diff --git a/iris/tab_ddpm/5_0/0/synth.csv b/iris/tab_ddpm/5_0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c1b3f1431c7eb9e7d859ae7f7aec9a950be39cf3
--- /dev/null
+++ b/iris/tab_ddpm/5_0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.64806155147799,3.0,6.371513203894264,2.1764041363380886,Iris-virginica
+1,6.218179886127346,2.717643808461277,4.88180662204452,1.7591250679707255,Iris-virginica
+2,6.491085554473377,2.793031889887847,4.554750187341092,1.4832421032257597,Iris-versicolor
+3,5.826291759849446,2.7015627644323468,5.109713562935718,1.9011793247100028,Iris-virginica
+4,5.444982282826313,3.0,4.523171352814802,1.499542040372369,Iris-versicolor
+5,6.087215795381194,2.5903521399409213,5.488137092729906,1.4036373486374907,Iris-virginica
+6,4.990861410990876,3.6095944282099524,1.377895456860931,0.20174765178373363,Iris-setosa
+7,5.986027735310989,2.2224511169986023,3.98296191960656,1.0237655589115489,Iris-versicolor
+8,6.695340895404468,2.8125354496321027,4.7057941238702385,1.47381681148501,Iris-versicolor
+9,4.797766753638366,3.0,1.4086625957598076,0.1,Iris-setosa
+10,5.339880654047596,3.0,4.500657459089124,1.5171872346402735,Iris-versicolor
+11,5.118675584282482,3.7601642776691575,1.5439070827060226,0.1979290114856453,Iris-setosa
+12,5.586025422521487,2.4922016744246815,4.026652601544356,1.2493314382930472,Iris-versicolor
+13,5.21662968946749,2.633035684760542,3.8084801721681965,1.350756418675264,Iris-versicolor
+14,5.56108829324343,2.3894550264506123,3.730234576870858,1.0079664118703684,Iris-versicolor
+15,6.590554164503962,3.0,4.436192674526412,1.4109007236136468,Iris-versicolor
+16,5.486000436115884,2.518476101196916,4.011321854910279,1.318511259183651,Iris-versicolor
+17,5.519565648181451,4.2,1.418543901247177,0.19983534720764387,Iris-setosa
+18,5.585423643291789,2.45497759157314,3.85322099424414,1.0752584580356783,Iris-versicolor
+19,7.652328653678243,2.8852708419144193,6.645527625596781,2.0378745432430656,Iris-virginica
+20,4.791896541416044,3.0,1.3850680915797424,0.2753986650049609,Iris-setosa
+21,5.8105418036663155,2.6960536278653264,5.097891410627581,1.897576241053285,Iris-virginica
+22,4.518003643022861,3.219745505819631,1.347312424435812,0.1982117543340544,Iris-setosa
+23,5.853811460335143,2.2598181652687126,3.9564647831869166,1.026517789037077,Iris-versicolor
+24,4.925695278737438,3.080929817085466,1.5124066689577416,0.1000000923252023,Iris-setosa
+25,6.01455738584698,3.3922583519360274,4.53755814836917,1.5964435850030465,Iris-versicolor
+26,5.8764767944704,3.1686009987951147,4.753384278065268,1.7418464544567667,Iris-versicolor
+27,6.532955869756549,3.1768813813074592,5.265921202885077,2.2170889618720406,Iris-virginica
+28,6.23028239972342,3.3966089932859793,5.51226508840224,2.401854272341572,Iris-virginica
+29,5.11557774964856,3.291081687072211,1.7081260497984054,0.48561241782128195,Iris-setosa
+30,6.290419256784072,3.320076131258929,6.027240075672389,2.5,Iris-virginica
+31,6.092830659479386,2.793598914355602,4.674685149867135,1.2248283073979471,Iris-versicolor
+32,4.780110231563977,3.0,1.3861033882722404,0.3800041404306286,Iris-setosa
+33,4.300000570168292,3.0,1.1079227279535568,0.1,Iris-setosa
+34,5.021870188631406,2.0,3.632253290582898,0.8389092447106161,Iris-versicolor
+35,7.6101374073117025,3.0,6.456240454983707,2.117787685401891,Iris-virginica
+36,6.81082053320933,2.8036349174050126,4.799346333649018,1.4049013255197904,Iris-versicolor
+37,5.03386098768968,2.0,3.674881851433829,1.0251261242500316,Iris-versicolor
+38,6.509162150984733,3.206264243145445,5.076257412709673,2.0112924693460545,Iris-virginica
+39,5.969835554191906,3.296671773436102,4.660047887961148,1.7165381340647632,Iris-versicolor
+40,4.808166348603473,3.40813825780468,1.6206779354674934,0.2016232857574539,Iris-setosa
+41,5.056743046493794,3.3354912251972286,1.595339753020026,0.4464525178713443,Iris-setosa
+42,6.903107252632542,3.083420496270415,5.117553613178342,2.2857789993982442,Iris-virginica
+43,6.02307605897107,3.402921548136844,4.472896183624348,1.591237064261037,Iris-versicolor
+44,6.385335848665883,3.262635714411015,4.726124744114569,1.588468795445615,Iris-versicolor
+45,6.003188540368277,2.8529475235000183,4.644456729274391,1.353482440622762,Iris-versicolor
+46,6.21151957245731,2.769183596836855,4.833829371313441,1.7915889322001881,Iris-virginica
+47,4.772387845457311,3.0,1.391618550829726,0.3136229927082174,Iris-setosa
+48,6.24394994832136,2.7519635372205857,4.835809266933459,1.8093854379602268,Iris-virginica
+49,6.214785547258623,3.400398390387936,5.375752603120178,2.2818403342683555,Iris-virginica
+50,7.696170535352176,2.566941889635001,6.9,2.290178269806973,Iris-virginica
+51,5.00375137843309,3.3853386384058495,1.6280535670644165,0.41356195925772266,Iris-setosa
+52,5.011711859358374,3.3926495745567284,1.5978440666147535,0.333728590365724,Iris-setosa
+53,7.693421295035394,2.584613664374482,6.899998807366209,2.28392245788977,Iris-virginica
+54,7.606478981057082,3.0,6.604367298549412,2.0854479845593037,Iris-virginica
+55,5.478681456038217,3.0,4.523342012672961,1.4766326944665737,Iris-versicolor
+56,4.947050760542863,2.0,3.450862281378547,0.9539620746012751,Iris-versicolor
+57,7.709100326164321,2.601515241850744,6.899998852819923,2.2773324860061304,Iris-virginica
+58,5.029658690293943,3.56808640597694,1.4013024548246267,0.20159200302648814,Iris-setosa
+59,5.603423103159879,3.0,4.5241435911874675,1.4807819785026053,Iris-versicolor
+60,5.283749764334722,2.5063136058985394,3.6630896090300555,1.249370035383596,Iris-versicolor
+61,4.803013955912871,3.402430943496276,1.7928843506265526,0.20005077146924582,Iris-setosa
+62,5.104692909860617,3.3207212617291844,1.6754981172539576,0.4465849264318352,Iris-setosa
+63,6.28614974043555,3.400173357085377,5.5300274510549,2.386998519216042,Iris-virginica
+64,6.009701816207545,2.8565129945304055,4.486683536984915,1.46904604240038,Iris-versicolor
+65,4.5676502218036745,3.128276175637229,1.452663138968366,0.1987829229731734,Iris-setosa
+66,5.507954497925719,2.410442874514343,3.7219089574446067,1.0098355319696586,Iris-versicolor
+67,7.704859118092087,2.5964393495893234,6.9,2.300375003007416,Iris-virginica
+68,4.9938775862178915,3.0,1.5959726975395094,0.20258525005734018,Iris-setosa
+69,6.294640170358478,2.4722954917612823,4.99964405232117,1.9014870482017139,Iris-virginica
+70,6.300370960044893,3.3961235536966834,5.639697839715267,2.397272122904906,Iris-virginica
+71,6.879140823523054,3.2064685176470245,5.83599767703044,2.22242574241909,Iris-virginica
+72,5.870025094677471,3.207820215348207,4.80582242188312,1.8357709181981279,Iris-versicolor
+73,6.528017775852324,3.178740400867501,5.088092841081428,1.9831799337399383,Iris-virginica
+74,4.593694358881029,3.5717080868770483,1.000000497022679,0.19894411439348297,Iris-setosa
+75,5.045988664234839,3.3457606554831694,1.5923121192870209,0.46591475170252167,Iris-setosa
+76,5.095249598511773,3.526575583226447,1.3901028709652987,0.2006643636188716,Iris-setosa
+77,4.388347439469922,2.889242319465848,1.3873253824423277,0.19865999154661984,Iris-setosa
+78,5.5534978702858355,2.3506843384149536,3.7928341646296024,0.9155211180692838,Iris-versicolor
+79,4.300000575384522,3.0,1.09983762718983,0.10000011546531411,Iris-setosa
+80,4.395260616767657,2.875794590509966,1.4109463431117917,0.1994216103413724,Iris-setosa
+81,5.998213851004625,3.4043793658409074,4.514587170255288,1.6103122975484758,Iris-versicolor
+82,4.982188353476937,2.0,3.6147751365228054,1.015722260482241,Iris-versicolor
+83,5.142507063679269,3.4100859071890133,1.4139240339420776,0.20832727948584184,Iris-setosa
+84,5.939114489270767,3.195140861294484,4.79234049210728,1.7770985870555998,Iris-versicolor
+85,5.624188288551696,3.0,4.418115594840429,1.407578460954556,Iris-versicolor
+86,5.092712384742423,2.4706523699592755,2.9575364944986338,1.1042739325185473,Iris-versicolor
+87,6.573105420339688,2.8189765969918543,4.675029641041379,1.5108681368423893,Iris-versicolor
+88,6.7108978144467475,3.1027874707572938,4.736969930740579,1.5100378766355924,Iris-versicolor
+89,5.021625207341931,3.2687602176034587,1.6948402878612807,0.21562264408949972,Iris-setosa
+90,6.231098125006876,3.316965238082505,4.663725945827975,1.5907589675652292,Iris-versicolor
+91,6.197447134483702,3.3912273043946164,5.437229282428286,2.3116426601019513,Iris-virginica
+92,7.6943180214746985,3.0,6.115621133476384,2.2953783146214572,Iris-virginica
+93,5.079748662115741,3.279090176949662,1.7002062534229232,0.4832846907166217,Iris-setosa
+94,6.503544174299605,3.0,5.837508645966897,2.196521147562867,Iris-virginica
+95,4.62889052065389,3.1669314308698233,1.4511118800989165,0.2010234434935331,Iris-setosa
+96,4.830633364911971,3.0,1.4423736018922426,0.10000009671817513,Iris-setosa
+97,4.300000543974203,3.0,1.1007328324799297,0.10000009988705776,Iris-setosa
+98,6.916894556040958,3.114330931746199,5.175801550382141,2.3018451313922728,Iris-virginica
+99,6.085714606418872,2.890672179754851,4.576011223576907,1.4753328939824253,Iris-versicolor
+100,5.528099130107327,3.627608460625233,1.5306929022960716,0.4094524776751036,Iris-setosa
+101,5.804022028125432,2.6909736116825558,5.121409012623993,1.8700860434682702,Iris-virginica
+102,6.4075709644438925,3.2020574645555677,5.296948361050973,2.307393307859854,Iris-virginica
+103,5.080132092645835,2.50625077402456,2.964805179137439,1.1276542024630891,Iris-versicolor
+104,6.595566639846211,3.0,4.409118534604863,1.4063052521014718,Iris-versicolor
+105,6.717632282127249,2.46333216302557,5.818445789220536,1.8032762860571403,Iris-virginica
+106,5.913927881035256,3.204782285355588,4.779468217756249,1.7685951520116527,Iris-versicolor
+107,7.6988567042365155,3.0,6.088096005775778,2.2911776245010484,Iris-virginica
+108,7.673912145669033,2.5697778677595076,6.9,2.276196984434013,Iris-virginica
+109,5.005431194155711,3.0,1.6798827428747272,0.20308671139049583,Iris-setosa
+110,6.231115302769574,2.7170018137260294,4.864984067520063,1.7902861568855266,Iris-virginica
+111,6.108020661622805,2.8138426191597743,4.720928103670589,1.2013797053652606,Iris-versicolor
+112,6.608170385698022,3.160454688133647,4.756669626620347,1.545427369954625,Iris-versicolor
+113,4.913936032841785,3.1209105964846935,1.5189031836112477,0.1,Iris-setosa
+114,6.69512234662472,3.0855624587201596,4.714012165760132,1.499740376990274,Iris-versicolor
+115,4.807233055009184,3.39310328876657,1.881819905575306,0.19797338888575397,Iris-setosa
+116,5.226398907634961,2.7681417279247307,4.044158949207554,1.4298944205710533,Iris-versicolor
+117,6.685047473045497,2.9907644818365404,4.882669613316642,1.623014191908703,Iris-versicolor
+118,6.459787246204159,3.0,5.82007569826184,2.145508921803198,Iris-virginica
+119,5.009428915884232,3.630887006580618,1.3617680135488988,0.20335153148562937,Iris-setosa
diff --git a/iris/tab_ddpm/5_0/0/test.csv b/iris/tab_ddpm/5_0/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/0/train.csv b/iris/tab_ddpm/5_0/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/0/val.csv b/iris/tab_ddpm/5_0/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/1/synth.csv b/iris/tab_ddpm/5_0/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9876f2ec2a8c90784eee21a5e3d8c26a44ec02a2
--- /dev/null
+++ b/iris/tab_ddpm/5_0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.5450095798696735,3.145072340804158,1.417254183782835,0.20240229057498613,Iris-setosa
+1,4.3000010890593625,3.0,1.1133323520543257,0.10000015505881771,Iris-setosa
+2,4.3,3.0,1.10572090802468,0.10000013068352225,Iris-setosa
+3,5.501635416162295,4.199999041260196,1.3985062544690812,0.1992197457426882,Iris-setosa
+4,5.701138863293695,2.84489940578176,4.201829889077727,1.2540705697593921,Iris-versicolor
+5,4.803679471246364,3.0,1.3798626238353977,0.3162768176555056,Iris-setosa
+6,5.711176429015514,2.7927537400330418,4.416310366812947,1.3756113993595314,Iris-versicolor
+7,6.065325812414315,2.824723343113744,5.397838784928533,2.037387024065418,Iris-virginica
+8,6.061108037090315,3.3932542600798676,4.526068813652449,1.5986758080836851,Iris-versicolor
+9,5.0476358164460855,2.503329581727037,2.81477967888601,1.066087766136766,Iris-versicolor
+10,6.643323787657869,3.0068353474926877,4.818728077331989,1.5365749117923013,Iris-versicolor
+11,5.595597308167645,2.914068016536074,3.5766616684183528,1.282805584252246,Iris-versicolor
+12,7.2316488216520245,3.189773951890528,6.014572228832194,1.8047018347085346,Iris-virginica
+13,6.6804407131139305,3.0,4.999638886016339,1.717443551347424,Iris-versicolor
+14,4.400585291390524,2.901776359989489,1.3825958337734512,0.1991994750877629,Iris-setosa
+15,5.122222116773937,3.2690222466367773,1.6963830432832516,0.3033609241022922,Iris-setosa
+16,5.008095461802984,2.000000452426453,3.3461203192328615,1.0138435856357675,Iris-versicolor
+17,5.059690952552425,3.0,1.7532354094808185,0.20087171309567187,Iris-setosa
