634937124887,Iris-versicolor
+42,5.636996999128861,2.961952348916364,3.9825387974739797,1.3162258344787365,Iris-versicolor
+43,5.6974101279494205,3.0,4.1966303759223536,1.2097006131022245,Iris-versicolor
+44,5.665943360669226,2.990552492698808,4.062167661809774,1.3013274208169074,Iris-versicolor
+45,5.760539522875149,2.785225136162618,4.297963835704109,1.2933951616375874,Iris-versicolor
+46,5.841008127091027,2.7049588421523425,4.275799132090791,1.0174245262425472,Iris-versicolor
+47,5.80920480333466,3.213123480406713,4.792208756240991,1.7445706324830468,Iris-versicolor
+48,5.315001053561623,3.386650153858242,1.494270139468067,0.4396140693655828,Iris-setosa
+49,4.3,3.0,1.0850892144705258,0.1,Iris-setosa
+50,6.314916382654488,3.3084562046875465,6.006237553568083,2.5,Iris-virginica
+51,5.995545704966874,2.8557816746685925,4.601801610194905,1.2494632099926013,Iris-versicolor
+52,7.313033354797083,3.1468477894779188,6.191387746765751,1.8541956616029933,Iris-virginica
+53,6.70630993419073,3.1229093627707196,4.691921249986581,1.4811643490380386,Iris-versicolor
+54,6.004714911044966,2.771582881032871,4.624156989399416,1.1742366721053332,Iris-versicolor
+55,6.701342561299985,3.074748612922902,5.803560138465618,2.2618078827981543,Iris-virginica
+56,6.645786672718165,3.0,4.818164277124355,1.5635530642557693,Iris-versicolor
+57,5.579177132247542,2.4310085454454398,3.8185017448964222,1.0110925206116588,Iris-versicolor
+58,5.5166572672973055,3.0,4.487069040109241,1.4928827567770058,Iris-versicolor
+59,6.58632614902747,3.0,4.433710140760005,1.3718129726250279,Iris-versicolor
+60,4.828535997130661,3.4001237586809454,1.599065148692117,0.20328349067058787,Iris-setosa
+61,6.7908640034189185,2.798148118528945,4.775831600153998,1.4482892993386454,Iris-versicolor
+62,4.606665036543844,3.068396750822983,1.4924724818474737,0.1990933667182076,Iris-setosa
+63,5.372012801418855,3.6455285891612452,1.4322398188791354,0.424797843334981,Iris-setosa
+64,5.071072331302693,3.7910561168283463,1.7258900537708357,0.1980448932516911,Iris-setosa
+65,5.843651092206432,2.8661512856257776,4.552082665808647,1.3583082559012283,Iris-versicolor
+66,4.300000468927012,3.0,1.0904516930110217,0.10000010440329765,Iris-setosa
+67,6.225256320956968,3.391192780978427,5.328879811495535,2.297603256735105,Iris-virginica
+68,7.207100250586225,3.1229466514019486,5.728575971997503,2.2753921836296516,Iris-virginica
+69,5.231862028533426,3.557112827293146,1.4284019314722032,0.22232545651370703,Iris-setosa
+70,4.527534447310341,3.5228940422579003,1.0,0.20387299763415603,Iris-setosa
+71,5.042219601526762,3.3651379262067684,1.6050904963900214,0.45429722997947264,Iris-setosa
+72,6.072226352346648,2.2225054966292412,4.05256995347994,1.1366582997029229,Iris-versicolor
+73,6.313701191435636,3.0,5.528102114381079,2.2906304865194174,Iris-virginica
+74,6.689184511043619,2.4683690336943322,5.843138643988314,1.7491806780967758,Iris-virginica
+75,5.507249853143495,4.199999255155077,1.3852099865729435,0.20770298235311252,Iris-setosa
+76,5.853380816772748,2.78952039594435,4.55595185771582,1.1871606902508285,Iris-versicolor
+77,6.698751592269162,3.1099508649717587,4.696797628863711,1.525493629597982,Iris-versicolor
+78,4.3,3.0,1.0872632202850558,0.1,Iris-setosa
+79,4.490797125698663,3.2432284406524223,1.3692932866131875,0.20392367667908912,Iris-setosa
+80,6.562541959691782,3.1562140683850437,5.146817988627471,2.0209882513514663,Iris-virginica
+81,4.3,3.0,1.0930140975584648,0.1,Iris-setosa
+82,6.01996726427832,3.394796111739543,4.51133332630312,1.5929257139509212,Iris-versicolor
+83,6.927666685390525,2.5979979474311605,6.1290910970674375,1.82921805424381,Iris-virginica
+84,7.711148422261749,2.6895463902712344,6.899816148587372,2.23742745784644,Iris-virginica
+85,4.864952565420781,3.039275585097948,1.4463477088824268,0.10000013876846661,Iris-setosa
+86,6.6613460688475215,3.0,4.971622837468894,1.6843343589505249,Iris-versicolor
+87,4.96631366627799,2.0,3.336491950071825,0.9275030743733396,Iris-versicolor
+88,7.700947976360683,2.630566697137108,6.899996897968938,2.3168966601341614,Iris-virginica
+89,7.711010705221589,2.588516988515206,6.9,2.2711267781987647,Iris-virginica
+90,4.97323168502224,2.0,3.4985743688663122,0.8878184385993217,Iris-versicolor
+91,5.701850969218123,2.729394181593609,4.410921558080935,1.1703407710910576,Iris-versicolor
+92,5.5460300736350385,2.6358944093876957,4.132819165202055,1.3574259000923148,Iris-versicolor
+93,4.789411513370736,3.0,1.3791805480789117,0.1,Iris-setosa
+94,6.728794129463078,3.10739365807306,4.728411575422831,1.5225301799253363,Iris-versicolor
+95,6.094200886538627,2.5272514748766604,5.431887433389096,1.4441546967534598,Iris-virginica
+96,6.762911137131942,3.2134623343319717,5.553338383545849,2.2742361595595324,Iris-virginica
+97,5.0410103892150095,2.000000632634462,3.5910759517413844,0.9651825697584122,Iris-versicolor
+98,4.789142581054912,3.0,1.4048311787777172,0.2714738774989235,Iris-setosa
+99,5.036890837643776,3.0,1.5933490134314892,0.1957754113914147,Iris-setosa
+100,5.009985587640227,2.0000006667991204,3.6237874347643615,0.8999249175329456,Iris-versicolor
+101,5.079867318926233,3.3635588293509615,1.589514522082772,0.5586408233623318,Iris-setosa
+102,6.195937655938095,2.1907387335765103,4.503954420246284,1.5083609266666982,Iris-versicolor
+103,7.382725704345636,3.16093437937043,6.185004982584359,1.8274442838066742,Iris-virginica
+104,6.8500166228110775,3.093081362173004,5.069939876070411,2.2784480812031784,Iris-virginica
+105,4.405522621586921,2.893001147590781,1.4039910783459009,0.20324245543678282,Iris-setosa
+106,5.822978809673678,2.680441453193298,5.164272256243532,1.8736832339184954,Iris-virginica
+107,4.758625397794061,3.0,1.4016672725533743,0.25527554894787974,Iris-setosa
+108,5.437468093668121,2.468563042617556,3.7331701677698295,1.2435344100139856,Iris-versicolor
+109,4.747485195116292,3.38658873979913,1.7599833278595836,0.19830774967750933,Iris-setosa
+110,5.519152320503776,2.520405376289521,3.9013651472517368,1.0705758092090154,Iris-versicolor
+111,6.193090585152716,2.173203145981288,4.50783912213791,1.498413144505381,Iris-versicolor
+112,6.33474173104668,2.920802312324883,4.59893270854141,1.4712227264131457,Iris-versicolor
+113,6.258432719397684,3.311884675692618,5.909275039174936,2.5,Iris-virginica
+114,7.696553022455664,3.0,6.188579710241319,2.2730576214926,Iris-virginica
+115,6.4455911726004755,3.0,4.271445095874955,1.347650026900881,Iris-versicolor
+116,4.3,3.0,1.0872726498987597,0.1,Iris-setosa
+117,5.066680901361474,2.51288849840958,2.847541336206795,1.1051880975289563,Iris-versicolor
+118,4.436780775352162,3.2298001991816125,1.3102892145726353,0.20588872151494517,Iris-setosa
+119,6.015578211034359,2.2055502920044687,4.035706549313485,1.0286118148767358,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/3/test.csv b/iris/tab_ddpm/2_0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/3/train.csv b/iris/tab_ddpm/2_0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/3/val.csv b/iris/tab_ddpm/2_0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/4/synth.csv b/iris/tab_ddpm/2_0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..551465e9a6aa8bbe8a06ac2c9fdb4f8c4097ce54
--- /dev/null
+++ b/iris/tab_ddpm/2_0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.564790166855523,3.0,4.542960108850601,1.4783474712950198,Iris-versicolor
+1,7.329536694806404,3.1624946983997853,6.198847038758486,1.7276449395465412,Iris-virginica
+2,4.64221678163016,3.5818245116214356,1.000000655880945,0.2040908751723875,Iris-setosa
+3,7.668809676279681,3.0,6.07627179009671,2.2807552637074697,Iris-virginica
+4,6.478688226597437,3.1980693011673114,5.413220705767014,2.1906798612481513,Iris-virginica
+5,6.178898763364221,2.858630299383911,4.658136318677625,1.4277710079933823,Iris-versicolor
+6,6.589463245486692,2.728410168667333,4.642052731028902,1.4962620394091188,Iris-versicolor
+7,5.773572971936486,2.6975708776920992,5.066877992735167,1.9472696905645197,Iris-virginica
+8,4.864711951425356,3.4080524134121357,1.3676209542116835,0.20623884868857414,Iris-setosa
+9,5.577519839397153,2.4892564476676435,3.8993721425514702,1.1404126753334742,Iris-versicolor
+10,5.089963137676064,3.6870879952356326,1.4121849921785248,0.2061234208478231,Iris-setosa
+11,7.727463085920697,2.5829137827983217,6.9,2.2271443922163745,Iris-virginica
+12,6.709479007559822,3.151498490317479,4.7526690483285785,1.5151664355852559,Iris-versicolor
+13,4.57818478928064,2.975023181902942,1.4039678281500216,0.24177795996442086,Iris-setosa
+14,5.674438872921203,2.993613492510211,3.9768726570275534,1.2079212376784003,Iris-versicolor
+15,5.5423362784750605,2.8401209307079163,4.214398195869459,1.3968880316469034,Iris-versicolor
+16,5.887180574208176,2.873253005800954,4.551876253438599,1.3943456857905236,Iris-versicolor
+17,6.566304470608019,3.107484259193718,5.628883185021615,2.254139975604838,Iris-virginica
+18,5.749401212796692,2.779152428578111,3.9885416111792362,1.161513894332246,Iris-versicolor
+19,4.564360660868623,3.1618990822847763,1.4186825026594312,0.199959654684966,Iris-setosa
+20,4.406088865094216,3.224276107511402,1.2907669933486607,0.1954892826636024,Iris-setosa
+21,5.011593864903349,2.0000004995989418,3.5699981805542,1.0111077527004955,Iris-versicolor
+22,6.562995292958596,2.8058104881440316,4.628582913201703,1.5007163408065907,Iris-versicolor
+23,5.103590431814722,3.2949252218996,1.7045553208865984,0.4872977346421853,Iris-setosa
+24,4.970504553285583,2.0000006319323154,3.5976588016555175,1.0787559895036474,Iris-versicolor
+25,5.908529675109411,3.2677242673627234,4.703594976360612,1.713299484707372,Iris-versicolor
+26,5.924569423083404,2.6643869800079165,4.382003981167558,1.0430654572674223,Iris-versicolor
+27,5.062755067382884,3.575211119959913,1.4037221945479037,0.19929692141891103,Iris-setosa
+28,6.704384814783054,2.4853206498394855,5.823048937878473,1.8177440711248596,Iris-virginica
+29,6.264266687874315,2.2034466068007523,4.526985152944628,1.4828466077557736,Iris-versicolor
+30,4.812960372229292,3.0,1.4133846203031866,0.1,Iris-setosa
+31,4.516608664040425,3.0,1.4636752736031797,0.21287308171792058,Iris-setosa
+32,6.512044128585993,2.8056052306896233,4.598536650302659,1.5035525934197336,Iris-versicolor
+33,6.052552577958604,2.204257556766182,4.157573829047212,1.0770273976634381,Iris-versicolor
+34,4.588314958742403,3.1420917409442217,1.4388791772303642,0.20022310752312808,Iris-setosa
+35,5.755125859679105,2.7327049584143572,4.185150024539541,1.1254449290638977,Iris-versicolor
+36,6.9093057180432735,3.113368892116126,5.3264395534593945,2.283662382512852,Iris-virginica
+37,6.35452480483237,3.414857737653552,5.608128855653424,2.408443034897029,Iris-virginica
+38,4.583037498596567,3.596843111211686,1.0,0.1899447546143942,Iris-setosa
+39,6.175484080080134,2.537236739563582,5.429076797280829,1.5373665143924367,Iris-virginica
+40,6.804215573241383,3.151606061656613,5.996559020365897,2.259380416450395,Iris-virginica
+41,7.544383746611206,3.0,6.525260837255105,2.0616038662894134,Iris-virginica
+42,6.146670877053379,2.2159904830633685,4.42113421127509,1.436673489383035,Iris-versicolor
+43,5.6375687829257695,2.9004933430691455,3.9031599756411643,1.283576191952085,Iris-versicolor
+44,5.006976570201237,3.7309434695654478,1.4689882002012733,0.19920932854883047,Iris-setosa
+45,4.792992036241248,3.4013106823591803,1.6036831656479336,0.1998961245202191,Iris-setosa
+46,4.3976197295946164,3.0,1.3687173880529229,0.20224119596570864,Iris-setosa
+47,6.0795005102625606,3.383704920244175,4.556436295201445,1.5715588064452521,Iris-versicolor
+48,5.018991553129862,3.0431265847560436,1.589671306593432,0.20053090561405915,Iris-setosa
+49,7.503720693858404,3.0,6.548278870037244,2.1041610175407452,Iris-virginica
+50,6.323582850898243,2.7191318727632376,4.887702707066048,1.8277407386695597,Iris-virginica
+51,5.612963704294311,3.8002240201855817,1.5243785313138247,0.40450629820919126,Iris-setosa
+52,6.486505928492039,3.1883158241238,5.070721168823823,2.0460791391178375,Iris-virginica
+53,4.903932099016604,3.070107516030833,1.4996018655808872,0.10000011290736203,Iris-setosa
+54,6.19020770585712,2.1901112360460884,4.494832838644414,1.4866662711476144,Iris-versicolor
+55,5.685513520565893,3.0,4.260736771247671,1.3585017857558215,Iris-versicolor
+56,7.709151580126988,2.59290666922508,6.899998885994242,2.289394938961192,Iris-virginica
+57,4.964678860732582,2.0,3.41241100897055,1.013952034443111,Iris-versicolor
+58,4.300001157820931,3.0,1.1051887659744568,0.10000015516623281,Iris-setosa
+59,6.020269471184885,2.1996432477130026,3.887400704464245,1.046097885272403,Iris-versicolor
+60,6.015978741411848,2.223344592138309,5.0208782963915874,1.5107696675240225,Iris-virginica
+61,5.712371366561251,3.775456253279334,1.59818198861395,0.2764680666347312,Iris-setosa
+62,4.5054031495905456,3.208881408850206,1.3232502007746874,0.20189556613184004,Iris-setosa
+63,5.804288923092424,2.687667725734682,5.138134663562125,2.003131425429164,Iris-virginica
+64,5.522602225780028,2.476387410949145,3.8035200235664766,1.103866965426766,Iris-versicolor
+65,6.796241415808241,2.7909718856328505,4.843910759054938,1.426767850829538,Iris-versicolor
+66,6.246291166918137,3.3039898463102704,5.954584091635092,2.499999753188818,Iris-virginica
+67,6.122358097998019,2.1971170381950436,4.358573313706586,1.333109684546113,Iris-versicolor
+68,5.615795166033148,3.664048373621493,1.6392089516352626,0.36102994695573626,Iris-setosa
+69,5.791191716345828,2.8070749703416276,5.077094832741385,2.3935163339530017,Iris-virginica
+70,6.680561617101925,3.114109610264883,4.773033925612065,1.5186051827398903,Iris-versicolor
+71,5.493608419489406,3.848282200895429,1.3472231664113552,0.32247279234200243,Iris-setosa
+72,4.651819866179382,3.186306344719872,1.407112773351893,0.20142807663664494,Iris-setosa
+73,4.408891614968098,3.1941580002359977,1.2912378799800954,0.1985250346656315,Iris-setosa
+74,5.1171740950991484,3.298584475609637,1.5970815464291923,0.44021228355859643,Iris-setosa
+75,5.434890001224476,3.6882028251269654,1.4468955374859296,0.38045568266083774,Iris-setosa
+76,6.591031242881235,2.810306033001844,4.59340753580259,1.495665173226322,Iris-versicolor
+77,5.17871907840978,2.5505295644797688,3.6206900574178653,1.2751137047541723,Iris-versicolor
+78,6.64544644490317,3.214750770436705,5.439879808135782,2.141177306395691,Iris-virginica
+79,6.0529603125953875,2.2042979137479146,4.24639549915016,1.2587659199590993,Iris-versicolor
+80,5.997387138487076,2.7733762362567607,4.637179616526518,1.1901295927772972,Iris-versicolor
+81,7.661117263600673,3.0,6.579060888658587,2.1155437985454952,Iris-virginica
+82,6.255526617065122,3.403015179751507,5.540493818591217,2.3825765709081828,Iris-virginica
+83,5.260355517625462,3.399693694397766,1.4027584948453762,0.21860647027470487,Iris-setosa
+84,6.927467436818367,3.2022606924832084,5.939190026504856,2.309284412861373,Iris-virginica
+85,6.333465328138021,2.53198477088244,4.990856425222864,1.8752758083306038,Iris-virginica
+86,6.298231721194109,3.285341661353874,6.012019110351591,2.5,Iris-virginica
+87,5.018503498022865,3.7365216011448483,1.5779143630849546,0.18612490925230002,Iris-setosa
+88,6.692624343754391,3.1701041893684727,5.760757827073138,2.3085759749434094,Iris-virginica
+89,6.299840092758214,2.5071503323004767,5.033508771967617,1.8888419976746436,Iris-virginica
+90,5.794385113753955,2.69240009638546,5.145906993594329,1.8994655033494936,Iris-virginica
+91,5.614520836675726,2.3165599161690476,3.974712817454862,1.100360714891614,Iris-versicolor
+92,5.961087896477611,2.83190063727338,4.510147018539856,1.0310219327668864,Iris-versicolor
+93,5.16375572569361,3.7105599958825595,1.389707042938468,0.21778612552645502,Iris-setosa
+94,5.552078425515809,2.5019763136726714,3.9690832046673448,1.2213938439336418,Iris-versicolor
+95,5.075495589581005,3.326147280700465,1.5562218611439733,0.602470115724388,Iris-setosa
+96,7.6625984450385545,3.0,6.620337142641348,2.0768659081174747,Iris-virginica
+97,5.540241194342937,3.0,4.473710187192172,1.512569835147317,Iris-versicolor
+98,5.4460592876866025,2.573145404591554,4.054817401283762,1.3481352391275054,Iris-versicolor
+99,5.637799370809421,2.5435460171372597,3.8819505468423188,1.041846090550004,Iris-versicolor
+100,5.337157735807293,2.726662592520347,4.099441029478962,1.3808751321839068,Iris-versicolor
+101,6.243547996448954,2.5449454552315838,5.594400413040191,1.5678484330016422,Iris-virginica
+102,4.42383550223816,3.2051135769139925,1.328616810487563,0.20138389375678675,Iris-setosa
+103,4.606214160788579,3.6016028075045825,1.000000514149599,0.19017194857479214,Iris-setosa
+104,5.206147624568646,3.8180475060902515,1.3408991479723325,0.2383512158799751,Iris-setosa
+105,4.3,3.0,1.0982586219457775,0.1,Iris-setosa
+106,5.819999611152652,2.84849892610315,4.2915466466437975,1.4137428786565307,Iris-versicolor
+107,4.85953410090335,3.491827336498376,1.525151976242728,0.2046413482162063,Iris-setosa
+108,5.817819689823488,2.6725206296829964,5.090076076325942,1.8910258769339152,Iris-virginica
+109,6.302730893965505,3.386305711069299,5.52336658002557,2.3647916072629718,Iris-virginica
+110,6.239120606808597,2.633820699081662,4.566924513265121,1.3756768747003625,Iris-versicolor
+111,6.660501203073296,3.0,4.950413795913227,1.6644595120126873,Iris-versicolor
+112,4.799520607496705,3.398693074536737,1.7123229494449392,0.19809144421597755,Iris-setosa
+113,6.017336130095621,2.7419709652598345,4.9736317188905135,1.8453966806649498,Iris-virginica
+114,6.6689630723187445,3.0,4.966379977270813,1.712057966765908,Iris-versicolor
+115,6.1325386882716275,2.5566316415818475,5.596743545135691,1.4449768647243861,Iris-virginica
+116,6.2604060475070735,3.2950702042073132,6.025427243726146,2.4999996802342723,Iris-virginica
+117,6.803596078463332,3.1025378053005506,5.3171336489518515,2.2905716877280113,Iris-virginica
+118,5.805995079057585,2.8389263631855797,5.123781376203128,2.431197495575187,Iris-virginica
+119,5.513842085946764,2.473925953650293,3.7723688031221894,1.081540303520869,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/4/test.csv b/iris/tab_ddpm/2_0/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/4/train.csv b/iris/tab_ddpm/2_0/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/4/val.csv b/iris/tab_ddpm/2_0/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/5/synth.csv b/iris/tab_ddpm/2_0/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d0d55cf80f332219c564510c27fb8d723abbc826
--- /dev/null
+++ b/iris/tab_ddpm/2_0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.565072347486676,2.9137132135498556,3.2924897633519117,1.3214145837369708,Iris-versicolor
+1,4.80979854826611,3.0,1.4264346184841006,0.1,Iris-setosa
+2,5.015003861373292,2.0,3.6544663317419426,1.0268822030331468,Iris-versicolor
+3,5.340303078536236,2.932173188410707,4.292432691895237,1.4638755930477316,Iris-versicolor
+4,4.578463472495187,3.092367162395537,1.4905324977701289,0.20297190478578744,Iris-setosa
+5,6.734849284462102,2.4863658365473396,5.83807068820075,1.8099933438246851,Iris-virginica
+6,5.777569523610363,2.8460248188916313,4.433020540392509,1.287360850550688,Iris-versicolor
+7,6.815439496205358,3.162418325603732,5.518698158204508,2.3041857419841487,Iris-virginica
+8,7.520531249252167,3.0,6.491826586010515,2.121494846490867,Iris-virginica
+9,5.927262018202875,3.5476157347999826,4.466723434124389,1.6025647631994169,Iris-versicolor
+10,5.842837618743475,2.2538474213237203,3.9883538701644645,1.0289964175546182,Iris-versicolor
+11,5.219677170162861,2.709994945769129,3.8797454454899096,1.4112786189208426,Iris-versicolor
+12,6.001858514153913,2.1711092013003945,5.009893155399416,1.4836611392659314,Iris-virginica
+13,4.799683745849514,3.405754102962508,1.7629183067977654,0.19744379024403635,Iris-setosa
+14,5.357251361457542,3.557794980124805,1.494263576415284,0.36798068911787724,Iris-setosa
+15,5.484848634479074,3.0,4.477300283484537,1.5009969462908537,Iris-versicolor
+16,5.9924168170737,3.405931503223363,4.4766175865934805,1.5915232546076359,Iris-versicolor
+17,5.56944761711663,3.0,4.520879110388076,1.4917790970565932,Iris-versicolor
+18,7.161080292783591,3.20143044216454,6.007320120559756,1.7941739842870297,Iris-virginica
+19,6.6968856562739045,3.1541085405372784,4.758430980800453,1.5004800626736463,Iris-versicolor
+20,6.690956366211861,3.0,4.991781397624768,1.698711237679421,Iris-versicolor
+21,5.642844290216568,2.5265319851107653,3.9638139066198734,1.1158256693554864,Iris-versicolor
+22,4.3,3.0,1.1072483644477034,0.1,Iris-setosa
+23,6.009941545820809,2.8848366484011208,4.525686064377185,1.4452086074007824,Iris-versicolor
+24,6.571953183155719,3.2108345309686706,5.107868599813243,1.987782285855465,Iris-virginica
+25,5.145011100597866,3.495876978963847,1.384245581720429,0.20291483808946514,Iris-setosa
+26,5.288972897980673,3.6711553016986627,1.3989702420493402,0.23423074237350422,Iris-setosa
+27,4.964929194132424,3.6168976253532565,1.412003235152756,0.19553219790524576,Iris-setosa
+28,6.237647231551602,3.319697420556642,4.631812681297146,1.5960604767071331,Iris-versicolor
+29,5.82279852689674,2.79581973264936,5.113724612899781,2.391950267402021,Iris-virginica
+30,6.082732822346569,2.6231021878900678,5.494628215992274,1.4307381798115495,Iris-virginica
+31,6.299650752130924,2.689605669149784,4.902727989279832,1.8205473548764177,Iris-virginica
+32,4.979223412588183,3.5521980314848522,1.4002439041532762,0.20082630585800412,Iris-setosa
+33,6.030387074603876,3.3794907657146585,4.466212714666984,1.586038140170639,Iris-versicolor
+34,5.827966135327776,2.705702643808702,5.080952501037446,2.034077156731897,Iris-virginica
+35,4.300000671808467,3.0,1.1176559212360353,0.10000013758519832,Iris-setosa
+36,5.098696000338389,2.5377329794975902,3.6285196024372666,1.294182932508932,Iris-versicolor
+37,6.59974780685444,3.156503634508411,5.7212474524273995,2.2769560388685304,Iris-virginica
+38,4.54429251390698,3.1840310081962593,1.4174567963383373,0.19925886842010754,Iris-setosa
+39,5.525918858601696,2.3563123451910433,3.739173834182497,1.0322270609589355,Iris-versicolor
+40,5.672763906857753,2.613501672671934,3.914220622457018,1.0458663959182986,Iris-versicolor
+41,5.011204561945697,2.0,3.5826875391743034,1.0186528890176807,Iris-versicolor
+42,6.670592535517572,2.5098206884066143,5.759303441328087,1.7962467925243752,Iris-virginica
+43,6.251857087658333,3.392522771785525,5.612307785855307,2.3934891975827166,Iris-virginica
+44,4.982665387393026,2.0,3.629602361870831,1.0071028648456972,Iris-versicolor
+45,6.4822238083098505,2.87747582297793,4.67066930058707,1.553000564091931,Iris-versicolor
+46,5.14519182266954,3.3239479399486718,1.6942120404260388,0.5246075793031272,Iris-setosa
+47,5.031426022848806,3.0,1.5846651800156832,0.1955089576925929,Iris-setosa
+48,5.294587990562076,2.5198437776669436,3.6331497652050047,1.2176966268661014,Iris-versicolor
+49,4.3,3.0,1.0833388832608826,0.1,Iris-setosa
+50,6.005712919590833,2.1974743294971764,4.9819398154968,1.4774870700688811,Iris-virginica
+51,5.566417595687087,3.8365919438317326,1.4674161791255367,0.40116237781845493,Iris-setosa
+52,5.442238220214046,2.9985570329793005,4.351145779814775,1.5028742717890728,Iris-versicolor
+53,5.629856123965082,3.7963157088060235,1.5236975837349052,0.4337149170943618,Iris-setosa
+54,5.721494141872541,3.815022972642818,1.66246276561849,0.27028547234243205,Iris-setosa
+55,6.71831527366139,3.0,5.040244546838447,1.7458604174548837,Iris-versicolor
+56,4.786157878301792,3.399275211556583,1.813224168115835,0.19657284784057327,Iris-setosa
+57,7.254279324994239,3.0942976622435894,5.233057665972615,2.31466179815362,Iris-virginica
+58,6.6943467061102275,3.0,4.950526896185721,1.626477923606263,Iris-versicolor
+59,5.466031379994474,2.4046638252489094,3.539045832007807,0.9922033777526628,Iris-versicolor
+60,5.211204259752294,3.388961829655047,1.4206556522077218,0.20909075056133,Iris-setosa
+61,7.611179061678156,3.0,6.618592578432146,2.0682743694050654,Iris-virginica
+62,6.712393908904084,3.1579989357711313,5.643611738438171,2.3044089800646392,Iris-virginica
+63,4.895155490861376,3.1010105436688424,1.492879034817876,0.1000001221912831,Iris-setosa
+64,4.788133952123949,3.0,1.396646732598743,0.3415651096767427,Iris-setosa
+65,6.294900856420524,2.7123307135884738,4.889820301333813,1.7596354681907047,Iris-virginica