+18,6.066861685495806,2.9049235106433002,4.671462230331411,1.432373039029717,Iris-versicolor
+19,6.45255288519732,3.21485867723847,5.195290561107999,2.064368500268054,Iris-virginica
+20,7.668734443033928,3.0,6.240871347334783,2.2426151149976405,Iris-virginica
+21,6.325652346115877,3.2896019152506173,5.9817662775448,2.5,Iris-virginica
+22,7.700503192970288,2.594592091539086,6.89999854844642,2.3074486418428393,Iris-virginica
+23,7.237734721678737,3.1886784211152093,6.050863120241277,1.8023562187468403,Iris-virginica
+24,6.581869108395451,3.0,5.7899929572436655,2.2332247755327685,Iris-virginica
+25,4.610320093444068,3.111572448705072,1.5123297751333447,0.19910136141465212,Iris-setosa
+26,5.0876991913312715,3.5161162169527116,1.4049906463349462,0.20466563194061427,Iris-setosa
+27,6.9416146470593825,3.195541749282105,5.83696147726025,2.3022188262215164,Iris-virginica
+28,7.899998870396445,3.831593458959796,6.449061216991727,1.991122225153445,Iris-virginica
+29,6.002679750374063,2.9467960091715093,4.555775704904266,1.5485849777673641,Iris-versicolor
+30,6.106036677390393,2.8154012669961075,4.698467124153921,1.200955600348131,Iris-versicolor
+31,5.804814700298453,2.767154313078684,4.301128306992116,1.122168630947819,Iris-versicolor
+32,6.716531484880716,2.5079046709064974,5.786247454423146,1.7939511035701166,Iris-virginica
+33,7.251171287031218,3.199291018833408,6.120729625124011,1.7794410358842363,Iris-virginica
+34,6.237647869359422,3.4006196744464314,5.470968923978648,2.3200610826761103,Iris-virginica
+35,5.416342030923143,3.8836555319279245,1.3078768855830099,0.3774947920496999,Iris-setosa
+36,6.263846806104907,2.674100097673616,4.861927144190107,1.7966635197920793,Iris-virginica
+37,6.68830904212291,3.0,4.976320660536571,1.71549412074055,Iris-versicolor
+38,5.845212257794054,3.22906474460511,4.358578417935082,1.4252663575349538,Iris-versicolor
+39,4.568115047483298,3.6310854873319047,1.0,0.19606267703824087,Iris-setosa
+40,5.17097917698336,3.409438232146832,1.3735962592471098,0.19543933692935705,Iris-setosa
+41,4.777950988853431,3.0,1.404899338607754,0.10000011788803133,Iris-setosa
+42,6.050971313629873,2.9053816386991165,4.657024512951559,1.4116148839540517,Iris-versicolor
+43,6.744200132622682,2.7839725411437466,4.769383681515025,1.4181871257561216,Iris-versicolor
+44,5.69803980820118,2.9094953896181424,4.056662564482616,1.2414664514576361,Iris-versicolor
+45,5.701049506242318,3.7952272508086073,1.8548857444732136,0.3163737713158715,Iris-setosa
+46,6.2850837871694,3.3956816390260793,5.506679423751162,2.3649036314205367,Iris-virginica
+47,6.210103526027312,2.180059863599904,4.47241957563946,1.4940568544198007,Iris-versicolor
+48,4.983387219899295,2.000000729705251,3.5149765666417903,0.9721914843622753,Iris-versicolor
+49,4.7889088125117745,3.397552302100621,1.5931573364567189,0.19915063712846448,Iris-setosa
+50,5.889790311750266,3.1937668237420853,4.809899661393208,1.8080747229642127,Iris-versicolor
+51,4.99171620860667,3.0,1.594852836023704,0.19815955573608812,Iris-setosa
+52,5.75037239878606,2.8235446912791873,4.3470580712041444,1.3570255359831116,Iris-versicolor
+53,6.104894046567653,2.6031388523486054,5.590801292242244,1.4163270095249654,Iris-virginica
+54,5.769349169363822,2.7821828600684944,5.1056720465853225,2.4049461444475635,Iris-virginica
+55,4.803651547584874,3.399579301339693,1.62369940828761,0.2007610635437546,Iris-setosa
+56,6.794196623364248,3.2055676014850683,5.809317974167129,2.3025746792337465,Iris-virginica
+57,5.658422352091832,2.985494181571957,4.155473326004172,1.2447701905847834,Iris-versicolor
+58,5.795416414242994,2.7137633903555356,5.097648176109257,1.9419494527029024,Iris-virginica
+59,5.005985461004081,3.0,1.6259937969695688,0.2013871268519813,Iris-setosa
+60,6.019779442323112,2.9231320611776654,4.605595629074966,1.4383214173879963,Iris-versicolor
+61,6.863760765682779,3.0815517906767607,5.090146189281992,2.301817282215805,Iris-virginica
+62,4.807472301069316,3.3992602763203514,1.890830975791744,0.19814068831629728,Iris-setosa
+63,4.605570459844645,3.090217668024913,1.522434564710829,0.20185165632770044,Iris-setosa
+64,4.3,3.0,1.1051537778015292,0.1,Iris-setosa
+65,5.4717048666883015,3.0,4.5300106186333835,1.503355189989882,Iris-versicolor
+66,5.352234648455807,2.44938960786504,3.618513388208702,1.0665230894036903,Iris-versicolor
+67,5.085713542540713,2.475019293124218,3.0143711400370963,1.1002735501174128,Iris-versicolor
+68,5.3084554105885555,2.4663336559944025,3.4773997534589016,1.039120874953032,Iris-versicolor
+69,4.3,3.0,1.1050790090757483,0.10000009021672765,Iris-setosa
+70,5.006822845501841,3.0,1.7687812050573912,0.19998802432444246,Iris-setosa
+71,5.693584164496874,2.4285688432289927,3.975927463704558,1.0933886378609874,Iris-versicolor
+72,4.815804924817505,3.0,1.3956404822333777,0.30603146537281295,Iris-setosa
+73,5.503688119373353,3.0,4.511276201233801,1.5007339581352048,Iris-versicolor
+74,5.542935918464754,2.4134197523493883,3.7721545160293437,0.9977424207090845,Iris-versicolor
+75,5.605160979858504,2.9082811295669937,3.662439019550678,1.3030179734714689,Iris-versicolor
+76,5.232486623479712,2.711915740356198,3.918763278285505,1.4120974347937556,Iris-versicolor
+77,4.574292049626651,3.0974960775423406,1.4953058082213295,0.19969037443494575,Iris-setosa
+78,5.091757609393151,2.4876733740018113,2.9034838035032062,1.0779054047696073,Iris-versicolor
+79,6.499771742423989,3.190412377612175,5.144638919357329,2.027891718379673,Iris-virginica
+80,4.300000652138136,3.0,1.1175635382328304,0.10000020782734174,Iris-setosa
+81,5.101114074225448,3.4098860943872946,1.3916996789578309,0.20066664536260218,Iris-setosa
+82,6.094351649370152,2.6024699858322378,5.577839308292513,1.3925980159643099,Iris-virginica
+83,5.996246303984163,3.3955189946463156,4.4887912379515384,1.5740840868395678,Iris-versicolor
+84,6.870860219067221,3.095446598103953,5.111302898346923,2.3040098845375927,Iris-virginica
+85,7.683993454916112,2.6250378449438525,6.8999980785415,2.255635199584862,Iris-virginica
+86,7.049803862453212,3.1982027446532837,5.775043109804376,2.2278915209367596,Iris-virginica
+87,7.70346319906798,2.7937722711929904,6.715819478347548,1.992696917832189,Iris-virginica
+88,7.7053558163780185,2.608169457475097,6.9,2.2842066760128756,Iris-virginica
+89,4.39437041041226,2.9220099221890616,1.382619795343527,0.19960616670272874,Iris-setosa
+90,5.997042250833324,2.1924499952597554,5.007593407847326,1.5093424501624515,Iris-virginica
+91,6.262244340214124,3.317411483811891,4.679580631773142,1.603057030390847,Iris-versicolor
+92,6.532447212136958,2.796488708897927,4.633052647409098,1.4826514729534637,Iris-versicolor
+93,6.035356100082394,2.8386369019859967,4.628924105072754,1.325909736616768,Iris-versicolor
+94,6.671871125331802,2.503124091638497,5.761401815084427,1.7945058892804777,Iris-virginica
+95,5.255812495181047,2.763407282033214,4.057680716434923,1.420663713313285,Iris-versicolor
+96,5.167668117269683,3.4090701222825657,1.3884403827013667,0.19854999598337447,Iris-setosa
+97,7.699119648222114,2.609210535849907,6.8999987388927515,2.307962122338115,Iris-virginica
+98,6.60713206814839,3.17748355767174,5.218722026836765,2.135412368040503,Iris-virginica
+99,7.689949954787216,2.7816271837096918,6.69937197288998,1.9869385005644022,Iris-virginica
+100,7.725863916211044,2.605546189232838,6.899998902748269,2.2773538250949112,Iris-virginica
+101,5.998740264894582,3.4009857005835573,4.526578100399934,1.5881709215903566,Iris-versicolor
+102,5.517278035746472,3.0,4.4988911390804915,1.4953956632268128,Iris-versicolor
+103,6.177630359596277,2.8322189467264494,4.762902237686176,1.7909241824842006,Iris-virginica
+104,7.004636634033993,3.1005100875508615,5.185394500730903,2.302679629270187,Iris-virginica
+105,6.0049827129410165,3.399064454519073,4.491451925231368,1.5845785902843257,Iris-versicolor
+106,5.686385322949286,2.916747189729689,4.189255100866231,1.2755488907550956,Iris-versicolor
+107,5.665710621560281,3.0,4.037088124966401,1.2708759338012576,Iris-versicolor
+108,7.23714306062865,3.2029003984603954,6.017696176673544,1.8216187547167317,Iris-virginica
+109,5.783328565907506,2.7265015629931937,4.193531593641216,1.0211439702272318,Iris-versicolor
+110,7.685444741616789,2.597576996555922,6.9,2.287153601818954,Iris-virginica
+111,6.914302319275154,3.198186706807864,5.71560061954192,2.298447323407561,Iris-virginica
+112,6.270260629247872,2.4847676404349,4.993623499710902,1.8740845873193388,Iris-virginica
+113,4.3,3.0,1.0816367586794793,0.1,Iris-setosa
+114,4.412425740813218,3.1372022760291456,1.3022408951314477,0.199642245049833,Iris-setosa
+115,4.884865800673288,3.0945878785122947,1.5101245982170397,0.1,Iris-setosa
+116,6.869874163020747,3.104934375246316,5.109926479361432,2.2907984930397807,Iris-virginica
+117,6.801042674555714,2.7991088436079554,4.790275252587454,1.379213603474985,Iris-versicolor
+118,5.554772414290371,3.8020139157667945,1.4471624211115468,0.3906454094729,Iris-setosa
+119,6.352595214333752,3.2836197228197332,4.703819162727143,1.581192706634687,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/1/test.csv b/iris/tab_ddpm/5_0/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/1/train.csv b/iris/tab_ddpm/5_0/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/1/val.csv b/iris/tab_ddpm/5_0/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/10/synth.csv b/iris/tab_ddpm/5_0/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bab2aeaa46ef9a00acaee455dad3bbdc47b915d2
--- /dev/null
+++ b/iris/tab_ddpm/5_0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5137780894284365,2.500201860029816,3.9737810755458347,1.2984556811510533,Iris-versicolor
+1,6.063528230396113,2.8908265742639583,4.712261554313875,1.38709395546325,Iris-versicolor
+2,6.2501278116275305,2.728134192674743,4.870374316399641,1.8129943740050123,Iris-virginica
+3,6.00953181774762,3.4010905570830348,4.478310599216252,1.5995971924357102,Iris-versicolor
+4,6.643486326314653,3.064569065142136,5.8161023611320815,2.2649991800676346,Iris-virginica
+5,5.01380977327757,2.0,3.4620957757601545,0.9668248899652073,Iris-versicolor
+6,5.215744063042238,2.495804052053807,3.211459809431295,0.9938363164057783,Iris-versicolor
+7,5.799651399280435,2.7011272912537656,4.077123971907582,0.9880091655718758,Iris-versicolor
+8,6.636626429796807,2.8558362097251795,4.668333302960841,1.4917813575429764,Iris-versicolor
+9,7.645476968484016,2.603873056594475,6.899997855162702,2.274137598997739,Iris-virginica
+10,5.01435834965461,2.0,3.6104401791637875,0.9527449459781788,Iris-versicolor
+11,5.020862309929914,2.0,3.3503959601926887,1.068854251110465,Iris-versicolor
+12,4.801327429049199,3.3727547427517313,1.684564847496954,0.20139909258129862,Iris-setosa
+13,6.759533642818993,2.515508046728385,5.978102176268867,1.8230302084753252,Iris-virginica
+14,4.9754998559980175,3.597772127756442,1.380132315015052,0.20076711838401262,Iris-setosa
+15,5.528960680586703,2.448651195408196,3.963144937477873,1.2290119332879497,Iris-versicolor
+16,4.801528280329373,3.3954115479679996,1.8161498004775916,0.20132550063260773,Iris-setosa
+17,7.688591591606035,3.0,6.178393035250982,2.2875277880446934,Iris-virginica
+18,5.582849202304072,3.0,4.4753674656987155,1.4878010763806078,Iris-versicolor
+19,5.986312156951705,3.4063140301972004,4.493540880793743,1.5895083597111215,Iris-versicolor
+20,4.86963903917871,3.3931479576352697,1.593525698135007,0.2271912040540256,Iris-setosa
+21,4.6208652916837325,3.095070502270383,1.5176274100383227,0.19793768282346516,Iris-setosa
+22,6.051278159071625,2.8964984548260175,4.642143906812148,1.4375098138861775,Iris-versicolor
+23,5.911050827956021,3.1985180234775212,4.821300574244198,1.7945318787833626,Iris-versicolor
+24,6.466644299892067,3.2220896306490827,5.1750342571800685,2.1196644343088287,Iris-virginica
+25,6.381893124777692,3.2149680723513416,5.310888122782289,2.3104618249992694,Iris-virginica
+26,4.813323498881471,3.0,1.4070213971239616,0.10000010853809023,Iris-setosa
+27,7.9,3.7765362224561456,6.361021249530956,1.9272794583218915,Iris-virginica
+28,5.359870608592166,3.4029836196129772,1.4946874575282436,0.4640255033953929,Iris-setosa
+29,6.108913174713628,2.591823831290752,5.5321771608333705,1.4215790599680866,Iris-virginica
+30,4.406551168612801,3.163231928594194,1.3169285459977997,0.20028586236989124,Iris-setosa
+31,6.703638950148705,3.0,4.9922148222621505,1.6912788442265938,Iris-versicolor
+32,6.2744817055342565,2.724938181143021,4.870973542264209,1.7668911700171812,Iris-virginica
+33,7.70899170849555,3.0,6.101546395953786,2.299680613209411,Iris-virginica
+34,5.031158253147508,3.6036632880336033,1.4045119416022975,0.20286782115769939,Iris-setosa
+35,6.274568597906188,3.4002418250563977,5.551931446886914,2.3853284498388794,Iris-virginica
+36,5.982903179699146,3.4009382757069884,4.5163681378731555,1.6157505863574297,Iris-versicolor
+37,5.1001283425012645,3.324585059002751,1.7283288402174195,0.48279742588185637,Iris-setosa