+66,5.072741753116801,2.0,3.6500120012953543,1.0007841250231972,Iris-versicolor
+67,6.33252253577062,3.3188467812402536,5.499158056295641,2.325383813840146,Iris-virginica
+68,6.106459917520773,2.6050058945805716,5.509319650149124,1.427886774218012,Iris-virginica
+69,6.585409679406829,2.796335622453422,4.634740014735523,1.4151203247211368,Iris-versicolor
+70,5.803718935546452,2.8265775912175477,5.106930667776542,2.412540529627293,Iris-virginica
+71,5.86017681471308,3.2723480803044267,4.730573886125869,1.739950490439923,Iris-versicolor
+72,6.001371280621448,2.1594576399229037,4.146706510822537,1.0874607278092818,Iris-versicolor
+73,5.5212204599257975,2.489612640627378,3.683123969338901,1.059340990143785,Iris-versicolor
+74,6.634066212885796,2.894940921784598,4.561506509698884,1.4323652329443088,Iris-versicolor
+75,5.502985037205022,3.410167859622963,1.5106068649591409,0.367397565084928,Iris-setosa
+76,5.606445010405414,2.9717830307483344,4.433867672281276,1.4228066106735464,Iris-versicolor
+77,6.713036771218758,3.092867333620569,4.701972932801828,1.4935236540137702,Iris-versicolor
+78,4.776145783513039,3.3962726512391215,1.8070148443269858,0.20004671751487532,Iris-setosa
+79,6.329173574196275,3.2827141441036285,6.048219872024631,2.499999756717461,Iris-virginica
+80,5.848654472233793,2.5576874823483537,3.8128336678860997,0.8746631816858522,Iris-versicolor
+81,7.646194659086479,2.584773839617978,6.899998732154429,2.2949922499771453,Iris-virginica
+82,6.0393158884142055,2.786012891431706,4.657990861340453,1.212642562180457,Iris-versicolor
+83,5.452486344975718,3.0,4.432297829256707,1.493770235325177,Iris-versicolor
+84,5.746124634678117,2.9555757284812465,4.206568672743492,1.2086545551652657,Iris-versicolor
+85,4.3,3.0,1.110818998086916,0.1,Iris-setosa
+86,5.078324089223981,3.2711906065646126,1.876569866400325,0.4306124752183232,Iris-setosa
+87,5.661950493143934,2.940557880648075,3.9610299191814975,1.2830389595940799,Iris-versicolor
+88,7.672718346481221,3.0,6.055307587982131,2.290055380798891,Iris-virginica
+89,5.690779600079631,2.885263802057006,3.9058574567058946,1.2116393577790232,Iris-versicolor
+90,6.26978670940781,3.2880166587907014,6.108973286241678,2.5,Iris-virginica
+91,6.649665601114716,3.0082380177604153,4.5522497761188605,1.4607716800592816,Iris-versicolor
+92,6.638822708495505,2.8031523335048507,4.756715400505674,1.3906361523611812,Iris-versicolor
+93,5.99602642578138,2.316200299185292,5.021757158608706,1.5576048316610693,Iris-virginica
+94,4.812106845692778,3.0,1.405374991840523,0.37156086779505576,Iris-setosa
+95,5.542662605886086,2.4668237305291063,4.052515886751962,1.2976780735071123,Iris-versicolor
+96,5.86518713027453,2.8609225920792727,4.508249607623854,1.3900144501225233,Iris-versicolor
+97,5.821551832400442,2.7874357512702064,5.119193651957924,2.3694263943485603,Iris-virginica
+98,7.289691101897848,3.1952405418046355,6.07920800163212,1.7793829062198696,Iris-virginica
+99,6.008511272432665,2.839528218113332,4.584466891801489,1.176424819314282,Iris-versicolor
+100,5.629955194258545,2.8613542512714174,3.755413893744039,1.2664928208150517,Iris-versicolor
+101,5.149092341951823,3.6659487591642645,1.3564572815298066,0.22511058912414125,Iris-setosa
+102,5.714665358426644,2.610392831720613,4.081296687954843,0.9941609051666851,Iris-versicolor
+103,4.78462511873021,3.381667555034343,2.022044409442518,0.1945078732129505,Iris-setosa
+104,6.224594735374192,2.190029764739473,4.479057638342231,1.501204818256267,Iris-versicolor
+105,6.754423891705789,2.810519393693391,4.735391446927494,1.4261302802497084,Iris-versicolor
+106,5.236654962462782,3.7376676725555162,1.3652680262184742,0.22875060987804618,Iris-setosa
+107,5.51971324749488,4.199998757685491,1.3472723927801442,0.19338597145638542,Iris-setosa
+108,4.81083505956272,3.4009984746799153,1.760440877992691,0.20522650010398685,Iris-setosa
+109,4.998020187756949,3.0,1.5943464157651852,0.19661449801167924,Iris-setosa
+110,6.436214679370539,3.203233307426604,5.211395820579356,2.1694895649876527,Iris-virginica
+111,5.01063054402675,3.3797368436698383,1.632998092363748,0.43579171258956784,Iris-setosa
+112,6.576341217657886,3.0,4.4078566762088,1.3880131856305138,Iris-versicolor
+113,6.0211018393039355,2.2183123880300135,4.040889056131185,1.0745135183900167,Iris-versicolor
+114,6.43094805961109,3.1235095302875204,5.547844972877597,2.3047441484719156,Iris-virginica
+115,5.576868741892102,2.4129278172983697,3.8144800212410996,1.0869974485540181,Iris-versicolor
+116,6.716384216239066,2.505396260572759,5.827991766200621,1.81626877046467,Iris-virginica
+117,6.082447449423966,3.3924442233304606,4.527742805477591,1.5831008994998812,Iris-versicolor
+118,7.677482564564543,2.7882479921714753,6.680847039272516,2.000548167181439,Iris-virginica
+119,5.844013189998263,2.961754075601204,4.403448205954758,1.4835733720343793,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/5/test.csv b/iris/tab_ddpm/2_0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/5/train.csv b/iris/tab_ddpm/2_0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/5/val.csv b/iris/tab_ddpm/2_0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/6/synth.csv b/iris/tab_ddpm/2_0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3fa6124ca12ce3fb134f1d3bc2fb5e736223baa5
--- /dev/null
+++ b/iris/tab_ddpm/2_0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.713706003960296,2.6086810133712555,4.022374388376823,1.0752519208028875,Iris-versicolor
+1,7.683199698702227,2.6052989080535975,6.89999868759519,2.302514499993752,Iris-virginica
+2,6.18677147615968,2.743640131461843,4.890568969846345,1.7655558181654696,Iris-virginica
+3,5.50970097054287,3.0,4.4781322416575495,1.4980945957126637,Iris-versicolor
+4,5.741936417952565,2.81806638906217,4.204473525447841,1.116039340033986,Iris-versicolor
+5,6.808172965311736,2.8000525293665897,4.792056192331105,1.4252719019541804,Iris-versicolor
+6,5.058212761307092,3.5227176383367027,1.4047500783021427,0.19980949653157104,Iris-setosa
+7,7.707144636016024,2.597558846631578,6.89999897505145,2.3016584977361245,Iris-virginica
+8,6.265048046315468,2.7201510012941057,4.88683972485826,1.7960528750028333,Iris-virginica
+9,6.255294953554404,3.4011097782921444,5.479941236972205,2.3457639172732403,Iris-virginica
+10,4.9808287943465,2.0000004904633975,3.4297298989003036,1.0141468772261744,Iris-versicolor
+11,4.727522586202482,3.0,1.3652350976875345,0.1,Iris-setosa
+12,7.899998878789491,3.8469137880954642,6.371852191484672,2.0232201067066136,Iris-virginica
+13,6.710746169111072,3.1235002598455734,4.783510385489637,1.503058493821383,Iris-versicolor
+14,6.287957862370492,3.3064710158211823,6.0176638957430155,2.5,Iris-virginica
+15,6.028864744532478,2.6708111139631643,5.06212511442512,1.8865517603834538,Iris-virginica
+16,4.300000601231406,3.0,1.086883623931582,0.10000011729079178,Iris-setosa
+17,4.923376506625506,3.1148122375548923,1.5016030008328958,0.10000009656746768,Iris-setosa
+18,6.205538659587807,2.1898513583789145,4.497860092095007,1.5117643021784066,Iris-versicolor
+19,5.740741922732163,3.822878141389474,1.8909943319522,0.27620178545070745,Iris-setosa
+20,6.6816712568819545,3.0935917630883676,4.737136511693565,1.5186044814014081,Iris-versicolor
+21,5.78059134162785,2.801341741665083,5.1227626189273625,2.415957916675858,Iris-virginica
+22,6.4979389878191265,3.0954024123746553,5.621271450303065,2.2995798157271343,Iris-virginica
+23,4.772877259654436,3.0,1.418592373903817,0.26612744763925544,Iris-setosa
+24,4.802412491513357,3.0,1.4015239640877863,0.2840650299780461,Iris-setosa
+25,7.490226395224478,3.0908076413412844,6.422751105244121,1.7468856465044504,Iris-virginica
+26,6.563690137454736,2.8014166437983983,4.661461081743518,1.504457069692718,Iris-versicolor
+27,4.804312910619936,3.0,1.373584950112216,0.10000013065196423,Iris-setosa
+28,6.515655939177479,3.178813937553489,5.077315991600572,1.9602952830230527,Iris-virginica
+29,5.8360628589575425,2.886400276848489,4.546247879042743,1.4147210428554686,Iris-versicolor
+30,6.080296605057297,2.6112144277094727,5.6530147075735036,1.412024841293412,Iris-virginica
+31,4.3,3.0,1.092864720991916,0.1,Iris-setosa
+32,5.621118486027519,3.0,4.575944482557876,1.5719265064397416,Iris-versicolor
+33,6.294332103904608,2.5030970306535694,5.011764351520521,1.8901383984894475,Iris-virginica
+34,5.793612019642256,2.8111912750753474,5.123596468722404,2.4197799087566225,Iris-virginica
+35,4.804125268002607,3.0,1.394844740816922,0.26530288121688705,Iris-setosa
+36,6.1975707758414895,3.3901241481235247,5.408809863997051,2.3362312758866444,Iris-virginica
+37,6.730683911446975,2.808586475297326,4.76494215423792,1.4423230951588561,Iris-versicolor
+38,6.595794425059628,3.0,4.385479874457009,1.4018510841650365,Iris-versicolor
+39,4.501794044758942,3.1964371378672287,1.3452960769449018,0.20158044830280228,Iris-setosa
+40,7.192256268760054,3.1863014950587294,5.934464369891976,1.7993016837457678,Iris-virginica
+41,6.321465245653226,3.3179878055401666,6.024810417708239,2.5,Iris-virginica
+42,6.11696671072309,2.5706690631905236,5.551427935297304,1.4802534371239648,Iris-virginica
+43,4.300000505485126,3.0,1.0916626089171337,0.10000010495044148,Iris-setosa
+44,6.6855309586025,3.0783805340034434,4.675829747108446,1.5206179585207555,Iris-versicolor
+45,5.769755032452493,2.846082239095005,4.487160003143226,1.3648240824114204,Iris-versicolor
+46,6.109294713857641,2.8426097323315633,4.695639241269996,1.351816186359667,Iris-versicolor
+47,6.277039236619987,2.7410443595746243,4.814845886882399,1.8263464037144594,Iris-virginica
+48,7.9,3.8731765141803516,6.393179827659042,1.932036180249132,Iris-virginica
+49,6.2790133800848995,3.4053587164890295,5.580449287789426,2.391096512440332,Iris-virginica
+50,4.3,3.0,1.1023239133383842,0.10000009493263722,Iris-setosa
+51,6.220760731408476,3.0,4.456534090277773,1.4099438900592356,Iris-versicolor
+52,4.9192470824475985,3.468351785623174,1.8023956416188414,0.21486251088726468,Iris-setosa
+53,5.102606255419765,3.5221689136699643,1.4021757787609288,0.2016426232357736,Iris-setosa
+54,5.763907535197712,2.7848364086647948,5.158811439285017,2.365708778218548,Iris-virginica
+55,6.309998591529487,3.2703845764761286,5.956935599107992,2.499999665379601,Iris-virginica
+56,5.504950552951878,4.2,1.382816756370238,0.20795863562841516,Iris-setosa
+57,4.817987922988141,3.421128086429513,1.683160438436617,0.19823882821731284,Iris-setosa
+58,7.708131372871007,2.5873961153025227,6.899998940952629,2.2893650469812847,Iris-virginica
+59,5.646718561210862,2.848666623309962,3.934306917950329,1.3067881246915383,Iris-versicolor
+60,5.178514827641205,3.3094779435862804,1.645409021260301,0.4234010162399672,Iris-setosa
+61,5.820574480735511,2.7086911224315764,5.077536600832641,1.9182370453654436,Iris-virginica
+62,6.7842800794849705,3.188504851349494,5.783017417153539,2.289164869489446,Iris-virginica
+63,6.004998824118724,2.7793003571044355,4.616170944282438,1.2233789183790196,Iris-versicolor
+64,6.036904610474525,3.319572772557697,4.676866327397553,1.6709091047796687,Iris-versicolor
+65,4.3,3.0,1.1099701152437207,0.1,Iris-setosa
+66,7.006993291820684,3.2275857915508275,5.7975006011689265,1.7990355124264412,Iris-virginica
+67,5.605963391251153,2.9693641459113573,3.8717330419774365,1.2423559179398156,Iris-versicolor
+68,5.570516374626556,2.3897522519216516,3.7736789555337866,1.0201179084336165,Iris-versicolor
+69,5.64180105054227,3.715411888781491,1.5974625826250632,0.3468386042407734,Iris-setosa
+70,4.585025841524277,3.1278264186657476,1.4188939208971154,0.1955090044224318,Iris-setosa
+71,6.717601324356794,3.0,4.983058320069397,1.7116773306461524,Iris-versicolor
+72,5.438379114928981,3.0,4.512368977034007,1.4879263385229191,Iris-versicolor
+73,5.019542840866899,2.000001046936236,3.474524480197033,0.9456847742902141,Iris-versicolor
+74,7.377549878508121,3.085082732925533,6.091053899606995,2.281327075994822,Iris-virginica
+75,5.250899745588074,2.4489313828576336,3.14438316077816,1.0544571872651902,Iris-versicolor
+76,6.311616567032977,2.7630805554492617,4.8468284855691435,1.8285997928651576,Iris-virginica
+77,5.931205773422183,3.2459736027500417,4.855350550523673,1.8587362886762429,Iris-versicolor
+78,6.245226860646845,2.7891829514651856,4.812765021778681,1.8006572305811936,Iris-virginica
+79,6.69181443356131,3.064626093057216,4.695454555654459,1.510252938667135,Iris-versicolor
+80,6.198580695291947,2.187633887793983,4.583277946303642,1.5083507922474573,Iris-versicolor
+81,7.683512615450438,2.8426581310958916,6.680678170284787,2.0503066013855884,Iris-virginica
+82,5.415740616011846,2.95716948395644,4.303678982828001,1.464294536324545,Iris-versicolor
+83,6.021893228078059,3.3914854523827387,4.483505811553371,1.5929681830926337,Iris-versicolor
+84,5.175578004291599,2.599246631686819,3.758637224786601,1.3162418182338411,Iris-versicolor
+85,5.800568551682835,2.7442357390706404,5.121219175365603,2.0452374840136427,Iris-virginica
+86,7.397528069539146,3.1418653911185146,6.241510220842133,1.9741564970557721,Iris-virginica
+87,5.470157964926544,2.7614153237899757,4.17466969769662,1.3723330129125617,Iris-versicolor
+88,6.653021944469106,3.0331311568984054,5.912830616145401,2.2249137181638114,Iris-virginica
+89,6.073259392848436,2.882983923568196,4.613896417043893,1.3674587582140598,Iris-versicolor
+90,6.262334138531751,2.7831152263377397,4.826334200952758,1.799980057728939,Iris-virginica
+91,5.716115011260791,3.7702291859908827,1.8309669362569048,0.28833788740372507,Iris-setosa
+92,6.313307726563146,3.301720258950919,6.1114786343159375,2.5,Iris-virginica
+93,4.809303402588417,3.0,1.4133883811944172,0.10000010959229524,Iris-setosa
+94,7.207406572046294,3.2101225320815288,6.050270394889492,1.7619486825003634,Iris-virginica
+95,6.977859082690002,3.1573993839364736,5.712499492979843,2.3119526633940963,Iris-virginica
+96,5.985741603475942,2.8911630705099816,4.6041829197943365,1.385217615602603,Iris-versicolor
+97,6.700104417957541,3.1963719865952633,5.70921974531967,2.2932992728074555,Iris-virginica
+98,6.167712071176701,2.1842296398026875,4.386844274644977,1.3820453036273506,Iris-versicolor
+99,5.021081443134823,3.0,1.8043567130570568,0.20179712138361713,Iris-setosa
+100,4.925121997406816,3.0,1.5766580388433824,0.20669114791823368,Iris-setosa
+101,7.327973221943161,2.601600377682379,6.467764558706747,1.8963044795113893,Iris-virginica
+102,6.161274918009956,2.1721331483189967,4.470435271922169,1.487448477008276,Iris-versicolor
+103,5.947885219591402,2.9155426046580817,4.5257468605422595,1.3474145693352533,Iris-versicolor
+104,5.653894468439173,3.0,4.4782510329724525,1.5150928004899544,Iris-versicolor
+105,5.488851748544933,4.2,1.3712904669715533,0.19780915343880967,Iris-setosa
+106,5.5001084838859295,2.514884372369915,3.8536158070226225,1.0994092034095657,Iris-versicolor
+107,4.988841182432352,3.0,1.591651775200734,0.20366982858515803,Iris-setosa
+108,5.090238806548353,3.501341195478409,1.4026627790209032,0.20259423914405802,Iris-setosa
+109,5.992927273726066,2.1513620560527023,3.9896976371656048,0.9852369484821257,Iris-versicolor
+110,5.501827680623859,3.0,4.374746801162523,1.4368720800373271,Iris-versicolor
+111,6.787042071797887,2.8481841908131207,4.819134295983615,1.4949439677084573,Iris-versicolor
+112,7.7002416231225626,2.5964822120267512,6.899998863928317,2.303313944343661,Iris-virginica
+113,6.318966656658096,2.498272089043833,5.029040985208469,1.8925315894085464,Iris-virginica
+114,7.343357444883777,3.1541181945413688,6.128017424725739,1.8365196698616935,Iris-virginica
+115,6.614500424930151,3.1757695922302407,5.1752194834214835,2.1633480136113654,Iris-virginica
+116,5.041330545576937,2.0,3.567304937791276,1.0324142424524876,Iris-versicolor
+117,7.278664592685312,3.1658621555812485,5.896662720532138,2.0243615300550952,Iris-virginica
+118,6.257880305373701,3.3025189367003867,6.124170360827568,2.5,Iris-virginica
+119,6.6831249187813615,3.0,4.9939370924612305,1.672603486132431,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/6/test.csv b/iris/tab_ddpm/2_0/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/6/train.csv b/iris/tab_ddpm/2_0/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/6/val.csv b/iris/tab_ddpm/2_0/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/7/synth.csv b/iris/tab_ddpm/2_0/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2cba62c8663f30b92bc7030880c3f03a5d17e9b9
--- /dev/null
+++ b/iris/tab_ddpm/2_0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.404303368343301,2.9009529303761674,1.400383587921844,0.19714503531531652,Iris-setosa
+1,4.48490297732163,3.0,1.4571392908782224,0.2076235401257935,Iris-setosa
+2,7.9,3.8206164994087164,6.345058068502162,2.0191960530261936,Iris-virginica
+3,5.603966286554384,2.940626562289657,3.6167359233223535,1.3114024293558293,Iris-versicolor
+4,5.755975251302321,2.811378988226162,5.11682455076745,2.421873234317586,Iris-virginica
+5,6.854206867712161,3.196864567303349,5.780822919841738,2.306230704255215,Iris-virginica
+6,4.3,3.0,1.0903583538571977,0.10000011995033493,Iris-setosa
+7,5.747564730617013,2.7895890897030284,4.137687769423888,1.1493885635960546,Iris-versicolor
+8,6.2298712306821145,3.4242407627810443,5.49380481554774,2.374966192137634,Iris-virginica
+9,5.808556759535367,2.713375661571407,5.1515227867223325,1.897908302856883,Iris-virginica
+10,4.3000008978427005,3.0,1.1082373369359013,0.10000024617745568,Iris-setosa
+11,4.870424421763327,3.0561097840907836,1.4447801353004581,0.1,Iris-setosa
+12,4.803301637557251,3.4044948526967347,1.6498711879426076,0.20199272798365323,Iris-setosa
+13,4.621190760215832,3.641837452436769,1.0,0.19385132820527826,Iris-setosa
+14,4.883758125762173,3.3943111448565446,1.5992176467191983,0.25652829832091867,Iris-setosa
+15,6.108572008380897,2.5852478311143567,5.590987610402068,1.426876255514844,Iris-virginica
+16,4.568651761844575,3.0,1.4281743793438697,0.2278746370026047,Iris-setosa
+17,6.220007601333249,2.3974912601647254,4.999662701898249,1.8191232160577777,Iris-virginica
+18,4.300000495684536,3.0,1.0970332210440559,0.1,Iris-setosa
+19,5.8164586253181945,2.6971304583765683,5.099358589734379,1.8882536768166729,Iris-virginica
+20,7.9,3.8525631079821436,6.417246223091359,1.90618462775309,Iris-virginica
+21,7.728220891145063,2.5951072396539057,6.9,2.330155930531108,Iris-virginica
+22,6.102949011787434,2.8387011240446527,4.740623580948814,1.2737598755919657,Iris-versicolor
+23,6.003545084804583,2.1829101797464974,3.9577397579623477,1.0120234840683668,Iris-versicolor
+24,6.575684309151398,2.4956083684451,5.380428112459445,1.8626658420893953,Iris-virginica
+25,6.298902072783622,3.301261684118665,6.055557622075004,2.4999997079636582,Iris-virginica
+26,7.698044180309287,2.7851866061121333,6.735617394428221,1.9921921042716344,Iris-virginica
+27,7.690785341969086,2.7855285972015467,6.692532971560812,1.9982710800241,Iris-virginica
+28,5.044636921903479,3.430516996048715,1.4725963321310798,0.22848179532829835,Iris-setosa
+29,5.808031539165123,2.7920984387916974,5.084744298140767,2.3650228926825814,Iris-virginica
+30,6.132610823750461,2.9080681377342,4.569935001855796,1.3249013523596893,Iris-versicolor
+31,5.092543284075577,3.638684425129405,1.3566780025480578,0.20564426455427928,Iris-setosa
+32,5.440229095849732,2.4167070790886793,3.666880733040971,1.0473856156388108,Iris-versicolor
+33,6.006195096255157,2.177623847321265,4.988313831162308,1.4827237292399047,Iris-virginica
+34,6.487479745410437,3.2053012907620566,4.616177577251605,1.545537645186358,Iris-versicolor
+35,4.300000498041559,3.0,1.111289229188418,0.10000010161906364,Iris-setosa
+36,4.771461417099069,3.0,1.4006968945413623,0.2777756607463765,Iris-setosa
+37,4.793423890239723,3.395604541079219,1.8428251639551023,0.20075405227689794,Iris-setosa
+38,7.664473175220493,2.62595090634093,6.899998479556679,2.301145975926878,Iris-virginica
+39,5.934103202783721,2.2015778278056293,3.975898205376821,0.9103026144637354,Iris-versicolor
+40,6.711501977299392,3.0817496196963594,4.718665427202412,1.5208341360306048,Iris-versicolor
+41,6.333900946299496,3.3014635886075383,5.9997943934418885,2.4999997730793933,Iris-virginica
+42,6.061016810664433,2.2618084979971655,4.035088187078825,1.04968625527173,Iris-versicolor
+43,5.558625949947631,3.0,4.4655143985915355,1.454272163400157,Iris-versicolor
+44,5.311907619349534,3.461840577674927,1.4470241848237346,0.3358447044127226,Iris-setosa
+45,4.942324692640245,3.1535720078315372,1.5117827386785978,0.10000009717447196,Iris-setosa
+46,6.326212930616923,2.5289753681966474,4.988343722714711,1.9291669673938874,Iris-virginica
+47,6.721497228499601,2.859503079665452,4.71935375668817,1.5127319250398499,Iris-versicolor
+48,4.987092418772731,2.00000055925842,3.6060862797679314,1.0010472120028613,Iris-versicolor
+49,6.563896512590541,3.1391423333225394,5.590183772728317,2.312795868934268,Iris-virginica
+50,4.55166093228824,3.612629973059233,1.000000362368876,0.20830043034977905,Iris-setosa
+51,6.188809274869983,2.8289976843460765,4.749471952038778,1.2089430422292236,Iris-versicolor
+52,4.462127859194085,3.19644620197468,1.359828713635489,0.20345038451738334,Iris-setosa
+53,6.736935651698368,2.496741950372861,5.808677898035713,1.7962306104507078,Iris-virginica
+54,6.852376989286234,2.5319686644607713,6.014242498856694,1.7607313176358357,Iris-virginica
+55,5.745495790196846,2.8055483025467622,5.082550142441001,2.4114493726044235,Iris-virginica
+56,6.7622827131253755,3.0,6.052789643281395,2.091972222839558,Iris-virginica
+57,6.0921700682001685,2.5948619824663632,5.606254886537846,1.370950905642547,Iris-virginica
+58,6.363168733195335,2.4675394879156807,5.071326064265738,1.94088983171002,Iris-virginica
+59,5.761373245064104,2.7128631104695686,5.165678634572985,1.9103947270807764,Iris-virginica
+60,7.69792090325367,2.795778756370226,6.8924772493443704,2.168829096753835,Iris-virginica
+61,5.863944050384686,2.260006003256532,3.9788978932283343,1.012917993186554,Iris-versicolor
+62,5.863618044444374,2.73116472882561,5.091343559800322,1.9046238948211562,Iris-virginica
+63,5.632274359404096,2.3716124146248956,3.9250705197199025,1.00280500333047,Iris-versicolor
+64,5.700031167419872,2.826160810165558,3.985938685720859,1.1625559445419458,Iris-versicolor
+65,5.104327782761323,2.550036245290427,2.972124043083464,1.2055149934419633,Iris-versicolor
+66,4.300000495436715,3.0,1.101558953022727,0.10000010036043404,Iris-setosa
+67,6.641479104494122,2.815619831941261,4.722093580178767,1.50356394703493,Iris-versicolor
+68,5.602161656608097,2.9136511292672616,4.480106333150672,1.3880283260316175,Iris-versicolor
+69,5.657035869557688,2.9919369396953477,4.078274976745129,1.246268734001058,Iris-versicolor
+70,5.6838545859385405,3.0,4.230398660476069,1.2649139897555632,Iris-versicolor
+71,5.824362112636108,2.994067831430065,4.5440435305556175,1.5474030084520267,Iris-versicolor
+72,5.518723465582397,3.7568140447033227,2.0425166813052673,0.2581636402576862,Iris-setosa
+73,5.526434158570976,4.2,1.4216360014678555,0.22039570377599255,Iris-setosa
+74,5.695928037053515,3.7632157891101903,1.5868428944191544,0.34595354686209556,Iris-setosa
+75,5.968908009962896,2.2038763949922315,4.995641973909388,1.462197222217894,Iris-virginica
+76,5.411567722266918,2.416626017710199,3.611558941764704,0.9734523483813983,Iris-versicolor
+77,6.005886320305647,2.187183714983507,4.047232999022964,0.9780472012076389,Iris-versicolor
+78,6.143396683625251,3.3427173021793655,4.614967075045477,1.6051536440834118,Iris-versicolor
+79,4.3,3.0,1.105699666615872,0.1,Iris-setosa
+80,6.209739077186339,2.802965834998135,4.767756921352928,1.794202328772931,Iris-virginica
+81,6.584770375656551,3.092767258529825,5.592823876487881,2.26529007443416,Iris-virginica
+82,5.810626982097819,2.744053739365542,5.112315139530292,2.238429782837599,Iris-virginica
+83,7.9,3.793371891676337,6.437195610300684,1.9399426766291448,Iris-virginica
+84,5.792074296907332,3.776340954627798,1.8113008706973002,0.31005784894446586,Iris-setosa
+85,5.7715413593169265,2.706071261233248,5.129408811397976,1.8701186822563771,Iris-virginica
+86,5.539372080684971,3.0,4.561637480963395,1.5289249402823861,Iris-versicolor
+87,7.7292424845297045,3.0,6.256853507756859,2.287986924193187,Iris-virginica
+88,4.996776508527488,3.6715271236775164,1.4015443486374757,0.1970501111248807,Iris-setosa
+89,4.3,3.0,1.11898514412538,0.10000009422688672,Iris-setosa