+38,5.2100517221140885,3.397353789034512,1.4006351466509575,0.2020814528804154,Iris-setosa
+39,5.551587099676436,2.495209246820176,3.8990499126077953,1.1310468403202916,Iris-versicolor
+40,5.832376874915276,2.7241988884707338,4.224574443021109,1.0169657044100888,Iris-versicolor
+41,6.398544276172669,3.216114164601731,5.32301344088894,2.3033549244733598,Iris-virginica
+42,6.710114983894678,3.0,4.991231062666171,1.707865929301597,Iris-versicolor
+43,5.791728279730246,2.795564970926474,5.094202329773233,2.405116847532952,Iris-virginica
+44,5.404153037777106,3.891678034467563,1.3326571436055337,0.35630973191784815,Iris-setosa
+45,5.004211648480837,2.0000006677341267,3.366877207629801,1.0070227739049178,Iris-versicolor
+46,5.695319926645295,3.7726472718544297,1.6521820359616652,0.3777621105794407,Iris-setosa
+47,5.055286684403642,3.6121749614154397,1.4042041220773436,0.20374652902130402,Iris-setosa
+48,5.809907278240153,2.657047002698784,4.109135716887096,0.923368855214149,Iris-versicolor
+49,6.465374317306618,3.1970762320086705,5.168640584441233,2.1391104196314235,Iris-virginica
+50,6.010091143661198,2.193273876090956,5.026993126615616,1.4880922001769878,Iris-virginica
+51,6.239401033865929,2.1662698851394557,4.439824608628064,1.5048087068923588,Iris-versicolor
+52,5.522648656058836,3.0,4.437691718525248,1.4593081435423243,Iris-versicolor
+53,6.222581068165702,2.1873691481576074,4.469398690525105,1.47853207358232,Iris-versicolor
+54,5.927459867757752,2.8087326579984384,4.620392647211394,1.268898314828773,Iris-versicolor
+55,6.013757865461357,2.2130344828764903,5.003744494139051,1.5172788790902434,Iris-virginica
+56,5.88221475857946,3.1880624934799155,4.789527182927897,1.7845243527347465,Iris-versicolor
+57,5.902668311747665,3.208956680944717,4.788159115169319,1.7883835978222558,Iris-versicolor
+58,5.798180586301083,2.695892267169585,5.127414407035394,1.8956727679912353,Iris-virginica
+59,6.854366273038025,3.2017820491637203,5.600405259311314,2.29332619363028,Iris-virginica
+60,6.181503266419365,2.2032345681546865,4.481298947771712,1.4866638170553532,Iris-versicolor
+61,6.025570818099622,2.198912986881515,5.030565000783041,1.5013359168841482,Iris-virginica
+62,6.197392745269741,3.3774381952648795,5.383706907890871,2.29094346950692,Iris-virginica
+63,6.189249096943773,2.805753279705866,4.772547834128015,1.801237793289764,Iris-virginica
+64,5.469325100242868,3.0,4.521233404470487,1.498318840375423,Iris-versicolor
+65,5.1237966227079434,2.5256246864594556,3.3339309855311843,1.2188784015072733,Iris-versicolor
+66,4.300000985446854,3.0,1.1140459558291302,0.10000009149894999,Iris-setosa
+67,6.196833403388529,2.2101609476592983,4.533230698239465,1.5070605487297843,Iris-versicolor
+68,5.8198181031639,2.8260439304564726,4.5681171921003765,1.3211374630987904,Iris-versicolor
+69,7.092711251696327,3.17832813900482,5.720790915074826,2.176437230501221,Iris-virginica
+70,7.682716403158719,2.7926417208699053,6.678679806210751,2.015786577108575,Iris-virginica
+71,6.6289383423133685,3.0,4.457011779767022,1.4200972442594109,Iris-versicolor
+72,6.519986522533348,3.0,5.9017966394666965,2.1861442877766,Iris-virginica
+73,5.610405469734567,2.928729722633995,3.772809059260247,1.2859807428748646,Iris-versicolor
+74,5.012787084725909,2.000000946049737,3.4922665932098234,0.9118879689908385,Iris-versicolor
+75,4.599521130950716,3.1073308502637036,1.5133885128610445,0.2000133841710826,Iris-setosa
+76,5.163610483130679,3.4455756421713404,1.3910341706082443,0.20108741087244764,Iris-setosa
+77,4.3,3.0,1.1223248876949352,0.1,Iris-setosa
+78,6.736172499855122,2.811161490919639,4.760644914608967,1.4233242393270338,Iris-versicolor
+79,4.783893522285298,3.0,1.3668522219834898,0.29064969032316124,Iris-setosa
+80,5.003977480732801,3.368964700303476,1.5983194554091842,0.48003853167506605,Iris-setosa
+81,5.619302744975439,2.9483844223218414,3.6553424749408925,1.2716670639354715,Iris-versicolor
+82,6.152458962139017,2.9117449773421678,4.706823077926907,1.408007143298688,Iris-versicolor
+83,4.596307428279545,3.622625387859904,1.0000003636258752,0.20635928519545604,Iris-setosa
+84,4.53194220228662,3.0,1.448431402352395,0.20072078947759336,Iris-setosa
+85,5.018381428213038,3.6237894971089535,1.376148603509366,0.19951741585495322,Iris-setosa
+86,7.022505292855888,3.0799037283400996,5.095321492796006,2.3111942311193996,Iris-virginica
+87,7.7008088136935475,2.6334136618093336,6.9,2.3165697515140056,Iris-virginica
+88,7.692459071023956,2.6138933981323067,6.899997790775356,2.266365856544139,Iris-virginica
+89,5.104854512559691,3.3358184665664052,1.5868046138332101,0.5183828094276528,Iris-setosa
+90,4.590377845129916,3.6480936494134006,1.000000496695901,0.2034080403745801,Iris-setosa
+91,6.180172237677312,2.2028130098784446,4.5153904479650695,1.4888398878575855,Iris-versicolor
+92,5.004333342985024,2.0,3.570990770966225,1.0882292443922008,Iris-versicolor
+93,5.207756977171287,2.7261089192600063,3.9403257449697984,1.421567958711721,Iris-versicolor
+94,6.49374221420573,3.0,5.848412494954006,2.1943014557683975,Iris-virginica
+95,7.619049776013406,3.0,6.608440948882553,2.1200589668539944,Iris-virginica
+96,4.815341948675709,3.398129464735869,1.8126841668265514,0.19905528899145358,Iris-setosa
+97,7.9,3.865939870627776,6.397301493491725,2.0250956436603422,Iris-virginica
+98,6.825990760007801,3.201592103079805,5.756572926898701,2.291067629937321,Iris-virginica
+99,5.554289402593304,2.465089359085061,3.809476676774059,1.0721473535190782,Iris-versicolor
+100,5.415923309988379,3.8531174599593516,1.2987123187868177,0.36608950622172054,Iris-setosa
+101,7.699564732882103,3.0,6.086674949523195,2.2893524757752846,Iris-virginica
+102,5.979840161456961,3.407283624528386,4.452139829865664,1.5934890770863364,Iris-versicolor
+103,6.696695353573004,3.0,4.965633948612355,1.698151055951516,Iris-versicolor
+104,5.177621610850099,2.4944883041039296,3.5748454869473156,1.1260563198065343,Iris-versicolor
+105,5.7753116853181545,2.798079613778395,5.1597272169567745,2.3989947172659263,Iris-virginica
+106,4.30000090552563,3.0,1.1070839386307745,0.10000012642021655,Iris-setosa
+107,7.734337344250121,2.6044094750347186,6.9,2.3070197701462405,Iris-virginica
+108,4.570639353987889,3.6280761533495203,1.0000003866455849,0.19904221136898245,Iris-setosa
+109,5.680799312524223,2.553775188576002,4.003204074846512,1.0672264127023332,Iris-versicolor
+110,7.9,3.86904079979149,6.454299419670473,1.9860163524709191,Iris-virginica
+111,4.784036607597457,3.4026406087008843,1.6635677101129827,0.19904302502319687,Iris-setosa
+112,4.814319760483944,3.4043208987255826,1.713316658133635,0.20065172886542684,Iris-setosa
+113,4.8297128266978895,3.0,1.449214637717719,0.2657276870819053,Iris-setosa
+114,6.695635923683828,3.0,4.985311168692631,1.6773818145343562,Iris-versicolor
+115,6.199325864460683,2.7867307165270043,4.8197658503586975,1.808306543397096,Iris-virginica
+116,6.115372282032226,2.78016778451416,4.716333157882833,1.1734215676487747,Iris-versicolor
+117,5.020957482396334,2.000000708337246,3.5805371663385612,1.0583707077789501,Iris-versicolor
+118,4.607782570715434,3.2093111576588873,1.4201809140563724,0.19773411918965572,Iris-setosa
+119,5.015744553086328,3.0,1.5809037446847576,0.20091375304524214,Iris-setosa
diff --git a/iris/tab_ddpm/5_0/10/test.csv b/iris/tab_ddpm/5_0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/10/train.csv b/iris/tab_ddpm/5_0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/10/val.csv b/iris/tab_ddpm/5_0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/11/synth.csv b/iris/tab_ddpm/5_0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a2fdcdffa83917aeefa4a1000e402b015be02546
--- /dev/null
+++ b/iris/tab_ddpm/5_0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.100079373559352,3.290703134408905,1.738583326672134,0.5413416993722723,Iris-setosa
+1,6.246590518613363,3.397124035352804,5.528434883433803,2.3633906260040223,Iris-virginica
+2,6.29070030304778,3.2922004572808037,6.043989313562791,2.4999998040651703,Iris-virginica
+3,5.709117690219673,2.8746910024531096,4.3033100284267265,1.341924964526653,Iris-versicolor
+4,5.092890753456576,2.4764889443561975,2.916536211910767,1.1294645066574729,Iris-versicolor
+5,4.899347599973055,3.0956390937646177,1.5118521475068183,0.1000001218349207,Iris-setosa
+6,4.796910343015185,3.0,1.4182824208586635,0.10000009317962459,Iris-setosa
+7,4.789399186610104,3.0,1.3773803709580799,0.1,Iris-setosa
+8,5.790378947509769,2.7010638789999204,5.112207222511543,1.8878835456946303,Iris-virginica
+9,5.488992467768202,3.0,4.5275252181631505,1.4977936086587935,Iris-versicolor
+10,7.030199727683102,3.1589966684419992,5.6586619979538275,2.2899193146680035,Iris-virginica
+11,6.016501205089278,2.2119414822989447,4.996551240953736,1.4929387340913636,Iris-virginica
+12,7.553916734951084,3.0,6.563753228202149,2.0783065487895125,Iris-virginica
+13,5.674224997488572,2.780105925270292,4.450547985775753,1.2864345028371174,Iris-versicolor
+14,4.3000007918030425,3.0,1.1091936026476652,0.10000016409526956,Iris-setosa
+15,5.112148357687468,3.8329851492301446,1.7664721033487765,0.19951173162166097,Iris-setosa
+16,7.899998579842883,3.7913658234060685,6.393259077698208,1.9965591114481216,Iris-virginica
+17,4.857039334637463,3.0192329629880437,1.4565307223416515,0.10000009085794485,Iris-setosa
+18,5.792589466212555,2.697889387269278,5.1220151712379005,1.896785165596589,Iris-virginica
+19,5.849116007721965,3.193137891777944,4.778877546591958,1.782512085150447,Iris-versicolor
+20,6.051124763611102,2.9221772758061246,4.509212860908306,1.5025183971130758,Iris-versicolor
+21,6.30006932710189,3.318579474084921,6.00086306503577,2.5,Iris-virginica
+22,6.280625039062426,3.292467699334332,5.957360819455312,2.499999733424616,Iris-virginica
+23,7.1624797530329225,3.2133185148922627,6.032756642964047,1.8285724370686185,Iris-virginica
+24,5.797384947483259,2.8081494255747415,5.110395604036217,2.4009861990462342,Iris-virginica
+25,6.544098699809888,3.0,5.873597126581381,2.2161371597854216,Iris-virginica
+26,5.998497337563678,2.2327179330378693,4.061816883446278,1.0507312936357407,Iris-versicolor
+27,7.9,3.8447242069495458,6.403426934490742,2.006749015283465,Iris-virginica
+28,4.8079944253783875,3.0,1.4038634792564952,0.1,Iris-setosa
+29,6.65458184999819,3.0,4.570479040480639,1.4195845729368217,Iris-versicolor
+30,5.965121569420276,2.217177688206032,4.012008807778579,0.9478120715971687,Iris-versicolor
+31,6.6910994642777935,3.0,5.007823870221011,1.7072770026106092,Iris-versicolor
+32,5.403802679336555,3.917706955263727,1.2697201687007462,0.39148058382892564,Iris-setosa
+33,5.5736947748168335,3.6743306437618357,1.547904754262824,0.32756600937115693,Iris-setosa
+34,5.067186274666599,3.2920234665644603,1.684605229558202,0.5381121977783621,Iris-setosa
+35,6.478683788304129,3.1640424042334763,5.07718712237553,2.046396893101824,Iris-virginica
+36,6.063605598854846,2.590642894391705,5.590358451240439,1.3917975870897608,Iris-virginica
+37,6.196101691899785,2.204918220028403,4.487990261789405,1.506128339677113,Iris-versicolor
+38,4.9768935108683605,3.650236681556549,1.4075590376945133,0.20283879034601085,Iris-setosa
+39,4.781665332197674,3.3915088400426754,1.70690485161153,0.200379195049669,Iris-setosa
+40,5.168735886210577,2.696678825470258,3.9273113927598273,1.4063471130487852,Iris-versicolor
+41,6.283804702426357,3.300169041498595,5.993420962045052,2.5,Iris-virginica
+42,5.603640068497123,2.509039469538262,3.919367806379453,1.1044197344754936,Iris-versicolor
+43,5.021552917700057,3.5772442279766805,1.4022200154146531,0.19823587043357999,Iris-setosa
+44,4.884909330686102,3.066462209915785,1.4925483656596374,0.1,Iris-setosa
+45,5.53197743392525,2.361452441172601,3.7120960152994646,0.8684179753883886,Iris-versicolor
+46,5.293433987212796,3.78378635074441,1.5779015524661621,0.2341436950978377,Iris-setosa
+47,4.889489612278496,3.102260710544945,1.4995401670543276,0.1,Iris-setosa
+48,4.800526666004229,3.403673618910848,1.7648089181480109,0.20019744217549493,Iris-setosa
+49,4.975755479895753,2.0,3.318191911308885,0.9342526146831379,Iris-versicolor
+50,6.008127459727108,3.394871738464625,4.505325065833748,1.6036778542115284,Iris-versicolor
+51,5.663328926703272,2.8985857708332867,4.041011437419468,1.3364428864592077,Iris-versicolor
+52,6.847577504235092,3.1026817831588853,5.084145519631465,2.293957473584759,Iris-virginica
+53,6.083944938073757,2.769328559428784,4.674328707310684,1.177333985134731,Iris-versicolor
+54,7.690765492032474,2.5935215106264207,6.9,2.306288093563618,Iris-virginica
+55,6.7023726670034085,2.4989423821326993,5.841373483185039,1.8073592609637108,Iris-virginica
+56,6.07047103570923,3.3823678171359304,4.565048513215099,1.6013417579026743,Iris-versicolor
+57,4.3,3.0,1.0892342805922537,0.1,Iris-setosa