+90,5.918878647080154,3.1764789784241,4.82410309269696,1.80284563142092,Iris-versicolor
+91,5.012468003267362,3.400674506889401,1.4017005189867642,0.1994514178288096,Iris-setosa
+92,4.611723135397357,3.6346214841156077,1.000000389013036,0.2027203490681138,Iris-setosa
+93,6.121119012226112,2.7963222087490913,4.737031622489937,1.2248645777800975,Iris-versicolor
+94,5.66323639258973,2.877479912644183,4.072285927186017,1.28659592839694,Iris-versicolor
+95,5.679279312564742,3.0,4.395880077802106,1.4071698549165925,Iris-versicolor
+96,6.227481620310862,3.319289669282246,5.995691569507614,2.5,Iris-virginica
+97,7.719880854207943,2.620382494262965,6.899998898797259,2.30824993152637,Iris-virginica
+98,6.312201575430768,2.8426088944713066,4.612235533373372,1.527955003473783,Iris-versicolor
+99,5.446478557447399,3.7911594395892827,1.4022222384755776,0.3950532281243314,Iris-setosa
+100,6.139593776521515,2.2679095203302246,4.975776112678518,1.6278582136995408,Iris-virginica
+101,4.838088924795576,3.0,1.4317474008633835,0.10000010581941488,Iris-setosa
+102,6.269190929737952,3.3890870941633433,5.44169145107335,2.3473654245613074,Iris-virginica
+103,7.716504297737826,2.801178059433838,6.69517903165704,1.9859783764691001,Iris-virginica
+104,6.457536268669434,2.7571967307624177,4.669712442307909,1.4216421083721658,Iris-versicolor
+105,4.805837794194478,3.4066004570487327,1.5905156238552651,0.20275971373089388,Iris-setosa
+106,6.359101237417582,3.0,5.66710962498523,2.106130399404582,Iris-virginica
+107,5.968038587904222,3.404446138531334,4.500454624643697,1.6113923457074315,Iris-versicolor
+108,6.207899256741224,2.1878373888125724,4.526949826033485,1.519577847275331,Iris-versicolor
+109,7.9,3.8961526294167723,6.436492360934641,2.023624779362849,Iris-virginica
+110,5.910839389750761,3.2535395833923446,4.737892591203867,1.7385513489745805,Iris-versicolor
+111,5.7240952937304295,2.7041445370067403,4.001397810806612,1.099801344697533,Iris-versicolor
+112,6.203722193288574,3.3944411693672287,5.387232894941166,2.2726480704904817,Iris-virginica
+113,7.114540337926021,3.1167297128016753,5.456011117253315,2.278675830128384,Iris-virginica
+114,6.231608927739546,3.297996632048989,5.948305845067899,2.5,Iris-virginica
+115,6.711695927464063,2.4952468017576965,5.835798112009272,1.8233571873612027,Iris-virginica
+116,5.695383954470669,3.0276770638105353,4.235918762676022,1.2962308289571662,Iris-versicolor
+117,6.207539164834304,3.390887382016293,5.456824559257019,2.3252444176746563,Iris-virginica
+118,6.329228987667554,3.304453062842561,5.954000787596487,2.5,Iris-virginica
+119,5.80119178950972,2.769912963065509,4.179038185945469,1.0446208964687398,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/7/test.csv b/iris/tab_ddpm/2_0/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/7/train.csv b/iris/tab_ddpm/2_0/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/7/val.csv b/iris/tab_ddpm/2_0/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/8/synth.csv b/iris/tab_ddpm/2_0/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7dd6a4c85bbb2e2940a94c71feb4799b2422aa2f
--- /dev/null
+++ b/iris/tab_ddpm/2_0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.582445368396055,3.183296775223912,5.187861516705288,2.0704417165402647,Iris-virginica
+1,5.639558553815595,3.0,4.560775900304049,1.46797513445765,Iris-versicolor
+2,5.150014145822517,3.4029298588490797,1.4085529079955135,0.2019877766506221,Iris-setosa
+3,4.887663442474595,3.4893409948834235,1.7229010363386361,0.19908759370977813,Iris-setosa
+4,6.1240660448457,2.8169049288180115,4.703517121439981,1.2373197730527776,Iris-versicolor
+5,5.802550113551533,2.667940853728288,4.151176258471249,0.9916862769229419,Iris-versicolor
+6,5.972771650505496,2.2003603386297765,4.116174655327574,1.0265100165472738,Iris-versicolor
+7,5.697545303523869,3.7928960182820406,1.707351596397401,0.39678300331928895,Iris-setosa
+8,5.991764319040556,2.786705879977641,4.618140041875743,1.2518011223512622,Iris-versicolor
+9,7.725569090597235,2.620792316266534,6.9,2.2638631572894066,Iris-virginica
+10,5.047979066365236,2.5144981882068995,2.9726918562680162,1.0877188972460057,Iris-versicolor
+11,7.716283788419185,2.8253369179084014,6.715916700025612,2.0287663752745657,Iris-virginica
+12,6.064139497783801,2.182839945751525,4.089249566293912,1.0144298985275297,Iris-versicolor
+13,6.189719565909111,3.406304994150491,5.384569155811392,2.278522587658192,Iris-virginica
+14,5.084915056615186,3.5473775106548597,1.3910395857747209,0.2009240894760012,Iris-setosa
+15,6.183726977686047,2.166410049792124,4.495392409023483,1.487466480037246,Iris-versicolor
+16,4.805325159421342,3.3999578885995954,1.644986109919793,0.20161666764532657,Iris-setosa
+17,5.499824786674624,2.4231318142234195,3.7622912695246145,1.0067844902478544,Iris-versicolor
+18,5.976617854666754,3.4015124902434586,4.4868442112599585,1.6132387010650968,Iris-versicolor
+19,4.563708634141406,3.71294898789664,1.0,0.19409276692679417,Iris-setosa
+20,6.326048441092002,2.705594005324777,4.8599938103611535,1.8367839766122287,Iris-virginica
+21,6.121818012686922,2.5922515237871755,5.629082775464092,1.402811581093959,Iris-virginica
+22,6.23753791803483,2.449419000386185,5.002338725709951,1.844379410755691,Iris-virginica
+23,7.654363204736195,2.5855002955556183,6.9,2.2792265151184345,Iris-virginica
+24,4.6088076827246915,3.6698917358744003,1.0,0.19562450781424684,Iris-setosa
+25,5.6989375024526305,2.7927652979487125,4.23337168648486,1.129229439390691,Iris-versicolor
+26,5.114597955808347,3.3238887585466426,1.7852555069485758,0.535007053257389,Iris-setosa
+27,4.528612038052394,3.238116762879262,1.4023000801329597,0.19686170241521161,Iris-setosa
+28,6.664169554091011,3.0,4.900438434609914,1.6352273065102536,Iris-versicolor
+29,6.291279333167477,2.639475851399121,4.920365961009975,1.8098359725299198,Iris-virginica
+30,6.299067579459139,3.310543106946784,6.086105488875259,2.5,Iris-virginica
+31,4.5206338004220505,3.1991758184454984,1.3621130547777274,0.1995041872561375,Iris-setosa
+32,4.566314143702542,3.1625823406345157,1.4239630984461773,0.20124278361449097,Iris-setosa
+33,5.795808498185432,2.7054539685838845,5.085794397184725,2.026592020948329,Iris-virginica
+34,6.067851331421432,2.636526041283942,5.286788154864258,1.6240845029437385,Iris-virginica
+35,5.8053846208446735,2.7012635735625596,5.1990469084312165,1.9024020823822367,Iris-virginica
+36,7.724443705134284,2.815453964831928,6.7242833641756246,2.002434117583373,Iris-virginica
+37,4.3,3.0,1.0776616776976036,0.1,Iris-setosa
+38,6.768810365830343,2.7904802645550357,4.812088335620532,1.4281678695729985,Iris-versicolor
+39,5.002109474257818,3.0,1.7629341088780943,0.2060470160822731,Iris-setosa
+40,5.80288723619382,2.801869839403367,5.161259562055077,2.3594844379164845,Iris-virginica
+41,5.452766941331858,3.8528801433272917,1.375666896760663,0.40976550219353813,Iris-setosa
+42,5.313918820340319,3.0,4.471560797271429,1.5081082808641784,Iris-versicolor
+43,6.647422310572759,3.0,4.963828887479616,1.6677330396671712,Iris-versicolor
+44,6.1849954760119,3.3744401080751945,5.350316441434904,2.3005289031095177,Iris-virginica
+45,5.612010324793163,3.6803885160183993,1.5832018666027383,0.25983122144108245,Iris-setosa
+46,5.277139803544834,2.5116967131370673,3.782342369512,1.2099799478371474,Iris-versicolor
+47,6.097422427917871,2.587748028737701,5.618281165333015,1.4102507181542032,Iris-virginica
+48,7.441972646945693,3.0773436319914484,6.411883409461126,1.985910123486648,Iris-virginica
+49,4.533582425515668,3.1749964513807836,1.4465155963303586,0.20456399000006295,Iris-setosa
+50,5.852676716294272,3.2030925996745148,4.794676961455318,1.8297302771092276,Iris-versicolor
+51,4.820477046478181,3.0,1.4094534595474448,0.1000001114107143,Iris-setosa
+52,6.217189781002456,3.4069291228740424,5.523774451238259,2.306722981912588,Iris-virginica
+53,4.595068960145674,3.221540810450304,1.391256599677444,0.19995770678391567,Iris-setosa
+54,5.400741093466752,3.638560365709588,1.5854926349002973,0.2684946702215161,Iris-setosa
+55,5.992000664244335,2.237870093513401,4.0336068746617,0.9207475513079189,Iris-versicolor
+56,6.483786141296376,2.8334049587394348,4.6168364888327895,1.5053764651026358,Iris-versicolor
+57,5.537796074113408,2.710296826664618,4.201509239180666,1.33849362499839,Iris-versicolor
+58,6.304487441044805,3.3153857127631885,6.002461289034731,2.5,Iris-virginica
+59,5.023857633438106,2.000000770840255,3.6159565671181184,1.053089737650168,Iris-versicolor
+60,5.024860465625777,3.0,1.7393642727217238,0.20340862062918275,Iris-setosa
+61,6.467018040795297,3.0,5.754266057972724,2.259598713566595,Iris-virginica
+62,7.706635660205379,2.6437628229110635,6.899996553097717,2.318061553703691,Iris-virginica
+63,6.729292553211832,3.0,4.712149492249607,1.4703900205080573,Iris-versicolor
+64,5.084875881495887,3.4480576202401254,1.4028615992430962,0.20290650632670038,Iris-setosa
+65,5.092818795541207,3.2882195242221597,1.7971602862741405,0.4395523156951602,Iris-setosa
+66,5.485183890598322,3.0,4.371383018483191,1.490025915663884,Iris-versicolor
+67,6.428080315699018,3.2092481056506776,5.092805331205478,1.9974099395786042,Iris-virginica
+68,7.735330528169609,2.8570144090491474,6.640567314545977,2.0629243992751447,Iris-virginica
+69,7.676113020216492,2.5835269645188874,6.8999990168436875,2.2749832099800646,Iris-virginica
+70,6.344582557113382,3.4016023560837336,5.526607477065973,2.375245479541049,Iris-virginica
+71,6.018478921799334,3.3784390793755863,4.5840057131408285,1.6273521524451686,Iris-versicolor
+72,4.984110206265048,2.0,3.6053205230807093,0.9707806287165325,Iris-versicolor
+73,4.61408282461767,3.5469761506775406,1.00000060605885,0.20211489884919703,Iris-setosa
+74,4.628324363359303,3.0570425613481316,1.5039866553651944,0.202729852005965,Iris-setosa
+75,5.617497255009527,2.4216253574008437,3.9910085504892274,1.1444588300261496,Iris-versicolor
+76,6.176658668189205,3.396977157008356,5.3535132916198584,2.280031767626711,Iris-virginica
+77,6.2375427428978405,3.0,5.507552351401969,2.3060794598564276,Iris-virginica
+78,6.238704228831998,2.6998585464296045,4.911332749714937,1.7914742977309395,Iris-virginica
+79,7.599202829692179,3.0,6.311626696180236,2.2326092610143724,Iris-virginica
+80,4.5361230986503935,3.1251682433448917,1.4607996441689044,0.20172370602325276,Iris-setosa
+81,5.908701490652375,2.7518284184868924,4.59303800866725,1.0702123916720732,Iris-versicolor
+82,5.831677844701533,3.218011681517447,4.791177100567407,1.787143797473603,Iris-versicolor
+83,5.676378751495765,2.996118189555866,4.061456317273355,1.2269293010487645,Iris-versicolor
+84,7.560857143035518,3.0,6.532082627646775,2.1840875974409033,Iris-virginica
+85,5.984510977369444,3.40831241283124,4.537649757887103,1.5854070624612167,Iris-versicolor
+86,4.499366768133979,3.0856960479829327,1.4274122204528112,0.19636015980434707,Iris-setosa
+87,7.693334561601173,2.8138762902348486,6.6967221612935415,2.03836292365322,Iris-virginica
+88,6.125672471931474,2.8723069609329865,4.55884270896069,1.4942615723057993,Iris-versicolor
+89,4.9978264131328665,2.0000005786514,3.6239175799121544,0.9200304543627995,Iris-versicolor
+90,5.149168271893028,3.292973508547682,1.7100657266410486,0.47911677820036425,Iris-setosa
+91,4.77516846427824,3.0276259992279235,1.3586186841107377,0.2691817463577503,Iris-setosa
+92,6.667502996152019,3.0,4.973986956473505,1.670732851492776,Iris-versicolor
+93,6.625154072248849,3.0,4.493331469438718,1.3990912655584276,Iris-versicolor
+94,4.596826996998108,3.212748546461378,1.3715112015331932,0.2033822295290818,Iris-setosa
+95,5.86957967295,2.280577485214342,3.9432939400466642,0.9790068219923675,Iris-versicolor
+96,6.12195966676711,3.345078821352521,4.644133952288735,1.6293307924809461,Iris-versicolor
+97,5.077377114918268,3.2658018008388856,1.633335791786981,0.4048585712962527,Iris-setosa
+98,4.950345395202193,3.610058618662372,1.514091597500109,0.20262878245439342,Iris-setosa
+99,4.781919183888809,3.396995464995902,1.6136361678306963,0.2023587771420687,Iris-setosa
+100,4.410960799226436,3.114760331946259,1.3043796830284053,0.2030066447764868,Iris-setosa
+101,4.854646499624382,3.07316672966434,1.4827138021107888,0.10000012031687389,Iris-setosa
+102,6.160218127812139,2.19977581723262,4.47750665352154,1.492202023093253,Iris-versicolor
+103,5.461496997886658,4.2,1.408042742978537,0.19228987001184547,Iris-setosa
+104,5.819580138884877,2.7697264888168553,5.076701663317687,2.333828631865622,Iris-virginica
+105,6.693708952661062,3.0526976803906836,4.704992674630396,1.520001103263315,Iris-versicolor
+106,6.698318853864001,3.0,4.992583472273232,1.7290814004689588,Iris-versicolor
+107,4.808896581882872,3.013425030167929,1.4356048883590091,0.1,Iris-setosa
+108,4.484656899193518,3.2175377614210747,1.4001775083085148,0.1915098063094664,Iris-setosa
+109,4.743027179178308,3.0,1.3876338314079029,0.1,Iris-setosa
+110,5.834101070934672,2.695300722051675,5.123140074418599,1.9024748304180767,Iris-virginica
+111,4.607288158892176,3.6096172282269725,1.0,0.18943032685385836,Iris-setosa
+112,7.623635984482059,3.0,6.614269972653172,2.0479252782724298,Iris-virginica
+113,6.504285078697473,2.8801638361520006,4.635567909322774,1.3733917776774176,Iris-versicolor
+114,5.665935539434166,2.817780036450978,4.30658182002139,1.370271536938181,Iris-versicolor
+115,6.221861664682889,2.19440624851975,4.541024334493443,1.481232818416914,Iris-versicolor
+116,7.514556794086191,3.0,6.4843304943813855,2.130433571615333,Iris-virginica
+117,6.8912485553591685,3.050903771082099,5.112796136838977,2.30871055229989,Iris-virginica
+118,6.471722178221434,2.687377766614259,4.632091153476109,1.5185251800294246,Iris-versicolor
+119,6.181108063208849,2.8233244176820205,4.71398767243167,1.3189539820274576,Iris-versicolor
diff --git a/iris/tab_ddpm/2_0/8/test.csv b/iris/tab_ddpm/2_0/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/8/train.csv b/iris/tab_ddpm/2_0/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/8/val.csv b/iris/tab_ddpm/2_0/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/9/synth.csv b/iris/tab_ddpm/2_0/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..75583fe291d58be5209d3e878551ceb81dbd6f73
--- /dev/null
+++ b/iris/tab_ddpm/2_0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.097477698133021,3.261372200094181,1.5235041645618232,0.22145164951456445,Iris-setosa
+1,6.867810342307577,3.057637543844197,5.09940613551636,2.2704276149594462,Iris-virginica
+2,5.426940675911697,2.5392334638307017,3.9001512749352294,1.3014767076084233,Iris-versicolor
+3,5.007655194981111,3.0,1.6491703641069604,0.2020500780642482,Iris-setosa
+4,5.114173860486363,3.7974038254463705,1.6092041814657165,0.20165309941379186,Iris-setosa
+5,5.656990054068677,2.973015949723285,4.040957605244514,1.194570712896843,Iris-versicolor
+6,4.892385871684664,3.104168042550488,1.490118616811356,0.10000010253008043,Iris-setosa
+7,5.0826259016933495,3.593967592788779,1.4034539924271308,0.20509433564192672,Iris-setosa
+8,5.141232142409416,3.8103097350732327,1.5831498950484577,0.19972769290796766,Iris-setosa
+9,5.1415125909050055,2.715167938701527,3.9753161532741372,1.4096693685583601,Iris-versicolor
+10,5.698219064498546,2.3321336545119755,3.9510024562482617,0.9387766649669945,Iris-versicolor
+11,5.180224426819366,3.4027243267342464,1.399766124220483,0.20189180027460293,Iris-setosa
+12,5.898314224122172,3.211427656126266,4.8217869761416186,1.8158355615201107,Iris-versicolor
+13,5.979385971348442,3.453163091456536,4.49074746239116,1.6029449232859274,Iris-versicolor
+14,7.704603787942001,2.615596860126102,6.899998042014146,2.227997164189214,Iris-virginica
+15,5.444742302870875,3.8905230305445118,1.3156513571580664,0.45557298108541977,Iris-setosa
+16,4.784705388995797,3.4056585221708287,1.581135667961045,0.19788752537771848,Iris-setosa
+17,6.631359827647551,3.2157411060760794,5.690435394094376,2.306912100167165,Iris-virginica
+18,6.225352289366737,3.3934616109329636,5.428213912695998,2.3536765443489944,Iris-virginica
+19,6.532586410401451,3.0,4.331508353654628,1.3815408152158335,Iris-versicolor
+20,5.861351987890522,2.872753346694905,4.59246778956956,1.381958499286441,Iris-versicolor
+21,4.806712034372897,3.3987162007958633,1.8381215388924252,0.20524100602472967,Iris-setosa
+22,6.542388417811589,2.793303836802959,4.5989636420932944,1.5076432313342074,Iris-versicolor
+23,6.193759394121613,2.803885467041351,4.780226720091504,1.792259113424688,Iris-virginica
+24,4.779498315018454,3.398804576202629,1.6536948091521757,0.20277099141419064,Iris-setosa
+25,4.300000968034875,3.0,1.108295455639036,0.10000019663609018,Iris-setosa
+26,7.712127270214508,2.8525741832536773,6.7138942374428305,2.009219800890853,Iris-virginica
+27,6.71400209117664,3.0,5.042876302112895,1.7110700745538006,Iris-versicolor
+28,4.956133662639825,3.4075618555836824,1.6738103829589857,0.27765780194565837,Iris-setosa
+29,6.166053910393402,2.8556105999653907,4.616398011421055,1.4316099415253187,Iris-versicolor
+30,4.41090011131512,3.1083769571623185,1.3276733611414053,0.19727750498519492,Iris-setosa
+31,7.723516863797504,2.6179377145493596,6.89999843793257,2.3244200439352984,Iris-virginica
+32,4.300000661845579,3.0,1.1075696880207253,0.10000013977502162,Iris-setosa
+33,6.1897337156467485,3.4021030289820273,5.5122596883758,2.310682375980131,Iris-virginica
+34,7.899998589845588,3.8483343609478156,6.391860371148724,2.0443716239715646,Iris-virginica
+35,6.228965655567242,3.3414876246706218,5.295305920921746,2.178259081031282,Iris-virginica
+36,5.166247022702966,3.8436055664774016,1.5429251270211053,0.20154620654412647,Iris-setosa
+37,6.611965453388105,3.0760122464952935,5.048156819189251,2.1258561122504607,Iris-virginica
+38,5.7101422737618215,2.7095415267153578,3.979057788511814,1.111828552312699,Iris-versicolor
+39,5.584525298577445,3.0,4.5263520204142305,1.485418408516493,Iris-versicolor
+40,6.691893264243727,2.7560490944146947,4.808704635153497,1.3527684892089116,Iris-versicolor
+41,5.622637940387628,3.0,4.581829322841257,1.517776410779494,Iris-versicolor
+42,6.03886911404847,2.669461926521303,5.0343678665710865,1.8847669137888636,Iris-virginica
+43,4.814928432594297,3.0,1.4097736842643698,0.31524219958660915,Iris-setosa
+44,5.51136600019497,3.0,4.41041454876048,1.4349001522059837,Iris-versicolor
+45,6.25027753333098,2.7692535000464242,4.840850229008619,1.7798714283673025,Iris-virginica
+46,6.008475480261037,3.1502939918119304,4.843278741049846,1.807728048372352,Iris-versicolor
+47,7.69930535632502,2.595350755291659,6.89999899540889,2.316107741971827,Iris-virginica
+48,6.373230771652167,3.2621246306998786,5.257496603890958,2.2092285227060886,Iris-virginica
+49,7.646407950248733,2.947550433476491,6.66786804710777,2.0710121919704987,Iris-virginica
+50,5.005426079507373,3.694052269075475,1.4478917702262706,0.20311575002805854,Iris-setosa
+51,7.505129349087241,3.072479509158879,5.889386851143776,2.3108862740032414,Iris-virginica
+52,6.252078213162546,2.180672873459197,4.508305546859885,1.5173426266453598,Iris-versicolor
+53,6.10430545983111,2.834830637834654,4.673020345034905,1.2120028912628025,Iris-versicolor
+54,7.693849563643331,2.618010716961212,6.899998330156598,2.3088970240071425,Iris-virginica
+55,5.092506428044013,3.340019512967694,1.681460294178928,0.5253969626498514,Iris-setosa
+56,5.2639742646935455,3.452793741115421,1.3658793404397451,0.20844007263605727,Iris-setosa
+57,4.430559615492596,3.184418279980178,1.373152041633616,0.20335813362586336,Iris-setosa
+58,4.798292648830444,3.4048706821170427,1.6289669524415338,0.19888306800337208,Iris-setosa
+59,6.7912074308215775,3.1479409055010956,5.987065994005513,2.2914867426177343,Iris-virginica
+60,4.935707176455105,3.5478134622012365,1.5832228080197552,0.1910109773516832,Iris-setosa
+61,5.776787607954257,2.692749872874002,5.104305468446768,1.8939882857931614,Iris-virginica
+62,6.211095363062814,2.9182793004051213,5.608884358354192,2.1479818613716666,Iris-virginica
+63,5.000855546592597,2.0,3.4373231939988433,0.9482119335027557,Iris-versicolor
+64,5.501755881256735,2.4791195551680585,3.9425612751081895,1.2068659050936328,Iris-versicolor
+65,7.612162545036746,3.0,5.975398387061874,2.269940801092028,Iris-virginica
+66,5.225136046007554,3.351004121592848,1.5653536434553403,0.6120196872788765,Iris-setosa
+67,5.85201126977572,2.6794952788637887,5.10606748309015,1.8945173686624752,Iris-virginica
+68,4.477192050371538,3.0,1.4496550158407389,0.20384615388916244,Iris-setosa
+69,5.159290532547876,2.659437720450389,3.7918615901202717,1.413081656570785,Iris-versicolor
+70,5.14505895117003,3.4101612287389544,1.407372087803499,0.19412619273120904,Iris-setosa
+71,5.649336100524186,2.5241999771522976,3.91516960128952,1.032659462300992,Iris-versicolor
+72,6.698214252409392,3.029214602499312,6.018150430938376,2.2413483078182788,Iris-virginica
+73,7.225866686409147,3.19967405177437,5.976552248167145,1.7366350697464812,Iris-virginica
+74,7.9,3.8006998449135927,6.418598165053373,1.8986783883811866,Iris-virginica
+75,5.0237575819603215,3.7634893565435483,1.3903636438164526,0.20954670777853382,Iris-setosa
+76,6.19816805129464,2.8133376129457357,4.784043300533026,1.8135602736117218,Iris-virginica
+77,5.787802669702846,2.690872570081588,5.095631958760118,1.908755472499058,Iris-virginica
+78,5.001916275785915,2.0000005115363177,3.5368829998682614,0.9176793920779622,Iris-versicolor
+79,6.305276149441774,3.400074043803613,5.631960408087381,2.4078545706448167,Iris-virginica
+80,7.454825790364974,3.0444348944321367,6.3279532398173775,2.1888586386315825,Iris-virginica
+81,4.587853681172545,3.1750708250693696,1.4483682938906748,0.20434700669468817,Iris-setosa
+82,6.640824698545672,2.5054106714037414,5.727022031673541,1.812520461893193,Iris-virginica
+83,4.906422605924886,3.101377422404633,1.4986252268122535,0.1,Iris-setosa
+84,5.669651678302901,2.7310796335037693,3.805562917200214,1.1787446658498228,Iris-versicolor
+85,4.5878180459725035,3.6481610018349158,1.0,0.2043910251919502,Iris-setosa
+86,6.202624089678364,2.9256449960327284,4.484421496249373,1.3158511651331837,Iris-versicolor
+87,4.987955609516126,2.0,3.629690329758433,0.8963460237406476,Iris-versicolor
+88,4.77318388965317,3.0,1.4158541819195642,0.1,Iris-setosa
+89,7.673262613454656,3.0,5.842308014930672,2.310196282961128,Iris-virginica
+90,4.834834286404739,3.0386560507588403,1.4495575096431332,0.10000009743196628,Iris-setosa
+91,5.636114989599604,3.0,4.414048224350165,1.4765690290192115,Iris-versicolor
+92,4.589509488216535,3.5962934482040483,1.0,0.20247532589678455,Iris-setosa
+93,5.820469816546536,2.6898460676574256,5.115128632391477,1.87922565264546,Iris-virginica
+94,6.5453020274743,2.8029561003280805,4.6043963262310434,1.5164994654261175,Iris-versicolor
+95,7.110044669562469,3.1171771703553626,5.2262698230299565,2.3002163215905154,Iris-virginica
+96,5.023566408376693,3.5731565503610367,1.402835475776686,0.19872282192691337,Iris-setosa
+97,5.076778082480122,3.7205053994079416,1.3994899270182062,0.21059978582960442,Iris-setosa
+98,5.834961402567164,2.3041303628702576,4.206035096599129,1.2027134318448514,Iris-versicolor
+99,6.181885523761572,3.33629842630137,4.641296023831798,1.6194910114839032,Iris-versicolor
+100,5.07284390802374,3.23311456839153,1.596500981214917,0.4452852005181851,Iris-setosa
+101,5.953356051526314,3.1426112850251693,4.772707993693496,1.8074799285940153,Iris-versicolor
+102,6.131276035364383,2.818524571279349,4.7125842693741715,1.1783170033885282,Iris-versicolor
+103,6.682702627944181,3.218994201887492,5.466250326183953,2.278027207509468,Iris-virginica
+104,6.591982983743032,3.0,4.902158751271973,1.6087107865103192,Iris-versicolor
+105,4.986676420765349,2.0,3.5753537220208003,0.9354216760311838,Iris-versicolor
+106,7.704121731528235,3.0,6.490194527645043,2.2287043229344046,Iris-virginica
+107,5.001974949128039,2.0,3.3298388957539533,0.9833378337405737,Iris-versicolor
+108,6.712041012876892,3.0,5.033480557126549,1.7156670742914115,Iris-versicolor
+109,4.453572093312801,2.9428978784693336,1.380537532732129,0.20923013555966224,Iris-setosa
+110,6.30532040458148,2.4627363995876532,5.021916498697104,1.9348253527826598,Iris-virginica
+111,5.133085183749687,3.281253205743693,1.8711046421156237,0.5616763339431097,Iris-setosa
+112,7.186581386279868,3.1359482639327303,6.204915780996891,2.215788572281454,Iris-virginica
+113,5.731689879197847,2.339238633867536,4.0208844107908375,1.1339818124587042,Iris-versicolor