+58,4.814447908750071,3.409207229868536,1.9834967958303849,0.1963424812487628,Iris-setosa
+59,7.711980170555363,2.593445818304474,6.899998849098474,2.276624531271228,Iris-virginica
+60,6.302852799241845,3.3045585343193333,4.682621371571153,1.5991740161886216,Iris-versicolor
+61,6.1966331857579435,2.211774724563945,4.49733835717678,1.4850886783114048,Iris-versicolor
+62,6.967121152115608,3.087188133528909,5.078692746144997,2.3058472942169486,Iris-virginica
+63,4.4914387475424,3.2022807965821096,1.3558295971543313,0.19497512595881833,Iris-setosa
+64,7.653204077752879,3.0,6.144690818911324,2.2713632647962476,Iris-virginica
+65,7.710243611072971,2.608648801696227,6.9,2.2850710918471218,Iris-virginica
+66,6.712753157185895,3.0,5.009033278988561,1.7037765966488638,Iris-versicolor
+67,6.4601717076804155,3.213260180154952,5.09835420531616,2.0437018989413316,Iris-virginica
+68,5.006305108855609,3.405703345246244,1.660443206295789,0.4187339094936099,Iris-setosa
+69,6.074086317291689,2.591432573909828,5.608487795080354,1.3741795141052722,Iris-virginica
+70,6.31329842044563,2.6431658281147286,4.907114933920207,1.8069261716011096,Iris-virginica
+71,6.2794455493592825,2.4632356069718497,4.967755432605296,1.8370333004977433,Iris-virginica
+72,4.3,3.0,1.0881492494845304,0.1000001228245031,Iris-setosa
+73,7.899998987301194,3.8315676715942164,6.405588377902776,1.994029396371426,Iris-virginica
+74,5.94846402980883,2.827238668772498,4.639562309128281,1.298311468236772,Iris-versicolor
+75,5.817239135574455,2.7780259036960953,5.086393940610905,2.4023704738133214,Iris-virginica
+76,5.415770660112339,3.915638087866446,1.2740126574579298,0.5039626994604052,Iris-setosa
+77,6.440220337438472,2.995710739468079,4.35894169428918,1.3941284362152373,Iris-versicolor
+78,6.682690717231514,3.0,4.993982627763414,1.7079483593064235,Iris-versicolor
+79,5.771438934925499,2.698002589065956,5.091406024660885,1.8887397290748986,Iris-virginica
+80,5.0943221422668294,3.264650068346028,1.6766090672190412,0.44220311915608634,Iris-setosa
+81,6.700564671910025,3.0847658217262377,4.753947892094977,1.5226922591374932,Iris-versicolor
+82,5.619947723223668,2.7859604640630553,4.328561047687867,1.3645207681482632,Iris-versicolor
+83,5.7530711001853625,2.8090433063520037,4.490392172307403,1.3037142801782995,Iris-versicolor
+84,5.7904581848719925,2.6997596749751853,5.10691172703502,1.9112315187809026,Iris-virginica
+85,4.5613361282548155,3.2083823967537524,1.3638538621867473,0.19599040177632898,Iris-setosa
+86,5.989438105016446,2.218333089147726,5.0011143662240025,1.4930029830412113,Iris-virginica
+87,4.9711525311328,3.6239981078056,1.6233797100392158,0.2014688170911573,Iris-setosa
+88,5.999392335485359,2.2314392170813124,4.997320744681533,1.5102283605972802,Iris-virginica
+89,5.887760229067428,3.2050435466946543,4.823786023459186,1.7747887488526903,Iris-versicolor
+90,4.3000006413407705,3.0,1.1059989585221628,0.10000014894197698,Iris-setosa
+91,5.685638141171884,2.965286947130252,4.283868814874652,1.2489791133017762,Iris-versicolor
+92,4.759663083038832,3.396391619197312,1.9672231920347856,0.20035332255635915,Iris-setosa
+93,4.924404396544437,3.4021206050781054,1.6078053628183409,0.2621951421661961,Iris-setosa
+94,4.598315056147111,3.614431600077896,1.0,0.19481081062188915,Iris-setosa
+95,6.332312754257842,3.2919855684044204,6.044510659358541,2.4999995497446728,Iris-virginica
+96,5.015923801530595,3.3888076946823795,1.6232919229957194,0.45380396595112327,Iris-setosa
+97,6.017533133107249,2.210167635834977,5.001520052064573,1.5095180910423893,Iris-virginica
+98,5.100784787070925,3.275483905670995,1.6152920839600673,0.3405049771690391,Iris-setosa
+99,5.799357139805415,2.810671395256916,5.1851736385959235,2.4013868272434875,Iris-virginica
+100,6.67612451339059,3.0,4.981714391954512,1.6727110810928354,Iris-versicolor
+101,5.608558355101568,2.8925991848853774,3.6559268406685486,1.2719710158396793,Iris-versicolor
+102,5.132323678834227,2.645327713056658,3.8551427579019535,1.384936087311343,Iris-versicolor
+103,5.808119426405193,2.702727817044064,5.135575325081746,1.8924134953931355,Iris-virginica
+104,5.531095486324153,2.54902598815411,3.843436704214167,1.19441903291979,Iris-versicolor
+105,4.774492860851701,3.0,1.4049312735780684,0.2825019110685867,Iris-setosa
+106,5.723474641748795,2.993439911298705,4.250118974250374,1.2503132291356613,Iris-versicolor
+107,5.514852745003907,3.0,4.428539265132139,1.472258765944002,Iris-versicolor
+108,6.733969255244113,2.5063320652855934,5.89872483914443,1.8165805512669324,Iris-virginica
+109,5.024740637434371,2.0,3.5246770941724437,0.9914511492177264,Iris-versicolor
+110,7.899998647518726,3.7567566941648765,6.41468761435333,1.952003295613516,Iris-virginica
+111,6.691220983710347,2.9159403002252664,4.65450042323919,1.4298775551409344,Iris-versicolor
+112,6.063517420585596,2.9154037274289575,4.615248294682199,1.458647839535843,Iris-versicolor
+113,7.9,3.7745213339545414,6.402710540292312,2.0307290469110493,Iris-virginica
+114,4.587204014684189,3.6480316351693762,1.0,0.20085183713351182,Iris-setosa
+115,7.699122222832495,2.6049657001057396,6.9,2.306224542292914,Iris-virginica
+116,5.117419282556357,3.385502260424741,1.560475034402162,0.43826724884091706,Iris-setosa
+117,6.708102426434574,2.501564304943819,5.845098036628419,1.796679586608711,Iris-virginica
+118,6.829535794705817,3.118748671478249,5.16581363339014,2.3035567776755683,Iris-virginica
+119,7.9,3.8372849473008093,6.385478997776384,2.0251761286195826,Iris-virginica
diff --git a/iris/tab_ddpm/5_0/11/test.csv b/iris/tab_ddpm/5_0/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/11/train.csv b/iris/tab_ddpm/5_0/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/11/val.csv b/iris/tab_ddpm/5_0/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/12/synth.csv b/iris/tab_ddpm/5_0/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bed61c4ff67c4098ae7060532a7cce0eb523b52b
--- /dev/null
+++ b/iris/tab_ddpm/5_0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.443613342234275,3.1802590108764144,5.276004678138005,2.300839332317639,Iris-virginica
+1,6.622996886393155,3.0,4.416499003515468,1.3887661811653456,Iris-versicolor
+2,5.483701244822769,4.2,1.3795052861569062,0.19696975434396788,Iris-setosa
+3,4.996914446472698,3.0,1.6906993707376121,0.21039279577755704,Iris-setosa
+4,6.188399744988623,2.8390736070441513,4.785977531475508,1.8063413100096217,Iris-virginica
+5,5.974072043485271,2.865519452317904,4.619531444958483,1.3320304424181788,Iris-versicolor
+6,5.8952683239432515,3.208705278191011,4.788316746513931,1.8075689345557842,Iris-versicolor
+7,5.783873762447184,2.6866195320421093,4.095341087392933,0.9191634285516488,Iris-versicolor
+8,6.442237466716232,3.152369498017709,5.1294011374591975,2.0264017724957717,Iris-virginica
+9,4.888036530439608,3.061168166641775,1.4671714267762066,0.1,Iris-setosa
+10,4.797595796155308,3.3978493533896392,1.7226686858593168,0.2008186268534726,Iris-setosa
+11,5.371340467421345,3.8763325917461535,1.2978740327641256,0.4322652504338762,Iris-setosa
+12,7.61133348542764,3.0,6.613219701574564,2.128827520092492,Iris-virginica
+13,5.600908257646134,2.5125544213314552,3.963075499395668,1.2061797219835906,Iris-versicolor
+14,5.420009814871719,3.0,4.500550127435007,1.4893129660793831,Iris-versicolor
+15,5.808243904000273,2.6832933423621688,4.081188427823788,0.9392503749076252,Iris-versicolor
+16,6.695083936330333,3.0,5.001128748165578,1.690407480438988,Iris-versicolor
+17,4.804118371642328,3.0,1.3976953211591365,0.31827741810955773,Iris-setosa
+18,5.0931917509299165,3.7574622942420466,1.599678557784319,0.19711117647927429,Iris-setosa
+19,5.3596208103465175,3.594635195659474,1.432973903460394,0.26338218304593797,Iris-setosa
+20,6.788720036194551,3.1878066204874496,5.909771282199021,2.295166149951893,Iris-virginica
+21,6.139635719290596,2.9105201977321826,4.7021293397766994,1.4333411130291138,Iris-versicolor
+22,7.9,3.7592167609150877,6.416694677565022,2.006107358140689,Iris-virginica
+23,4.8161535160637445,3.0,1.4032814437344432,0.1,Iris-setosa
+24,6.258664497428228,3.2912993385478186,5.960669013700552,2.499999698274021,Iris-virginica
+25,4.84446775147445,3.0,1.4220619664569294,0.10000011098233298,Iris-setosa
+26,4.3983098872142286,3.1999792657500814,1.2926609419662454,0.19749477957345032,Iris-setosa
+27,6.599848599615274,3.0,4.412885840189818,1.3957076851838022,Iris-versicolor
+28,5.396561152165273,3.9119278452945547,1.2965625793697884,0.41586402251856797,Iris-setosa
+29,5.808179452889482,2.7194665253380483,4.122405332695568,1.041281876263342,Iris-versicolor
+30,5.808274404136951,2.820764817842434,5.094707360608435,2.39511812910288,Iris-virginica
+31,6.450138425482448,2.503007935868196,5.403713038768487,1.8446753215508462,Iris-virginica
+32,5.674934568779327,3.0,4.228795939441131,1.25029303372039,Iris-versicolor
+33,4.812445529820971,3.0,1.3981211955365365,0.3203853862771689,Iris-setosa
+34,4.651838451919248,3.2015118275985754,1.397765511193945,0.20190121726739704,Iris-setosa
+35,5.008085453281978,3.0,1.7296669510197475,0.1949760743039526,Iris-setosa
+36,6.235950752900496,3.3632405194886,5.3032061614254085,2.2140513074024195,Iris-virginica
+37,6.222836796021816,2.8572198890362923,4.539764546604295,1.4879075276150129,Iris-versicolor
+38,6.202959780057901,3.3939776355145237,5.472847872636746,2.303486069050444,Iris-virginica
+39,5.142650032781165,3.425917705637788,1.3958457767316998,0.1997738303314806,Iris-setosa
+40,6.1827186085013865,2.1971162916689115,4.473506119333768,1.5008934915223155,Iris-versicolor
+41,5.370177402188842,3.3928600637218054,1.5171996433850528,0.4225354757236611,Iris-setosa
+42,5.690596075802775,3.0,4.215599768321719,1.2258415644762855,Iris-versicolor
+43,5.345114596475396,3.0,4.431957810294199,1.5023638256795395,Iris-versicolor
+44,6.522952442770522,2.797663975755151,4.564011597343435,1.5193726693065734,Iris-versicolor
+45,5.1632982734985085,2.4501170295490198,2.988194424429575,1.054452090870835,Iris-versicolor
+46,6.568438738013129,3.0,4.418724090847014,1.408069323644048,Iris-versicolor
+47,5.495877968158313,2.409508698053644,3.735008659140713,0.9631252286533859,Iris-versicolor
+48,5.894066800383225,2.797602906768939,4.621151962025901,1.237949956282808,Iris-versicolor
+49,5.022642839018558,3.7820494076071958,1.592447068655577,0.19941696675101317,Iris-setosa
+50,5.144675258390569,2.547065995110776,3.3683593784750054,1.1709438384962245,Iris-versicolor
+51,4.993640979513596,3.0,1.5781634770239021,0.20066652835261609,Iris-setosa
+52,7.89999841421135,3.7835685182977,6.385387773779631,2.0039778126094534,Iris-virginica
+53,4.789195839989366,3.3979618681240207,1.7971402250951345,0.1975417629485654,Iris-setosa
+54,6.167861662182191,2.7847773157610307,4.834429145862144,1.7591074206653878,Iris-virginica
+55,6.723151611897752,3.094506361867539,4.761471325430837,1.5137471823241588,Iris-versicolor
+56,7.604525157248322,3.0,6.596690164246777,2.0778664821825954,Iris-virginica
+57,5.695782626782116,3.0,4.217093287208948,1.1986886427200196,Iris-versicolor
+58,6.289521868701552,3.405102074106594,5.605123789456803,2.398381573782496,Iris-virginica
+59,7.700785712041353,2.58749933702691,6.9,2.2844189298461703,Iris-virginica
+60,4.92171895837127,3.109721843228563,1.4935288282647559,0.1,Iris-setosa
+61,5.221663557955188,2.4806561398551814,3.310004349841519,1.0675065821285605,Iris-versicolor
+62,6.519332607803522,2.8091478878227494,4.583757068607895,1.4856605331965895,Iris-versicolor
+63,5.483839191707657,3.0,4.539805322707122,1.5050735341544443,Iris-versicolor
+64,4.795713223558314,3.400398317974897,1.8041582861583483,0.2007483186675471,Iris-setosa
+65,4.847464028622981,3.407705427742044,1.5911588960797758,0.20037869098770408,Iris-setosa
+66,6.310173030800229,2.5078962626648766,4.554594262118679,1.4625918585152338,Iris-versicolor
+67,5.038518860651181,3.6033842484330227,1.393183928701285,0.20141659972299064,Iris-setosa
+68,6.040254231408896,2.78427946483786,4.669127227165286,1.2067137320724677,Iris-versicolor
+69,5.631596728426366,3.0,4.574657335303884,1.543872408718392,Iris-versicolor
+70,7.6222692564717445,3.0,6.599886961550479,2.1386830378935877,Iris-virginica
+71,5.485164765571849,4.199999187885342,1.3908271423941843,0.2087306694778967,Iris-setosa
+72,5.399304316006858,3.8870022755408318,1.2902016721952436,0.3652609417741769,Iris-setosa
+73,5.003778129259865,2.0000007351194515,3.532224419710986,1.0219750772338942,Iris-versicolor
+74,5.501211710090763,3.484277397538469,1.518432923027251,0.3745324400713832,Iris-setosa
+75,5.019412285573841,2.000000516879068,3.6223631660562563,0.9680595922930467,Iris-versicolor
+76,4.973799671814234,2.0000005017950673,3.3798530516533383,1.0016804382047617,Iris-versicolor
+77,6.059061467883017,2.252547597149196,5.008478475459506,1.5566019034061365,Iris-virginica
+78,5.799820551510129,2.792057491729911,5.116440392637311,2.371507495229474,Iris-virginica
+79,5.395812296606609,3.0,4.4676812506166215,1.5016359822468297,Iris-versicolor
+80,6.8031728014512,2.817568616286389,4.808918387287616,1.4066302483551685,Iris-versicolor
+81,5.607691880926805,2.5094095252924156,3.845871568401225,1.0832517380974185,Iris-versicolor
+82,5.190158535118812,2.516855887325511,3.5814188687050508,1.2080931186346917,Iris-versicolor
+83,5.773045720762711,2.7243372321427053,4.113828452273795,1.0317658682958732,Iris-versicolor
+84,5.007663027283333,3.0,1.7541703282009566,0.20736635032531,Iris-setosa
+85,4.3,3.0,1.0951904207593313,0.1,Iris-setosa
+86,5.930126538696641,3.201359514861854,4.8046861792432,1.7855454775557347,Iris-versicolor
+87,6.01758499372795,2.209504883596507,4.004531279253067,1.0211844916272024,Iris-versicolor
+88,5.155824818618872,3.415164570307766,1.395393861287476,0.20083544852042004,Iris-setosa
+89,7.899998646968365,3.7710924830588364,6.370189077070846,1.988914315543901,Iris-virginica
+90,6.587984023545421,3.1559398402332306,5.200299569458016,2.2797578565807632,Iris-virginica
+91,5.421450517142735,3.0,4.479962363370774,1.5053530819055079,Iris-versicolor
+92,5.68767039839933,2.7929324052913995,4.491780185128011,1.2860637065073859,Iris-versicolor
+93,5.28003691546286,2.5861471445509747,3.852148715446524,1.3569210491386918,Iris-versicolor
+94,6.3366647233568525,3.3069924037395637,6.009558462520101,2.499999814704549,Iris-virginica
+95,6.8622241091964,3.1048854192682187,5.097225533688808,2.2880362326380164,Iris-virginica
+96,6.70747654481303,3.0,4.988035466948491,1.7052571458712291,Iris-versicolor
+97,6.296580399429755,3.391551348010765,5.606236523914748,2.3972059780945125,Iris-virginica
+98,4.394125581568126,2.8949441461023597,1.3904290280124632,0.1967935700130169,Iris-setosa
+99,5.945468319202093,2.1745912664840734,4.9666808461236736,1.4582209065149234,Iris-virginica
+100,7.148946961101352,3.2003873050426255,6.014052484200547,1.822465963390691,Iris-virginica
+101,4.3000007440110934,3.0,1.106660033688724,0.10000012473508808,Iris-setosa
+102,5.800680051655467,2.7739759943193043,5.16589619867363,2.394779986717051,Iris-virginica
+103,5.134937058088989,3.4611382619520623,1.4011742150054658,0.20027991047252736,Iris-setosa
+104,5.332277013525506,2.508618997380079,3.8005087303512077,1.2803889584956676,Iris-versicolor
+105,5.426893892531941,3.8891050215338994,1.311161439723763,0.38654422613130973,Iris-setosa
+106,6.8674014242976975,3.089089811361372,5.095183761695938,2.291466114792729,Iris-virginica
+107,5.627572842366785,3.0,4.538669472857593,1.5242918265512342,Iris-versicolor
+108,7.701872612973962,2.834144960925003,6.694901528626944,2.0300436760989857,Iris-virginica
+109,6.0141924057099505,2.1954667190400916,3.9849967385870166,1.0120032470624647,Iris-versicolor
+110,6.264626546150385,3.294586586393628,5.963324478269964,2.499999815237769,Iris-virginica
+111,4.300000726427386,3.0,1.101888648483956,0.1000001072983842,Iris-setosa
+112,5.77369929998529,2.806728067315579,5.113757420990938,2.4075016839330416,Iris-virginica
+113,4.869848167094729,3.0143267796191635,1.4601518944494039,0.1,Iris-setosa
+114,4.4400741772356955,3.216273274142189,1.3375131640922462,0.19363206403966193,Iris-setosa
+115,5.002568889162378,3.6059149226131435,1.3935739221002594,0.1989197463829976,Iris-setosa
+116,7.691952566932631,2.791933086250663,6.6996092068416475,1.979705451159133,Iris-virginica
+117,6.677217130869008,2.502002698805618,5.774140177448533,1.7954082591144649,Iris-virginica
+118,6.0786396699467735,2.7578715188270926,4.657334424216976,1.1394239963175807,Iris-versicolor
+119,6.280940887995352,3.326556194797756,4.6749148092767445,1.6025240526184585,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/12/test.csv b/iris/tab_ddpm/5_0/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/12/train.csv b/iris/tab_ddpm/5_0/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/12/val.csv b/iris/tab_ddpm/5_0/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/13/synth.csv b/iris/tab_ddpm/5_0/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ff9bd68f12a050aeb27e5f22086cd2aca68e61dd
--- /dev/null
+++ b/iris/tab_ddpm/5_0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.802193321437456,2.678524215234138,5.086717376839355,1.8832408014855058,Iris-virginica
+1,4.995449381873333,2.000000493388643,3.416959041233315,0.8549443672769866,Iris-versicolor
+2,4.506031437804157,3.0,1.4514933651995667,0.20108659146591176,Iris-setosa
+3,5.793135723701692,2.697209666620253,5.098288721784823,1.8900763829070588,Iris-virginica
+4,6.028630636336302,2.2028526177251124,5.032435479914864,1.5568392455588917,Iris-virginica
+5,5.008593777424976,2.000000537658641,3.4934361783029844,0.9771519563898128,Iris-versicolor
+6,5.644123112635794,2.9778875310538893,3.9068813718509796,1.2716755376694127,Iris-versicolor
+7,5.520611333474546,3.590030384587459,1.477430054447182,0.3698314765173724,Iris-setosa
+8,4.80165782182232,3.0,1.386067290867324,0.27191873900929786,Iris-setosa
+9,6.003381502509649,2.201444872320207,5.021712118007208,1.479202845624398,Iris-virginica
+10,7.682700141474417,2.5959688105851875,6.8999987409383365,2.273080704903508,Iris-virginica
+11,4.300000586990145,3.0,1.105431045380016,0.10000010627176724,Iris-setosa
+12,7.150855243056097,3.196064643643242,6.025862716184275,1.7900117462724952,Iris-virginica
+13,4.792685032273574,3.4007887087061808,1.5972112598175476,0.19881684692739793,Iris-setosa
+14,6.48997994999208,2.7918169611820836,4.600202604518582,1.4882567663223805,Iris-versicolor
+15,6.0646256757354235,2.786800209191062,4.667236178784215,1.164994323242404,Iris-versicolor
+16,5.800260677620516,2.706759838363199,5.103838267213912,1.913684383543244,Iris-virginica
+17,6.258757898239681,3.3096688799320804,5.961425179020988,2.5,Iris-virginica
+18,4.3000005119736775,3.0,1.0974325010601476,0.10000011560971765,Iris-setosa
+19,7.697304092194868,2.6018049322644554,6.899998621561148,2.271379144345262,Iris-virginica
+20,6.285033677473614,3.401712571741682,5.561330192504423,2.3893654747674202,Iris-virginica
+21,5.203013291765202,3.4001225272576274,1.3881595279361993,0.19974174487425564,Iris-setosa
+22,4.802413697387654,3.0,1.4027905961387426,0.10000009242592352,Iris-setosa
+23,6.68236436405405,3.1409907908477717,4.738916813390923,1.5094349289947662,Iris-versicolor
+24,6.221318132534492,2.230596511391864,4.463708277393616,1.4786897148670068,Iris-versicolor
+25,5.096598068876603,3.2974876284752703,1.6481477564762659,0.5114309466685358,Iris-setosa
+26,6.781719889207505,3.191034315053176,5.736778723494961,2.3004308919183587,Iris-virginica
+27,5.0029449952976845,2.0,3.254868423835867,1.057082220386208,Iris-versicolor
+28,5.800085915015356,2.703854888984928,5.089395535100015,1.9168047081629145,Iris-virginica
+29,7.735015886226053,2.594489377178893,6.9,2.304690617861628,Iris-virginica
+30,6.181373649780726,2.7768715760737104,4.823926766649352,1.8164340908959757,Iris-virginica
+31,5.387554308776943,3.928198742534094,1.305132655745782,0.4647502247190379,Iris-setosa
+32,6.7042406621916975,3.0,5.008002462723528,1.7227305333166456,Iris-versicolor
+33,7.711590240434072,2.6019134651333387,6.8999986823003905,2.2797398202667156,Iris-virginica
+34,6.180885261916372,3.4032789326740307,5.394573897386895,2.3046755438345743,Iris-virginica
+35,4.766334124252452,3.0,1.3937212849672576,0.2925264420847239,Iris-setosa
+36,4.908892440533261,3.1147780858303578,1.503758493335341,0.1,Iris-setosa
+37,6.475600695920934,3.1693400695830864,5.095629644432757,1.9505652844894594,Iris-virginica
+38,6.02888127751797,3.389462395310445,4.516115037349232,1.608297016452878,Iris-versicolor
+39,5.790970720949032,2.7120336177317244,5.095591702721285,1.9035717676351886,Iris-virginica
+40,4.477838262568112,3.213357964072364,1.3287507785652828,0.19638118466720234,Iris-setosa
+41,5.107007724227293,3.7902316575544965,1.5921037130172957,0.20069986317151525,Iris-setosa
+42,4.809674841787614,3.0,1.4146011744058207,0.2748243002778087,Iris-setosa
+43,6.1448438297542545,2.6113774376198697,5.535733226770101,1.5072611841519532,Iris-virginica
+44,4.395850335804863,2.9519969857410175,1.368261222517487,0.20242528386952618,Iris-setosa
+45,4.300000815275847,3.0,1.100804165172093,0.10000015060462936,Iris-setosa
+46,6.118644972699264,2.5965876025014607,5.624274547871604,1.3984540323857766,Iris-virginica
+47,5.158471234961262,3.4100263169051237,1.3965034189821088,0.20110845413152853,Iris-setosa
+48,6.211210910047266,3.3946969443306325,5.384181852318923,2.302007540974845,Iris-virginica
+49,4.777016868028922,3.401662689882596,1.670729171170703,0.2008821699064462,Iris-setosa
+50,5.500251373719733,4.2,1.401110652915474,0.20504066682031113,Iris-setosa
+51,6.187807610216187,3.3993395963145336,5.396080450914062,2.287591470230499,Iris-virginica
+52,4.965717027264452,2.0,3.567019288197115,0.9987617352516975,Iris-versicolor
+53,4.300026611450084,3.0,1.1734145867813583,0.10000010031310384,Iris-setosa
+54,6.302296992905434,2.6842506104764308,4.920953041544184,1.8198048067239143,Iris-virginica
+55,6.313176089263569,3.3044399826287982,5.9476290104354685,2.4999997970676597,Iris-virginica
+56,5.8925317804023845,2.8769735533213923,4.441548628606402,1.4519061637693156,Iris-versicolor
+57,7.6903758335133805,2.5792079522857643,6.9,2.2958588973213736,Iris-virginica
+58,7.215937837602324,3.207772548109076,5.956055592074264,1.802585452388151,Iris-virginica
+59,5.010798442406451,3.0,1.6598091074601249,0.19933989493691429,Iris-setosa
+60,5.7868467515957525,2.696648324921918,5.120091699687144,1.8987416726078838,Iris-virginica
+61,6.748064526520906,3.1848036332270495,5.34389420460065,2.297364992277394,Iris-virginica
+62,6.255663677893969,2.7438963146213267,4.857547096300156,1.8061962890015313,Iris-virginica
+63,4.9913922542847855,3.610789313639304,1.4065265313860107,0.200254125730962,Iris-setosa
+64,7.681627814327997,2.785231098934488,6.690477102023386,1.9721183263109698,Iris-virginica
+65,5.128455421583482,3.8042434620337504,1.6584699641297433,0.20214766196386436,Iris-setosa
+66,6.86931202861578,3.1912804237333745,5.810773053842115,2.311916527745988,Iris-virginica
+67,4.395607774810068,2.903333311407349,1.3918463035983484,0.1908943718085488,Iris-setosa
+68,5.519280455738349,4.2,1.4091827607223681,0.21113237833462042,Iris-setosa
+69,5.769914086816093,2.850131179533735,4.384866911555404,1.4063625208772987,Iris-versicolor
+70,4.606425487834215,3.203063418532679,1.4087080493402502,0.20341720265697086,Iris-setosa
+71,5.808499375582964,2.701893030797332,5.09091143128157,1.8966132250485994,Iris-virginica
+72,4.571173234909578,3.1951659379307142,1.4152389586875376,0.19883825480184208,Iris-setosa
+73,6.065860513564686,2.923958651934888,4.616655671588479,1.4242293635170833,Iris-versicolor
+74,4.7837312772605465,3.0,1.3753717254090911,0.10000010504163129,Iris-setosa
+75,7.642765578238928,3.0,6.433687936119146,2.1648420833634785,Iris-virginica
+76,4.388817947180944,3.195360241925228,1.2926799297319256,0.1996694468798758,Iris-setosa
+77,4.408824418163358,2.973805451390707,1.4016956150660649,0.20544067602162439,Iris-setosa
+78,6.530012856966016,2.797059464031038,4.641819539178749,1.4955763607712382,Iris-versicolor
+79,6.240753203213483,3.410723012511133,5.432006069239623,2.314350269705882,Iris-virginica
+80,6.330731392877796,2.521283817233967,4.988420744347915,1.8974132789283809,Iris-virginica
+81,4.989512624242373,3.0,1.624721475844338,0.19719412147317472,Iris-setosa
+82,4.7871308086054345,3.0,1.3877647940040705,0.28732742502399194,Iris-setosa
+83,5.16967384631917,2.5039824912036823,3.5719371032402543,1.1584567570089437,Iris-versicolor
+84,7.216313697755427,3.1919004525897767,6.031476735389724,1.812045995170966,Iris-virginica
+85,6.3189070688890885,3.2894345495919666,6.0616335476241865,2.5,Iris-virginica
+86,4.588024694079173,3.191770268425323,1.4063850530746393,0.19613834764307622,Iris-setosa
+87,7.1994426963510545,3.210200959894993,6.039843762631184,1.7880637619291615,Iris-virginica
+88,7.575517311163984,3.0,6.485386558836383,2.1679423784221603,Iris-virginica
+89,5.817989193621574,2.8028225178670896,5.134031487188082,2.407542666913242,Iris-virginica
+90,5.000135301652845,2.0000004951434276,3.6105060466192542,0.9988474742115045,Iris-versicolor
+91,6.2643769377441565,2.743022498620671,4.888533804440726,1.7900061747260754,Iris-virginica
+92,7.664810401186476,2.6142689005005155,6.8999984755247725,2.2866843341807948,Iris-virginica
+93,7.722051559596446,2.6185962700096916,6.9,2.2821231688217956,Iris-virginica
+94,6.033342160763715,2.856642967543117,4.628721680025841,1.3008205654808445,Iris-versicolor
+95,7.723585582659679,2.5975316473700025,6.9,2.305403614188036,Iris-virginica
+96,7.719256599585813,2.605212722117977,6.9,2.3149445681909255,Iris-virginica
+97,6.710194411362608,2.5024629289119718,5.837174013983403,1.8066597666203215,Iris-virginica
+98,5.133286544053101,2.574921442552421,3.6289892715984244,1.2885987244597905,Iris-versicolor