+114,6.756580076744515,2.949539170464798,4.868380682255719,1.5414495311958296,Iris-versicolor
+115,6.452825935648397,2.8123928590084524,4.549242300049398,1.504494038952596,Iris-versicolor
+116,6.628936708575795,3.0,4.430533296088552,1.4225508414184191,Iris-versicolor
+117,5.013732534405486,3.647070652291647,1.4087526622643192,0.20213681030638458,Iris-setosa
+118,6.066221646509878,2.253265305618899,5.00769300692651,1.5515182306024355,Iris-virginica
+119,4.854837963557325,3.4604906939966016,1.819389108328222,0.20215169901164312,Iris-setosa
diff --git a/iris/tab_ddpm/2_0/9/test.csv b/iris/tab_ddpm/2_0/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/9/train.csv b/iris/tab_ddpm/2_0/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/2_0/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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
diff --git a/iris/tab_ddpm/2_0/9/val.csv b/iris/tab_ddpm/2_0/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/2_0/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/2_0/params.json b/iris/tab_ddpm/2_0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..8fd76ec228394b351e2c811d3ac59b65f05891fa
--- /dev/null
+++ b/iris/tab_ddpm/2_0/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c5d0d738a73d8b9e73fb5645942b51bd0f24cd1c8a098504ca49179825046026
+size 331
diff --git a/iris/tab_ddpm/2_0/tab_ddpm_eval.ipynb b/iris/tab_ddpm/2_0/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..ad1766bdc4c47b939bb713b22379bfd1fbcb792b
--- /dev/null
+++ b/iris/tab_ddpm/2_0/tab_ddpm_eval.ipynb
@@ -0,0 +1,1875 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "4937d501",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:05.328269Z",
+     "iopub.status.busy": "2024-07-21T23:40:05.327932Z",
+     "iopub.status.idle": "2024-07-21T23:40:15.910608Z",
+     "shell.execute_reply": "2024-07-21T23:40:15.909614Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.594925,
+     "end_time": "2024-07-21T23:40:15.913060",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:05.318135",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\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",
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 96%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "2058256f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:15.935503Z",
+     "iopub.status.busy": "2024-07-21T23:40:15.935168Z",
+     "iopub.status.idle": "2024-07-21T23:40:15.942952Z",
+     "shell.execute_reply": "2024-07-21T23:40:15.942147Z"
+    },
+    "papermill": {
+     "duration": 0.021453,
+     "end_time": "2024-07-21T23:40:15.945000",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:15.923547",
+     "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": "792b71e2",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009478,
+     "end_time": "2024-07-21T23:40:15.964198",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:15.954720",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "6835df36",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:15.984545Z",
+     "iopub.status.busy": "2024-07-21T23:40:15.984226Z",
+     "iopub.status.idle": "2024-07-21T23:40:15.991432Z",
+     "shell.execute_reply": "2024-07-21T23:40:15.990565Z"
+    },
+    "papermill": {
+     "duration": 0.019798,
+     "end_time": "2024-07-21T23:40:15.993452",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:15.973654",
+     "status": "completed"
+    },
+    "tags": [
+     "parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "import os\n",
+    "\n",
+    "datasets = [\n",
+    "    \"insurance\",\n",
+    "    \"treatment\",\n",
+    "    \"contraceptive\"\n",
+    "]\n",
+    "models = [\"tab_ddpm_concat\"]\n",
+    "single_model = \"tab_ddpm_concat\"\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 = \"tab_ddpm_mlu\"\n",
+    "\n",
+    "mlu_model_dir=os.path.join(path_prefix, \"final\")\n",
+    "mlu_model_name = \"tab_ddpm_concat\"\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": "ec40c0df",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:16.014092Z",
+     "iopub.status.busy": "2024-07-21T23:40:16.013822Z",
+     "iopub.status.idle": "2024-07-21T23:40:16.018889Z",
+     "shell.execute_reply": "2024-07-21T23:40:16.018045Z"
+    },
+    "papermill": {
+     "duration": 0.017877,
+     "end_time": "2024-07-21T23:40:16.020884",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:16.003007",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 0\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/2_0\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.3\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "37c57716",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:16.042903Z",
+     "iopub.status.busy": "2024-07-21T23:40:16.042611Z",
+     "iopub.status.idle": "2024-07-21T23:40:16.048585Z",
+     "shell.execute_reply": "2024-07-21T23:40:16.047648Z"
+    },
+    "papermill": {
+     "duration": 0.019514,
+     "end_time": "2024-07-21T23:40:16.050664",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:16.031150",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_nogp_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "08a42664",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:16.071477Z",
+     "iopub.status.busy": "2024-07-21T23:40:16.071238Z",
+     "iopub.status.idle": "2024-07-21T23:40:17.327007Z",
+     "shell.execute_reply": "2024-07-21T23:40:17.326032Z"
+    },
+    "papermill": {
+     "duration": 1.268815,
+     "end_time": "2024-07-21T23:40:17.329369",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:16.060554",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cloning into 'final'...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "remote: Repository not found\r\n",
+      "fatal: repository 'https://huggingface.co/linearch/mlu_est_eval_5_nogp_iris/' not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "bfa41789",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:17.351564Z",
+     "iopub.status.busy": "2024-07-21T23:40:17.351272Z",
+     "iopub.status.idle": "2024-07-21T23:40:18.348532Z",
+     "shell.execute_reply": "2024-07-21T23:40:18.347308Z"
+    },
+    "papermill": {
+     "duration": 1.011763,
+     "end_time": "2024-07-21T23:40:18.351366",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:17.339603",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mkdir: cannot create directory 'iris': File exists\r\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": "2e930615",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:18.374185Z",
+     "iopub.status.busy": "2024-07-21T23:40:18.373863Z",
+     "iopub.status.idle": "2024-07-21T23:40:18.383637Z",
+     "shell.execute_reply": "2024-07-21T23:40:18.382802Z"
+    },
+    "papermill": {
+     "duration": 0.023604,
+     "end_time": "2024-07-21T23:40:18.385525",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:18.361921",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/2_0\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": "02703c24",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:18.409659Z",
+     "iopub.status.busy": "2024-07-21T23:40:18.409381Z",
+     "iopub.status.idle": "2024-07-21T23:40:18.772048Z",
+     "shell.execute_reply": "2024-07-21T23:40:18.771036Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.377641,
+     "end_time": "2024-07-21T23:40:18.774430",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:18.396789",
+     "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": "9301384e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:18.797382Z",
+     "iopub.status.busy": "2024-07-21T23:40:18.797077Z",
+     "iopub.status.idle": "2024-07-21T23:40:20.408077Z",
+     "shell.execute_reply": "2024-07-21T23:40:20.407258Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.625218,
+     "end_time": "2024-07-21T23:40:20.410556",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:18.785338",
+     "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": "a9c08dd7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:20.435791Z",
+     "iopub.status.busy": "2024-07-21T23:40:20.435383Z",
+     "iopub.status.idle": "2024-07-21T23:40:20.443545Z",
+     "shell.execute_reply": "2024-07-21T23:40:20.442850Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022805,
+     "end_time": "2024-07-21T23:40:20.445503",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:20.422698",
+     "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",
+    "diffusion_path = os.path.join(model_dir_2, f\"diffusion.pt\")\n",
+    "trainer_path = os.path.join(model_dir_2, f\"trainer.pt\")\n",
+    "model_state_path = os.path.join(model_dir_2, f\"model_state.json\")\n",
+    "diffusion_state_path = os.path.join(model_dir_2, f\"diffusion_state.json\")\n",
+    "params_path = os.path.join(model_dir_2, f\"params.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "39567218",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:20.468074Z",
+     "iopub.status.busy": "2024-07-21T23:40:20.467802Z",
+     "iopub.status.idle": "2024-07-21T23:40:20.472155Z",
+     "shell.execute_reply": "2024-07-21T23:40:20.471306Z"
+    },
+    "executionInfo": {
+     "elapsed": 11,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "-YDZUU9QUCwx",
+    "outputId": "50dcb58c-f0de-4f40-f97f-79a3cd23681b",
+    "papermill": {
+     "duration": 0.017762,
+     "end_time": "2024-07-21T23:40:20.473968",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:20.456206",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "375c26f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:20.496541Z",
+     "iopub.status.busy": "2024-07-21T23:40:20.496260Z",
+     "iopub.status.idle": "2024-07-21T23:40:20.612614Z",
+     "shell.execute_reply": "2024-07-21T23:40:20.611598Z"
+    },
+    "papermill": {
+     "duration": 0.130496,
+     "end_time": "2024-07-21T23:40:20.615107",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:20.484611",
+     "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": "9011f814",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:20.640597Z",
+     "iopub.status.busy": "2024-07-21T23:40:20.640285Z",
+     "iopub.status.idle": "2024-07-21T23:40:24.898336Z",
+     "shell.execute_reply": "2024-07-21T23:40:24.897541Z"
+    },
+    "papermill": {
+     "duration": 4.273198,
+     "end_time": "2024-07-21T23:40:24.900642",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:20.627444",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 23:40:22.364049: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-21 23:40:22.364102: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-21 23:40:22.365593: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "18a86984",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:24.924755Z",
+     "iopub.status.busy": "2024-07-21T23:40:24.924171Z",
+     "iopub.status.idle": "2024-07-21T23:40:24.929822Z",
+     "shell.execute_reply": "2024-07-21T23:40:24.928978Z"
+    },
+    "papermill": {
+     "duration": 0.019649,
+     "end_time": "2024-07-21T23:40:24.931720",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:24.912071",
+     "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": "a5e7c240",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:24.957150Z",
+     "iopub.status.busy": "2024-07-21T23:40:24.956470Z",
+     "iopub.status.idle": "2024-07-21T23:40:27.659247Z",
+     "shell.execute_reply": "2024-07-21T23:40:27.658228Z"
+    },
+    "papermill": {
+     "duration": 2.718143,
+     "end_time": "2024-07-21T23:40:27.661579",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:24.943436",
+     "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": "e0819f62",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:27.688107Z",
+     "iopub.status.busy": "2024-07-21T23:40:27.687805Z",
+     "iopub.status.idle": "2024-07-21T23:40:27.693937Z",
+     "shell.execute_reply": "2024-07-21T23:40:27.693048Z"
+    },
+    "papermill": {
+     "duration": 0.021475,