+99,7.736313009228338,2.6269246062724787,6.9,2.3000453176409996,Iris-virginica
+100,5.810393363959688,2.816073109902575,5.139225062966366,2.394959665516376,Iris-virginica
+101,5.519270629842855,3.0,4.522788050580244,1.4904463023668668,Iris-versicolor
+102,7.6831135486958315,3.0,6.210755176834559,2.2477849021679,Iris-virginica
+103,5.978449945714857,3.4047260133356176,4.482192727475221,1.598057886232166,Iris-versicolor
+104,7.616200231325757,3.0,6.581165991422622,2.1105444568153855,Iris-virginica
+105,4.7963755398246395,3.0,1.39413278101404,0.3196797549373301,Iris-setosa
+106,7.711821668560994,3.0,6.103945880886705,2.2983527425082277,Iris-virginica
+107,5.265019939847246,2.6263117802011693,3.904043691210523,1.3787060127225104,Iris-versicolor
+108,7.720347016691772,2.7836380839869377,6.720538348848212,2.010741918166627,Iris-virginica
+109,6.028312356967699,2.901161060539716,4.460466274050043,1.524233179959535,Iris-versicolor
+110,5.791485810145069,2.80824177811321,5.182704892475272,2.4143849588867177,Iris-virginica
+111,6.258780297284942,2.7706171777529915,4.842003380136203,1.8179409469716585,Iris-virginica
+112,5.6354361231735615,2.9381151290563263,3.7505826471127555,1.305062853205484,Iris-versicolor
+113,5.67939137109289,2.915730052520968,4.029043974807348,1.175211699499747,Iris-versicolor
+114,5.693139367984608,3.0,4.535497635551314,1.4919805925910492,Iris-versicolor
+115,5.117957438554432,3.5642779850816457,1.3957702065237985,0.20958867877010853,Iris-setosa
+116,4.82525274425475,3.404209384411926,2.0075443730980305,0.20059520901481437,Iris-setosa
+117,7.69072895597251,2.603050298727186,6.9,2.26060755612504,Iris-virginica
+118,6.194206003975808,2.215654029203114,4.515501773472167,1.5006520183557124,Iris-versicolor
+119,7.2894008116843905,3.1893787477279445,6.036222461557029,1.787558960478491,Iris-virginica
diff --git a/iris/tab_ddpm/5_0/13/test.csv b/iris/tab_ddpm/5_0/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/13/train.csv b/iris/tab_ddpm/5_0/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/13/val.csv b/iris/tab_ddpm/5_0/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/14/synth.csv b/iris/tab_ddpm/5_0/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0ac870170a9bbb67a6eea4ddb22b44b804a75c14
--- /dev/null
+++ b/iris/tab_ddpm/5_0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.559531051598196,2.4364943258319425,3.7586926735643886,1.0168204764081163,Iris-versicolor
+1,6.087748585916428,2.801530939578857,4.689015602427074,1.201325832117598,Iris-versicolor
+2,5.912217179041908,2.7811758007546565,4.5956948837471385,1.203376317966611,Iris-versicolor
+3,4.972128975932176,2.0,3.1756506025855034,0.9834371650338718,Iris-versicolor
+4,5.573900749149539,2.877034661587771,3.256977407489823,1.3072329385395378,Iris-versicolor
+5,4.592991331240281,3.634656033302126,1.0,0.20108175847834742,Iris-setosa
+6,7.095312522067394,3.2096311326079348,5.945054738039767,1.8337020023603672,Iris-virginica
+7,6.121457105696102,2.6055018508247434,5.593946868809893,1.4143444187606984,Iris-virginica
+8,4.582257525929174,3.122440954979109,1.4626476633583072,0.19572381841501008,Iris-setosa
+9,5.057310642195044,3.5428909662958956,1.3934755494903626,0.2013190608177911,Iris-setosa
+10,7.620400164382685,3.0,6.6069079370841335,2.1120332840792586,Iris-virginica
+11,6.292519565241259,2.7223055686691238,4.893833894031897,1.779769606864978,Iris-virginica
+12,5.6815284966452415,3.0,4.1567784231413345,1.2000192420317557,Iris-versicolor
+13,5.0002556500181345,3.0,1.6421811714472503,0.20220964897198757,Iris-setosa
+14,5.004211376661398,2.0000007276065386,3.5831941157602984,0.9246427882232834,Iris-versicolor
+15,4.3,3.0,1.0943974336772209,0.1,Iris-setosa
+16,7.614978361578739,3.0,6.601449755388723,2.0843358859979055,Iris-virginica
+17,5.0018347169123984,2.0000013416349867,3.1995711717753608,0.8999971847339795,Iris-versicolor
+18,6.518116880746366,3.2036024706393045,5.078775582212613,2.0280759795639414,Iris-virginica
+19,6.805688655176209,3.200781289514349,5.916977244083872,2.2912618710136794,Iris-virginica
+20,6.213079355783624,3.400201578025211,5.414842444091738,2.300814018644558,Iris-virginica
+21,5.242186292029427,2.5200711479239306,3.688514380154524,1.2640694890541646,Iris-versicolor
+22,6.099793826538816,2.8148793636901246,4.704739380392352,1.2155287032276219,Iris-versicolor
+23,6.7508864436844815,3.119564065002988,4.739841088881851,1.5151792554029957,Iris-versicolor
+24,5.3983099328037705,3.404203887033444,1.5202958317075306,0.43797051020096045,Iris-setosa
+25,6.18433786368247,2.2211966374792502,4.491220104114915,1.4739122945646692,Iris-versicolor
+26,6.4183935281415225,3.1792917035362764,5.2866173723805225,2.299582757030745,Iris-virginica
+27,6.018957212880343,2.917220940612604,4.619244890428811,1.442387564780891,Iris-versicolor
+28,6.795376991731802,3.1911393549304647,5.950187955843979,2.281899686991064,Iris-virginica
+29,6.098777777253983,2.832771812231777,4.709187977816356,1.2439420167839044,Iris-versicolor
+30,6.602770456701832,3.1080947054972823,5.663099409937544,2.2702221314879227,Iris-virginica
+31,6.730238937373999,2.506203533779074,5.8924098106107845,1.8175948744215584,Iris-virginica
+32,6.287960316858556,2.501719312865555,5.005000352653888,1.8902832936757274,Iris-virginica
+33,6.304452344246809,2.7309241331031644,4.822181356540658,1.8047257070938816,Iris-virginica
+34,4.420055510746701,3.221193443686866,1.309594105743182,0.1982518266372157,Iris-setosa
+35,6.010748494948417,2.187891046667752,3.9637461438345785,1.0083678016054936,Iris-versicolor
+36,6.349019897189219,3.2876352516685157,4.712222520851515,1.599565379487178,Iris-versicolor
+37,6.517434141160532,2.8073066721647337,4.60956219325061,1.518316281205162,Iris-versicolor
+38,7.9,3.8354568565579794,6.400308945446669,2.0170550278205246,Iris-virginica
+39,6.791535448458819,3.1035593230746628,5.128777209661835,2.30508348714749,Iris-virginica
+40,4.65583618325198,3.1436366165341623,1.4698151812604865,0.19841629996266907,Iris-setosa
+41,6.805225322382654,3.0,6.038744867894797,1.7991260790268855,Iris-virginica
+42,4.7707300206277905,3.3946940398499104,2.160962685165171,0.1980916474018008,Iris-setosa
+43,5.973307580937091,2.21447666448771,5.010686923500711,1.503500350560596,Iris-virginica
+44,5.6727006410080625,3.7752972975576498,1.6609860032337431,0.30718746856516993,Iris-setosa
+45,5.5726571662578746,2.4898802746556465,3.8728941290355556,1.0536215807067035,Iris-versicolor
+46,5.549734037391904,2.5037018359339123,4.014384852776676,1.233136053413455,Iris-versicolor
+47,6.589456468228713,3.0,5.823760418198519,2.223072517402432,Iris-virginica
+48,6.3065902299472105,2.6619523546746335,4.931303773968206,1.8051518490484875,Iris-virginica
+49,4.980459231253724,2.000000525981579,3.299184838478424,1.0196949224746517,Iris-versicolor
+50,4.3,3.0,1.093928407834001,0.1,Iris-setosa
+51,4.393313659304063,3.2280660796094534,1.3062278643332574,0.1996399627922657,Iris-setosa
+52,5.3673606384684724,2.4643137794161416,3.6798095100912502,1.0453876001282352,Iris-versicolor
+53,6.094750214449141,2.818471097227439,4.667711382947284,1.2000502527489565,Iris-versicolor
+54,4.8010869832118255,3.4130081418364164,1.711844213072594,0.19448160452182522,Iris-setosa
+55,5.482353220298862,4.199999258859515,1.4163616141556679,0.19993553765762967,Iris-setosa
+56,5.951811997958047,2.7529036694038846,4.524519749542554,1.0713974536720405,Iris-versicolor
+57,6.731750275624532,2.499914506499793,5.8980671669909155,1.827774281620222,Iris-virginica
+58,5.003966328922121,3.5305452339869876,1.406312691368118,0.19869061562237084,Iris-setosa
+59,5.377574020555745,3.4031994329656694,1.516237271726209,0.38156570380453275,Iris-setosa
+60,7.151474449109793,3.189202326293204,5.979338082809695,1.787082353128943,Iris-virginica
+61,6.511428784236549,3.201329898972038,5.091660277752869,2.0102132399971544,Iris-virginica
+62,6.694230075218108,3.1116126280607195,4.730342818207532,1.4967524007911575,Iris-versicolor
+63,5.493029684577586,3.0,4.464355556591411,1.5080700558274,Iris-versicolor
+64,5.931578918813963,3.234649653608079,4.760163111411101,1.786650701171685,Iris-versicolor
+65,5.811362783873126,2.6822257083706935,4.085561236309457,0.9702098156254428,Iris-versicolor
+66,6.445809346273372,3.0,5.732438374287926,2.202317980801874,Iris-virginica
+67,6.25151707258196,3.387015194353029,5.455558259625603,2.3120369333458064,Iris-virginica
+68,5.488083177500091,2.490113556001933,3.978442279546601,1.2889720625211338,Iris-versicolor
+69,7.7188584217159235,2.6015421491770647,6.899998530016305,2.3028891459228067,Iris-virginica
+70,7.6902208778340295,2.5962203911092567,6.899998976718709,2.2935716744175547,Iris-virginica
+71,5.555149461255815,2.419767315939052,3.808511012788237,1.0892656348334342,Iris-versicolor
+72,4.9737231590053215,2.0,3.3767438313636733,1.02215741888775,Iris-versicolor
+73,6.531455367716425,2.917720056050946,4.546567021222458,1.4711909109565313,Iris-versicolor
+74,7.733802949905363,2.5905382772801606,6.8999988116697875,2.3145439057292374,Iris-virginica
+75,5.121415776883673,2.5019283345654384,2.9053028621401693,1.1059570605827524,Iris-versicolor
+76,4.464141681391004,2.934626503406662,1.415877740641249,0.21484318974578104,Iris-setosa
+77,4.4121107481583515,3.1925655605669436,1.3067491701602183,0.19996997219065524,Iris-setosa
+78,4.3,3.0,1.1022988043619817,0.1,Iris-setosa
+79,7.699530918463229,3.0,6.153425795296377,2.297116479403971,Iris-virginica
+80,4.99492642007386,3.683779728938696,1.4027845234441254,0.20580155934525138,Iris-setosa
+81,4.58442629018113,3.6126846159956405,1.0,0.20413964006815033,Iris-setosa
+82,5.615332465250075,2.879496371203018,3.72583002999477,1.29531246617328,Iris-versicolor
+83,6.317675128032641,3.2867402774932395,5.993255750758854,2.499999766352009,Iris-virginica
+84,4.913723075361718,3.0958732291849937,1.5270273541524273,0.10000010457658905,Iris-setosa
+85,5.720452946612967,3.0,4.277770355901024,1.312355695269003,Iris-versicolor
+86,7.561742513078272,3.0,6.534095821081894,2.1308093744269,Iris-virginica
+87,4.87892063257804,3.0,1.427221310381275,0.1,Iris-setosa
+88,4.3,3.0,1.1091245325934254,0.10000012314260273,Iris-setosa
+89,5.849032816369597,2.9935160776159133,4.502082784853898,1.5359361237214353,Iris-versicolor
+90,6.016864211758729,2.194889480427285,4.961658039561596,1.5115784865515403,Iris-virginica
+91,6.2006072872719615,3.404320918666276,5.515325491887972,2.3628524092392578,Iris-virginica
+92,5.549912745948149,2.478291520631621,3.749172007752833,1.1018680060803583,Iris-versicolor
+93,5.3629571182965226,3.906363583897531,1.3108934655495381,0.33756403980732186,Iris-setosa
+94,6.183562077258263,2.965917181221704,4.6433480485874075,1.522343041698831,Iris-versicolor
+95,5.033833104380367,3.4335173211654704,1.7875070048743547,0.3458621412863633,Iris-setosa
+96,6.226105179367569,2.1860786179674285,4.515258089204938,1.4834365960956846,Iris-versicolor
+97,7.701041139347662,2.619323878307627,6.9,2.3061646639905398,Iris-virginica
+98,6.05354165222081,2.848808908303022,4.694454842011887,1.3168857815751691,Iris-versicolor
+99,7.67184058053523,2.900752302764658,6.661517613220002,2.024318282074972,Iris-virginica
+100,4.911396759680957,3.1308951043043707,1.5133927678445285,0.1,Iris-setosa
+101,4.974811394857317,3.6290614091281257,1.698191090550284,0.20216664909166931,Iris-setosa
+102,5.178671169975333,3.397135789325541,1.3937357542230473,0.19539100180667873,Iris-setosa
+103,6.037215984611101,3.383550439446134,4.539187862755212,1.5954126151166876,Iris-versicolor
+104,6.450578575502353,3.177024612044047,5.220186802689971,2.213492638941328,Iris-virginica
+105,6.485778576025861,3.0,5.763835461542715,2.2130986200081986,Iris-virginica
+106,4.39973475505561,2.899927479906805,1.3662173214797337,0.20016823456326827,Iris-setosa
+107,4.813055760029153,3.0,1.413161770466943,0.1,Iris-setosa
+108,5.497882457323563,2.5029639671450936,3.9996144275336283,1.2993886186388626,Iris-versicolor
+109,6.006566233714054,3.3872707966464595,4.513945141531352,1.603641831254287,Iris-versicolor
+110,5.733114993215496,2.9148336230187333,4.087982452773159,1.2188372251199608,Iris-versicolor
+111,7.542875632156925,3.0,6.5992356117061775,2.1310506551459545,Iris-virginica
+112,7.02797364430956,3.1091140429339488,5.191752485934486,2.304139241288586,Iris-virginica
+113,4.552931555705226,3.2065211825783795,1.3777475180548329,0.19426677392758357,Iris-setosa
+114,5.020280312315344,3.5907876065067734,1.3926756895112915,0.20422703652198887,Iris-setosa
+115,5.153441925880359,2.668920737830211,3.86148442104387,1.3911749234390645,Iris-versicolor
+116,4.627022649207036,3.123054468853844,1.511879255730725,0.20004812295039115,Iris-setosa
+117,4.973109636262824,3.72785922616938,1.5685869345011008,0.20177221806789933,Iris-setosa
+118,6.940456210963319,3.1456831991502794,5.439201923334489,2.3072578640260493,Iris-virginica
+119,6.279991239499318,3.2856858540827,5.914530308041601,2.5,Iris-virginica