+     "end_time": "2024-07-21T23:40:27.695785",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:27.674310",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, None, True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "b7487557",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:27.719994Z",
+     "iopub.status.busy": "2024-07-21T23:40:27.719711Z",
+     "iopub.status.idle": "2024-07-21T23:40:28.213162Z",
+     "shell.execute_reply": "2024-07-21T23:40:28.212140Z"
+    },
+    "papermill": {
+     "duration": 0.508322,
+     "end_time": "2024-07-21T23:40:28.215535",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:27.707213",
+     "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": "f1b81bfe",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:28.242139Z",
+     "iopub.status.busy": "2024-07-21T23:40:28.241816Z",
+     "iopub.status.idle": "2024-07-21T23:40:28.247967Z",
+     "shell.execute_reply": "2024-07-21T23:40:28.247015Z"
+    },
+    "papermill": {
+     "duration": 0.021751,
+     "end_time": "2024-07-21T23:40:28.249998",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:28.228247",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "b1154b2e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:28.274224Z",
+     "iopub.status.busy": "2024-07-21T23:40:28.273976Z",
+     "iopub.status.idle": "2024-07-21T23:40:28.321043Z",
+     "shell.execute_reply": "2024-07-21T23:40:28.320083Z"
+    },
+    "papermill": {
+     "duration": 0.06159,
+     "end_time": "2024-07-21T23:40:28.323074",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:28.261484",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tab_ddpm.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": "50b5c405",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:28.349400Z",
+     "iopub.status.busy": "2024-07-21T23:40:28.349117Z",
+     "iopub.status.idle": "2024-07-21T23:40:28.354613Z",
+     "shell.execute_reply": "2024-07-21T23:40:28.353842Z"
+    },
+    "papermill": {
+     "duration": 0.020977,
+     "end_time": "2024-07-21T23:40:28.356509",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:28.335532",
+     "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": "834538dd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:28.381134Z",
+     "iopub.status.busy": "2024-07-21T23:40:28.380872Z",
+     "iopub.status.idle": "2024-07-21T23:40:28.384822Z",
+     "shell.execute_reply": "2024-07-21T23:40:28.383940Z"
+    },
+    "papermill": {
+     "duration": 0.018401,
+     "end_time": "2024-07-21T23:40:28.386756",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:28.368355",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "856914f5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:28.411397Z",
+     "iopub.status.busy": "2024-07-21T23:40:28.411110Z",
+     "iopub.status.idle": "2024-07-21T23:40:28.416762Z",
+     "shell.execute_reply": "2024-07-21T23:40:28.415912Z"
+    },
+    "papermill": {
+     "duration": 0.020241,
+     "end_time": "2024-07-21T23:40:28.418641",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:28.398400",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "91c44c56",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:28.443109Z",
+     "iopub.status.busy": "2024-07-21T23:40:28.442841Z",
+     "iopub.status.idle": "2024-07-21T23:40:28.449272Z",
+     "shell.execute_reply": "2024-07-21T23:40:28.448389Z"
+    },
+    "papermill": {
+     "duration": 0.021032,
+     "end_time": "2024-07-21T23:40:28.451320",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:28.430288",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "from ml_utility_loss.util import clear_memory\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": "d9f7616d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:28.477242Z",
+     "iopub.status.busy": "2024-07-21T23:40:28.476966Z",
+     "iopub.status.idle": "2024-07-21T23:40:28.485355Z",
+     "shell.execute_reply": "2024-07-21T23:40:28.484386Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023591,
+     "end_time": "2024-07-21T23:40:28.487253",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:28.463662",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "from ml_utility_loss.tuning import create_objective\n",
+    "from ml_utility_loss.synthesizers.tab_ddpm.params.default import RTDL_PARAMS\n",
+    "import ml_utility_loss.synthesizers.tab_ddpm.params as PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2, filter_dict\n",
+    "from copy import deepcopy\n",
+    "\n",
+    "params = getattr(PARAMS, dataset_name).BEST\n",
+    "\n",
+    "model_params={\n",
+    "    **params,\n",
+    "}\n",
+    "\n",
+    "n_layers = model_params.pop(\"n_layers\")\n",
+    "d_layers_0 = model_params.pop(\"d_layers_0\")\n",
+    "d_layers_i = model_params.pop(\"d_layers_i\")\n",
+    "d_layers_n = model_params.pop(\"d_layers_n\")\n",
+    "d_layers = [\n",
+    "    d_layers_0,\n",
+    "    *[d_layers_i for _ in range(n_layers-2)],\n",
+    "    d_layers_n,\n",
+    "]\n",
+    "model_params[\"d_layers\"] = d_layers\n",
+    "\n",
+    "model_params[\"steps\"] = int(round(epoch_scale * model_params[\"steps\"]))\n",
+    "\n",
+    "rtdl_params = filter_dict(model_params, RTDL_PARAMS)\n",
+    "model_params = {k: v for k, v in model_params.items() if k not in rtdl_params}\n",
+    "model_params[\"rtdl_params\"] = rtdl_params\n",
+    "model_params_ = deepcopy(model_params)\n",
+    "model_params[\"mlu_trainer\"] = mlu_trainer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "98b0bdad",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:40:28.512380Z",
+     "iopub.status.busy": "2024-07-21T23:40:28.512117Z",
+     "iopub.status.idle": "2024-07-21T23:42:24.426282Z",
+     "shell.execute_reply": "2024-07-21T23:42:24.425428Z"
+    },
+    "executionInfo": {
+     "elapsed": 343737,
+     "status": "ok",
+     "timestamp": 1697361491663,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "outputId": "996f2f4a-9065-4001-9854-bff40326818c",
+    "papermill": {
+     "duration": 115.929595,
+     "end_time": "2024-07-21T23:42:24.428825",
+     "exception": false,
+     "start_time": "2024-07-21T23:40:28.499230",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/25449 MLoss: 0.0 GLoss: 0.3495 Sum: 0.3495\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/25449 MLoss: 0.0 GLoss: 0.3013 Sum: 0.3013\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/25449 MLoss: 0.0 GLoss: 0.2872 Sum: 0.2872\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/25449 MLoss: 0.0 GLoss: 0.2773 Sum: 0.2773\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/25449 MLoss: 0.0 GLoss: 0.2705 Sum: 0.2705\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/25449 MLoss: 0.0 GLoss: 0.2613 Sum: 0.2613\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/25449 MLoss: 0.0 GLoss: 0.2524 Sum: 0.2524\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/25449 MLoss: 0.0 GLoss: 0.2472 Sum: 0.2472\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/25449 MLoss: 0.0 GLoss: 0.2423 Sum: 0.2423\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/25449 MLoss: 0.0 GLoss: 0.2417 Sum: 0.2417\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/25449 MLoss: 0.0 GLoss: 0.2379 Sum: 0.2379\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/25449 MLoss: 0.0 GLoss: 0.2333 Sum: 0.2333\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/25449 MLoss: 0.0 GLoss: 0.2322 Sum: 0.2322\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/25449 MLoss: 0.0 GLoss: 0.2278 Sum: 0.2278\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/25449 MLoss: 0.0 GLoss: 0.2252 Sum: 0.2252\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/25449 MLoss: 0.0 GLoss: 0.223 Sum: 0.223\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/25449 MLoss: 0.0 GLoss: 0.2172 Sum: 0.2172\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/25449 MLoss: 0.0 GLoss: 0.2189 Sum: 0.2189\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/25449 MLoss: 0.0 GLoss: 0.2144 Sum: 0.2144\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/25449 MLoss: 0.0 GLoss: 0.2122 Sum: 0.2122\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/25449 MLoss: 0.0 GLoss: 0.2133 Sum: 0.2133\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/25449 MLoss: 0.0 GLoss: 0.2124 Sum: 0.2124\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/25449 MLoss: 0.0 GLoss: 0.211 Sum: 0.211\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/25449 MLoss: 0.0 GLoss: 0.209 Sum: 0.209\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/25449 MLoss: 0.0 GLoss: 0.2095 Sum: 0.2095\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.synthesizers.tvae.wrapper import TVAE\n",
+    "from ml_utility_loss.synthesizers.tab_ddpm.pipeline import train as _train, sample as _sample\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "clear_memory()\n",
+    "\n",
+    "train = dfs[df_name_2]\n",
+    "\n",
+    "model, diffusion, trainer = _train(\n",
+    "    train,\n",
+    "    task_type=task,\n",
+    "    target=target,\n",
+    "    cat_features=cat_features,\n",
+    "    **model_params,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "752e6e9a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015857,
+     "end_time": "2024-07-21T23:42:24.459869",
+     "exception": false,
+     "start_time": "2024-07-21T23:42:24.444012",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "e5563d49",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:42:24.489458Z",
+     "iopub.status.busy": "2024-07-21T23:42:24.488641Z",
+     "iopub.status.idle": "2024-07-21T23:42:24.496474Z",
+     "shell.execute_reply": "2024-07-21T23:42:24.495619Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.024839,
+     "end_time": "2024-07-21T23:42:24.498434",
+     "exception": false,
+     "start_time": "2024-07-21T23:42:24.473595",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "from copy import deepcopy\n",
+    "import json\n",
+    "\n",
+    "if save_model:\n",
+    "    if True or not os.path.exists(model_path):\n",
+    "        torch.save(model, model_path)\n",
+    "    if True or not os.path.exists(diffusion_path):\n",
+    "        torch.save(diffusion, diffusion_path)\n",
+    "    trainer.mlu_trainer = None\n",
+    "    #torch.save(trainer, trainer_path)\n",
+    "    if True or not os.path.exists(model_state_path):\n",
+    "        torch.save(deepcopy(model.state_dict()), model_state_path)\n",
+    "    if True or not os.path.exists(diffusion_state_path):\n",
+    "        torch.save(deepcopy(diffusion.state_dict()), diffusion_state_path)\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": "f661dce8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:42:24.527847Z",
+     "iopub.status.busy": "2024-07-21T23:42:24.527062Z",
+     "iopub.status.idle": "2024-07-21T23:42:40.778756Z",
+     "shell.execute_reply": "2024-07-21T23:42:40.777947Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.268886,
+     "end_time": "2024-07-21T23:42:40.781060",
+     "exception": false,
+     "start_time": "2024-07-21T23:42:24.512174",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for i in range(30):\n",
+    "    seed(i)\n",
+    "    # Create synthetic data\n",
+    "    synth_df = _sample(\n",
+    "        diffusion,\n",
+    "        batch_size=model_params[\"batch_size\"],\n",
+    "        num_samples=len(train)\n",
+    "    )\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": "6714d714",
+   "metadata": {
+    "papermill": {
+     "duration": 0.014963,
+     "end_time": "2024-07-21T23:42:40.811149",
+     "exception": false,
+     "start_time": "2024-07-21T23:42:40.796186",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyP9QeEydtXrVGW6XxyuLIx2",
+   "mount_file_id": "1thrslXDsb3UiDvvPU--356QMeNaiFBdW",
+   "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": 158.632607,
+   "end_time": "2024-07-21T23:42:42.550195",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/2_0/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/2_0/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 0,
+    "epoch_scale": 0.3,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/2_0",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-21T23:40:03.917588",
+   "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