diff --git a/iris/tab_ddpm/5_0/14/test.csv b/iris/tab_ddpm/5_0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/14/train.csv b/iris/tab_ddpm/5_0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/14/val.csv b/iris/tab_ddpm/5_0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/15/synth.csv b/iris/tab_ddpm/5_0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8296b72ea4d7c08b518bab0080aaed014ce55469
--- /dev/null
+++ b/iris/tab_ddpm/5_0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.716337562206338,2.793001295432695,4.511570683363154,1.2888407349183604,Iris-versicolor
+1,5.896160006764421,2.867017330934718,4.464323067901626,1.4383190705138547,Iris-versicolor
+2,5.545627135998674,3.0,4.495676175325148,1.5070989061496387,Iris-versicolor
+3,4.989893869294795,2.0,3.587979933858034,0.9495926439329947,Iris-versicolor
+4,4.3,3.0,1.0862022767489439,0.1,Iris-setosa
+5,5.495319518095835,2.498927587032099,4.045831207442584,1.311387340027672,Iris-versicolor
+6,5.959961242536681,2.9393473171744064,4.544359859472795,1.5251148011120417,Iris-versicolor
+7,6.175533307408566,2.202671852354247,4.482427069490752,1.501369825406291,Iris-versicolor
+8,6.911155688736722,3.111441786936203,5.154224051375233,2.2894701818338032,Iris-virginica
+9,7.697875590795256,2.5868774152649907,6.9,2.29346757489905,Iris-virginica
+10,5.4829128988117075,3.0,4.504863181779767,1.5142437450061703,Iris-versicolor
+11,6.48188627715761,3.1866424326623277,5.08213115920507,2.014544099365267,Iris-virginica
+12,4.3,3.0,1.096759925779133,0.1,Iris-setosa
+13,7.6838399931164,3.0,6.178703004659287,2.2514368690923323,Iris-virginica
+14,7.899998933970545,3.767780661595019,6.447717852958252,1.974779022953428,Iris-virginica
+15,4.3,3.0,1.0816819405732379,0.1,Iris-setosa
+16,4.987538712825565,2.0,3.4402996962435424,0.9256056083963466,Iris-versicolor
+17,5.630675141804237,2.902366569804009,3.664473346113363,1.3064345918296936,Iris-versicolor
+18,6.369207992336089,3.287677560595774,6.051155419658501,2.5,Iris-virginica
+19,4.862818266513665,3.0,1.4456403963752333,0.10000010466635345,Iris-setosa
+20,5.666066638691649,3.7749123139617295,1.8670478428058868,0.3935490003351988,Iris-setosa
+21,5.621773479510795,3.0,4.518371872653217,1.511025963373253,Iris-versicolor
+22,5.042621260307674,2.0000007247297638,3.269633208273894,1.032316215674823,Iris-versicolor
+23,7.9,3.792954123964228,6.422054613182305,2.0092156769882994,Iris-virginica
+24,6.282313703710965,2.6815560874063373,4.890170242672779,1.7905051113669757,Iris-virginica
+25,6.002137591109131,2.1839099952246093,3.9116833759979643,1.0326337615292347,Iris-versicolor
+26,4.5874507564238165,3.1128534442662517,1.499759469024757,0.19653690066923896,Iris-setosa
+27,5.894940237965752,3.1872785193531756,4.813184289525559,1.7977272131301412,Iris-versicolor
+28,6.294025599572163,3.3902181671673364,5.551868771588637,2.3821040879678828,Iris-virginica
+29,5.871195160676458,3.2088179213847132,4.751184806102118,1.8197216501236007,Iris-versicolor
+30,6.69719181802045,3.0,4.984414800403653,1.6738114548770673,Iris-versicolor
+31,4.457483047639193,2.987811589776499,1.4253205593926677,0.21009990787640004,Iris-setosa
+32,5.407397362912146,3.9266317355458114,1.275071965547203,0.4252853071637589,Iris-setosa
+33,4.887439164558916,3.099084225476149,1.4818484885487029,0.10000013957568901,Iris-setosa
+34,6.664794655331039,2.465160492610617,5.742195084017241,1.8149685890511087,Iris-virginica
+35,4.592053711553965,3.5936177439450394,1.0000005443392257,0.19747281263678562,Iris-setosa
+36,5.117401101577365,3.442733514897135,1.3835859176811924,0.19665011206381622,Iris-setosa
+37,7.2391459455483895,3.201687449893691,6.075422851147283,1.7764670761979913,Iris-virginica
+38,5.172132548375689,2.6750784348857675,3.918552489367954,1.4223560518500835,Iris-versicolor
+39,7.185238651190774,3.1955010916933144,5.966568791131964,1.813048615870046,Iris-virginica
+40,4.601500058538517,3.080149858762711,1.475360634757691,0.20213255733231325,Iris-setosa
+41,4.984005733671396,2.0,3.699580743606056,1.015054505820156,Iris-versicolor
+42,6.153572325469272,3.3346822222474923,4.639755738829196,1.6052952307196582,Iris-versicolor
+43,7.713292874997884,2.6191579261772446,6.899998958313297,2.289706726485225,Iris-virginica
+44,6.712294583155962,2.5110354700088875,5.868166925551203,1.8048021793030709,Iris-virginica
+45,7.899998727531686,3.7717524335148336,6.386989663268662,2.014276689211049,Iris-virginica
+46,5.78989673978873,2.8009739389305865,4.293440855415262,1.2128652442028065,Iris-versicolor
+47,6.2108614083031926,3.3991943796819846,5.433267216748842,2.3094700631333076,Iris-virginica
+48,6.236741706631464,3.399327700258626,5.441101518324729,2.327263951892972,Iris-virginica
+49,4.977111496596401,2.0,3.5047254910138745,0.9522529225008485,Iris-versicolor
+50,7.6883874297944965,2.616903309225673,6.899998952134419,2.301132176638079,Iris-virginica
+51,5.599960902540887,2.4757177787872187,3.9382624958399184,1.1366041345297129,Iris-versicolor
+52,5.235105999554186,3.3997517560325945,1.398020188531447,0.20055613728674196,Iris-setosa
+53,7.705398694174514,2.6027737137893547,6.9,2.3040084447766844,Iris-virginica
+54,5.4867441633894405,4.2,1.3780969862045074,0.19659928206626126,Iris-setosa
+55,4.300000833414285,3.0,1.1041052623615528,0.10000011636792837,Iris-setosa
+56,6.712844911724257,3.121455364668499,4.707219330038318,1.5069180851506212,Iris-versicolor
+57,5.1890657088360195,3.402361064915328,1.406414980896039,0.2022298169527801,Iris-setosa
+58,5.951908240691742,2.220790853925206,4.048943769511498,1.0129328024211404,Iris-versicolor
+59,6.42763935445779,3.001830878414731,5.535334778254834,2.274345638841176,Iris-virginica
+60,5.78244089862776,2.6885775331492052,4.077922116850008,1.0024935314263281,Iris-versicolor
+61,4.8991120443543315,3.1032498745185255,1.510444158586002,0.10000010408199737,Iris-setosa
+62,5.805939064072535,2.721506113218289,5.1080213537399315,1.916377188499264,Iris-virginica
+63,6.840439470558706,3.182739894818513,5.801200642990314,2.3040808854024593,Iris-virginica
+64,5.799040776651306,2.691984978257946,5.112695602824337,1.9103493482094354,Iris-virginica
+65,6.471041839114967,3.109584184708747,5.035800998387277,2.0027244060837033,Iris-virginica
+66,7.710555162234729,3.0,6.14483294944054,2.2806618369473535,Iris-virginica
+67,6.179402344602627,3.389252161086673,5.379793957119426,2.283987798762012,Iris-virginica
+68,5.033600134509498,3.0,1.598896788705149,0.20104276946298852,Iris-setosa
+69,6.051294826600654,3.3758759984142617,4.571147691904275,1.6126737496175463,Iris-versicolor
+70,6.59772869173909,3.0,4.380829344912104,1.3983811653610752,Iris-versicolor
+71,6.127466532630236,2.8421370548427376,4.732365271112246,1.2882509747289967,Iris-versicolor
+72,6.247255290403826,3.400324455239335,5.4960573929985586,2.3379777706078118,Iris-virginica
+73,5.8771073427929466,2.237947712999224,3.9145448144764154,1.0234807483176769,Iris-versicolor
+74,7.706478065174333,2.599812510393699,6.8999984500188605,2.3036418885949104,Iris-virginica
+75,6.885452340792231,3.209315939535556,5.77475759238719,2.300170973320636,Iris-virginica
+76,4.399770409766549,3.21803123510752,1.3035096770743118,0.20327256558263693,Iris-setosa
+77,5.0207821967677875,2.000000742243458,3.5969458270490136,1.0244033084532809,Iris-versicolor
+78,7.899998592158445,3.773324551965926,6.4152226582503245,2.0356795322955845,Iris-virginica
+79,6.6993348497383565,3.0,4.977518103215967,1.7131935905163906,Iris-versicolor
+80,5.008127411458413,2.000000708499264,3.5029116496335533,1.0006908081529766,Iris-versicolor
+81,6.723283448717409,2.4911462419819728,5.819596308364791,1.8104371658758869,Iris-virginica
+82,6.811831502396141,3.134381796274211,5.126154539230103,2.302515052414996,Iris-virginica
+83,6.486135230202463,2.7648780973729887,4.562555536449909,1.4905002994561074,Iris-versicolor
+84,5.459086153102966,3.0,4.520096337720421,1.507435849431338,Iris-versicolor
+85,6.295962991862463,3.3989766868371856,5.589069013405879,2.3783653021129396,Iris-virginica
+86,6.2233876438845925,3.3952099392183657,5.394942792099536,2.3124776828447238,Iris-virginica
+87,5.471605657532304,4.199999107585205,1.3643564794234997,0.1968186537638564,Iris-setosa
+88,7.710745344649646,2.8052961607530187,6.7042887799371895,2.0073131159027793,Iris-virginica
+89,6.093460185112104,2.8975779810959725,4.623786750199886,1.496126605274425,Iris-versicolor
+90,6.694623474780239,3.0,4.9901170195674185,1.6998607595782647,Iris-versicolor
+91,6.523812213462423,3.0,5.808675591810483,2.189310757904501,Iris-virginica
+92,5.426362792550636,3.9113047007327744,1.3093541969129276,0.42180548693683173,Iris-setosa
+93,6.442343352050231,3.212530830521442,5.1839430272079845,2.2066037035259614,Iris-virginica
+94,4.61030502155665,3.645660165669343,1.0000005099272127,0.2003874908507652,Iris-setosa
+95,5.505338885884271,4.199999218105974,1.4137793239790772,0.19751638836506946,Iris-setosa
+96,4.714870118992024,3.294559197267772,1.4594769178394587,0.2030493989856295,Iris-setosa
+97,6.139031928216024,2.224159274368669,4.397558374512602,1.4292944355328232,Iris-versicolor
+98,4.300000702893144,3.0,1.1003310389234613,0.10000015891657144,Iris-setosa
+99,4.414107945372438,2.9590128349206513,1.4124685511067476,0.2013259957796896,Iris-setosa
+100,6.2987029409766775,2.722809535436551,4.900465752043237,1.7905397410346695,Iris-virginica
+101,5.616486028090457,2.504579210503092,3.879999105240325,1.0848390681891549,Iris-versicolor
+102,6.2399634989834825,2.197574669939964,4.50169916185948,1.4853628796169382,Iris-versicolor
+103,5.519588265274624,3.0,4.45295686910197,1.4752012222465498,Iris-versicolor
+104,5.492604287834218,4.199999219665203,1.3929448813910983,0.19195923897490574,Iris-setosa
+105,6.546518220249775,2.8041714851176973,4.64497150801564,1.5101139069166265,Iris-versicolor
+106,7.452841965647014,3.0,6.423415966912245,2.1630651468495325,Iris-virginica
+107,4.575817901343571,3.6700661619544395,1.0,0.2029923553348074,Iris-setosa
+108,5.805217687965465,2.7146680843199533,4.152066763597753,1.0554735950832639,Iris-versicolor
+109,6.784659754129381,3.2005558207708895,5.834900843786254,2.304855895212716,Iris-virginica
+110,6.596974066495492,2.7744705091643187,4.639247457543978,1.454310417720954,Iris-versicolor
+111,5.784217248559463,2.8077926605954016,5.0917674735508545,2.402232735102387,Iris-virginica
+112,7.664905232327993,2.799172190320798,6.6918664515475275,2.036813100175978,Iris-virginica
+113,6.013580934681454,3.4040825069424403,4.531133096785631,1.6068186038155712,Iris-versicolor
+114,5.615799432499403,2.502734283618755,4.006598479463692,1.0645897841353609,Iris-versicolor
+115,4.96123484446068,2.0,3.365559527355499,0.9471682687769174,Iris-versicolor
+116,7.02294084719627,3.0653477795648687,5.176102618903368,2.3063881188382056,Iris-virginica
+117,6.097563522818507,2.596545957133427,5.636452592001214,1.397734951226747,Iris-virginica
+118,5.103492886100931,3.356501965968218,1.5991112182600073,0.5094672034486306,Iris-setosa
+119,4.802439030539812,3.0,1.4061385686177326,0.30578349972460706,Iris-setosa
diff --git a/iris/tab_ddpm/5_0/15/test.csv b/iris/tab_ddpm/5_0/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/15/train.csv b/iris/tab_ddpm/5_0/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/15/val.csv b/iris/tab_ddpm/5_0/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/16/synth.csv b/iris/tab_ddpm/5_0/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5488f7b8e6040fa717d66858765f4b942c3aa597
--- /dev/null
+++ b/iris/tab_ddpm/5_0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.426631024682203,2.9705889687953566,1.4044774353908267,0.1944989159698754,Iris-setosa
+1,5.489101152770497,3.0,4.494584570308276,1.517040751954717,Iris-versicolor
+2,6.838757266888791,3.210146440932926,5.7762382001085335,2.3035675224521337,Iris-virginica
+3,6.547643458429385,2.9676541735353896,4.426865879707555,1.4285513950939497,Iris-versicolor
+4,6.75602130365167,3.1370958168466423,5.686589835140728,2.2576073793158113,Iris-virginica
+5,5.780085969834124,2.7005878176990357,5.118264061278936,1.897320191361667,Iris-virginica
+6,6.685144290871406,3.119563950051937,4.7241187919145675,1.5049641697785565,Iris-versicolor
+7,5.94077787855202,2.175001758988588,3.9853214879689562,1.0067295253546797,Iris-versicolor
+8,4.3000006450828465,3.0,1.1002242565087819,0.10000024287355751,Iris-setosa
+9,5.092163133144043,3.482761936289683,1.3811155772158186,0.20316288905828006,Iris-setosa
+10,5.138540629749134,2.517375172060518,3.1267427074210756,1.1255461632637564,Iris-versicolor
+11,6.211383980636029,2.786351112908484,4.814066677003045,1.786822172969225,Iris-virginica
+12,5.823397652887238,2.7098586702225997,5.077894871233781,1.8989952471768519,Iris-virginica
+13,5.486392519772025,3.0,4.487523945634143,1.4880812792788423,Iris-versicolor
+14,5.1431738888099945,2.4302712901378256,2.9328337078746625,1.0270231710845097,Iris-versicolor
+15,4.8207728223157345,3.401601651312079,1.7356281749649378,0.19924303662202375,Iris-setosa
+16,5.609735885187131,2.905525636775336,3.6198758501060597,1.2735898481736831,Iris-versicolor
+17,5.774287299015144,2.785300202094391,5.095549397518824,2.376751445702761,Iris-virginica
+18,5.662386549531235,2.827780753193201,3.936084789874916,1.2423428559387761,Iris-versicolor
+19,4.765730325862113,3.3952545148805506,1.6668260957892045,0.19785684110120866,Iris-setosa
+20,5.7019048698485015,2.3207033725922916,3.784065373723333,1.0287292625891085,Iris-versicolor
+21,5.514862605116611,2.4182997807602984,3.7567794787961337,1.0022583730716936,Iris-versicolor
+22,4.998395542112982,3.4000732897296233,1.5904169220668245,0.4190243774630479,Iris-setosa
+23,5.808858462342107,2.7033847011462036,5.130550662965874,1.8970839238985047,Iris-virginica
+24,5.18464041046971,3.4392354499244098,1.4009089500374559,0.20097428470857734,Iris-setosa
+25,5.440714015473696,2.5713935474522054,3.88982756778201,1.3098881365019155,Iris-versicolor
+26,4.8064250289059265,3.4004090873056225,1.6857393135929362,0.19936770304152326,Iris-setosa
+27,6.624340095815234,3.0,4.417636700653886,1.402873333185394,Iris-versicolor
+28,4.627490203353847,3.0942673044903684,1.4900647358156913,0.19352673965972145,Iris-setosa
+29,6.427253046065832,3.1534220851103982,5.244756256808139,2.1864708227371357,Iris-virginica
+30,6.428780379994386,3.210381817359555,5.293329758410934,2.302860235063368,Iris-virginica
+31,4.7844997383173204,3.401375895088059,1.8299827347399602,0.20470097064836115,Iris-setosa
+32,4.300000454077557,3.0,1.0956667396084114,0.10000010229132883,Iris-setosa
+33,6.794887963871569,3.2009104553842977,5.852430751743691,2.279272631208645,Iris-virginica
+34,6.3830020861819605,3.1561261551753774,5.211149460099268,2.1286577307182757,Iris-virginica
+35,5.734228185233439,2.8109145508112707,4.211703703893719,1.1470805047471841,Iris-versicolor
+36,6.270924771302759,2.6915838980497235,4.896036860668123,1.7810716241767692,Iris-virginica
+37,4.586972430072478,3.611370172733314,1.0000004128994964,0.19738847336925225,Iris-setosa
+38,4.3,3.0,1.0874891838026604,0.10000009957564061,Iris-setosa
+39,5.353350435662283,2.556029632724581,3.975714371018123,1.3593344421361235,Iris-versicolor
+40,5.498337594466248,2.4947656402689997,4.003495392493536,1.2943471789208743,Iris-versicolor
+41,5.648717064394173,2.850148791658089,3.8184931435850378,1.2853235772157554,Iris-versicolor
+42,6.364203087390329,2.956384570531592,5.6226567141234085,2.1335502014329975,Iris-virginica
+43,6.294878129536957,3.3977879428153894,5.612355970318909,2.398595979023941,Iris-virginica
+44,7.9,3.7054300835008593,6.436834856405919,2.0508337806773214,Iris-virginica
+45,6.051631005578661,3.3230366000215565,4.68083641446898,1.6645150660354529,Iris-versicolor
+46,7.899998723574055,3.8082402763600114,6.478870072840312,1.9687636327981897,Iris-virginica
+47,4.3,3.0,1.095397021271289,0.1,Iris-setosa
+48,5.504367555176299,2.4676334057763887,3.9923681568360085,1.2684300640284718,Iris-versicolor
+49,5.1141870826561435,3.2969158335790216,1.6925520640773053,0.5079795012738044,Iris-setosa
+50,7.666899030897614,2.5892328138989273,6.9,2.2669997055795696,Iris-virginica
+51,6.207226705229185,2.7980589418716835,4.791547212508765,1.7853711926494649,Iris-virginica
+52,4.611712792117509,3.1377157518590186,1.4486649708963029,0.1991225766042546,Iris-setosa
+53,6.205979020570692,2.7790689872266925,4.823560047405315,1.7896079777277187,Iris-virginica
+54,5.53288164499233,2.4617526264763625,3.7677819604220066,1.0417879854424275,Iris-versicolor
+55,6.706277765241231,3.0,5.010017408940047,1.711990052380515,Iris-versicolor
+56,5.963806049819225,2.7995467821408946,4.597354011087127,1.2672657327661583,Iris-versicolor
+57,4.998773381348286,2.000000937770132,3.647732203688245,0.9478544990160077,Iris-versicolor
+58,7.6142090451653655,3.0,6.600694228026408,2.099880917709194,Iris-virginica
+59,6.255795719727907,3.2815566968754264,6.018754268761424,2.49999978306206,Iris-virginica
+60,6.604277352461488,3.1276426732421543,5.345920612655804,2.1804153532778114,Iris-virginica
+61,5.444808379701401,2.4532145950013358,3.7137301918418264,1.0851014649458026,Iris-versicolor
+62,6.499142895904519,3.1964760907535954,5.092896140862439,2.0086051056706884,Iris-virginica
+63,5.790230886749436,2.701158397399495,5.098474522066657,1.888189818910715,Iris-virginica
+64,6.272363005613628,3.3929075739440266,5.5608552768200665,2.398504339097324,Iris-virginica
+65,6.180765904442329,2.212470175845178,4.513042956689315,1.4610084936689647,Iris-versicolor
+66,4.30000050141819,3.0,1.0981929756637565,0.1,Iris-setosa
+67,6.422230151537117,3.248052685181955,4.729916684471711,1.5662141376685237,Iris-versicolor
+68,6.2174723997300525,2.812798610252384,4.762593937129064,1.7780582063022965,Iris-virginica
+69,6.299100128549429,3.2989204202114646,6.037294963726341,2.499999724066877,Iris-virginica
+70,4.796314623886679,3.3991146574007214,1.6936603843485987,0.20223819796275497,Iris-setosa
+71,6.186177765666104,3.3258916381143306,6.126799541682134,2.5,Iris-virginica
+72,4.802571751684366,3.402067801352151,1.998207797946206,0.19870469824058232,Iris-setosa
+73,5.9652008127746505,2.221519187211096,3.999879046948401,1.0476733561574902,Iris-versicolor
+74,5.560871854081998,2.484893128290506,3.8902255881686942,1.118757737611675,Iris-versicolor
+75,4.3000006082002535,3.0,1.108292458397003,0.10000012076042347,Iris-setosa
+76,5.895992222301718,2.798370810143611,5.120735896453442,2.3925936681745137,Iris-virginica
+77,5.239978467213239,3.572698690255512,1.5080857140465311,0.212090183008576,Iris-setosa
+78,7.721062779424554,2.6076250403754453,6.9,2.2872868289527637,Iris-virginica
+79,5.807936680278242,2.699707716233467,5.082683632071477,1.8661657239960847,Iris-virginica
+80,5.427254063788757,2.5034140043718627,3.687952071394708,1.1251181778660821,Iris-versicolor
+81,6.5558807673012875,3.0,4.48193865098752,1.4506016394189585,Iris-versicolor
+82,7.697832503650399,2.6138498772462953,6.899998394444774,2.2979552178248066,Iris-virginica
+83,4.790899539916372,3.0,1.4053312487235283,0.2747279153048029,Iris-setosa
+84,5.4164894519087685,3.911537289923496,1.2933740415165054,0.4370568832451178,Iris-setosa
+85,6.098371940617267,2.8241407456902534,4.7068087789981465,1.266663556095307,Iris-versicolor
+86,6.062131374762427,2.912678089909535,4.637207869453188,1.4309702390873462,Iris-versicolor
+87,5.439988215522821,3.4016458871081285,1.5123400659407702,0.43732734904815473,Iris-setosa
+88,6.0891714239382555,2.601302885955249,5.609605393120578,1.4459767016224885,Iris-virginica
+89,4.641835481180933,3.541109832675924,1.0000004480929892,0.20241750332930208,Iris-setosa
+90,6.289651885643951,3.3156224378285,4.6665809292938505,1.584510158677755,Iris-versicolor
+91,4.515508494437272,3.138427866776682,1.4086811296069153,0.1988839862994461,Iris-setosa
+92,5.4761511870578765,4.2,1.38957860692331,0.19221992140169045,Iris-setosa
+93,5.6808236444147,3.0,4.223761248871811,1.2003150324767267,Iris-versicolor
+94,7.690066144539581,3.0,6.338332185787645,2.269018261560106,Iris-virginica
+95,6.001637952588064,3.407694665886991,4.529319852533388,1.6237414391504406,Iris-versicolor
+96,6.699633248801704,2.497350708514015,5.795237606471989,1.7928601604739485,Iris-virginica
+97,5.727082492810231,2.8030679293628995,4.388349579300398,1.3260607410465608,Iris-versicolor
+98,6.029940211742597,2.2019633776354803,4.028877325055637,0.9105134132520306,Iris-versicolor
+99,4.601766648004614,3.206621380324785,1.3880714941435914,0.20045512307000826,Iris-setosa
+100,5.804534435348299,2.682979944641938,5.091436201425277,1.8893750364843958,Iris-virginica
+101,5.016684759093667,2.0,3.092459942863715,0.9039275217656236,Iris-versicolor
+102,6.168922993665073,2.189647765376399,4.457162402409282,1.4162678423256645,Iris-versicolor
+103,4.985219806818274,3.0,1.6319385359482779,0.1967281158764564,Iris-setosa
+104,4.92371828175105,3.102948921150208,1.473180165991476,0.1,Iris-setosa
+105,6.690320451323351,3.0,4.982435950943328,1.6875608904690769,Iris-versicolor
+106,6.063328632680293,2.8631448632612737,4.695010723719038,1.279481667597228,Iris-versicolor
+107,5.919443107088732,3.1987341032194156,4.778109546339735,1.7600605706695422,Iris-versicolor
+108,6.640995430026868,3.0,4.471252005771422,1.4306320282707041,Iris-versicolor
+109,6.106419486155604,2.8345937876055443,4.716949522578181,1.3065704916157102,Iris-versicolor
+110,6.08212181820403,2.593233198625114,5.630360297875615,1.41138852118344,Iris-virginica
+111,5.623886455701744,2.7873422204145415,4.444561959875469,1.3094878450426386,Iris-versicolor
+112,7.677571776776746,2.602333358256928,6.9,2.2995398417925657,Iris-virginica
+113,6.191477655986031,3.4048868431107797,5.507059671795608,2.33537043325897,Iris-virginica
+114,4.406424824165626,2.9790504891736056,1.4025593001413776,0.19505607144479387,Iris-setosa
+115,5.43223775490805,3.404355820251726,1.5291792930541297,0.44583809848437533,Iris-setosa
+116,5.238117830231278,2.6345188054783955,3.8662447486993052,1.365422928847588,Iris-versicolor
+117,6.943660510624811,3.1942812919611696,5.846512620756386,2.2896855334234636,Iris-virginica
+118,5.190727552602803,2.73594643257222,3.9327002380229326,1.412168391087876,Iris-versicolor
+119,6.387545717339121,2.8307897190395295,4.559510445918982,1.488288291853845,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/16/test.csv b/iris/tab_ddpm/5_0/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/16/train.csv b/iris/tab_ddpm/5_0/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/16/val.csv b/iris/tab_ddpm/5_0/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/17/synth.csv b/iris/tab_ddpm/5_0/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a1648e17f5fdf98c604b3bbfa1ef02a11793ff17
--- /dev/null
+++ b/iris/tab_ddpm/5_0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.001430735626451,2.000000521001022,3.5706239210691724,1.0342754896042188,Iris-versicolor
+1,6.67921600453951,3.1071078054802257,4.721360516745894,1.497251669337554,Iris-versicolor
+2,4.985311245761195,3.4046922550508425,1.5954741133240433,0.3371810585630333,Iris-setosa
+3,5.161713766660362,3.455382662690354,1.4247209746500207,0.20417254747514724,Iris-setosa
+4,7.148302662835606,3.202488952668868,5.971641546240958,1.8724746991092067,Iris-virginica
+5,4.5949014438314615,3.6072327053010067,1.000000752601042,0.19958042631504877,Iris-setosa
+6,5.456185553293224,2.435860182550173,3.6435884163700925,1.0229273219103023,Iris-versicolor
+7,5.7620841210841025,2.711650981529185,5.1072489157799,1.9191146555492258,Iris-virginica
+8,5.0618129909885035,3.348277177754655,1.6821421609921037,0.4650651490703045,Iris-setosa
+9,6.484873340511056,3.0,5.797082920578074,2.184691066715498,Iris-virginica
+10,6.101775274845992,2.6039671315159114,5.615554324102298,1.4062096624033444,Iris-virginica
+11,6.287727408780965,3.2872774026791314,6.0746417648463,2.4999997759774693,Iris-virginica
+12,6.585528472085482,3.206194530385864,4.733378940877759,1.536502860517989,Iris-versicolor
+13,6.3849657503529285,3.293922669895969,5.228289038356788,2.1059885733790464,Iris-virginica
+14,7.166239535477321,3.2147406775419265,5.956950615593573,1.7980982623459538,Iris-virginica
+15,4.574156341104123,3.138909375530239,1.4847631644327164,0.20003291257306755,Iris-setosa
+16,6.187726814191791,2.781895121651923,4.852147898055886,1.8077660894127405,Iris-virginica
+17,5.76879303383147,2.795672461545045,5.091848733430809,2.4109425108238525,Iris-virginica
+18,5.511489992510844,4.2,1.4088500924118277,0.20309485867363214,Iris-setosa
+19,5.221889794682794,2.7103284953099696,3.8906682905297734,1.4002507511477644,Iris-versicolor
+20,7.710906815609226,2.615747872671164,6.899998214235032,2.304935271113105,Iris-virginica
+21,6.332178807413959,3.3056247669851553,6.0205510576426935,2.4999998020177174,Iris-virginica
+22,4.300000578464713,3.0,1.1021452004720347,0.10000014429265888,Iris-setosa
+23,4.588481823077855,3.632462036506959,1.0000003630018988,0.20039093437255895,Iris-setosa
+24,5.491947151358866,4.199998878579222,1.3982312643249801,0.1990411488583107,Iris-setosa
+25,6.491553988352329,3.0,5.755895363205305,2.2183125880508747,Iris-virginica
+26,5.032318009671059,3.5084764254447087,1.4104604341413887,0.20507255243853081,Iris-setosa
+27,5.196241402497131,3.3998121088930664,1.4037550016330491,0.19852259208003317,Iris-setosa
+28,5.977332792540746,3.399780333162364,4.4599078823848455,1.574990670559521,Iris-versicolor
+29,5.884850258458161,2.8316262874843257,4.5964674882054934,1.3632354264500774,Iris-versicolor
+30,5.669091544977468,3.777826272534086,1.634137329200695,0.3241733466260896,Iris-setosa
+31,6.664230112499099,3.0,5.009230016279006,1.6840058295927463,Iris-versicolor
+32,5.207588172034834,3.4001754931527173,1.407855616199522,0.20171822617921611,Iris-setosa
+33,5.673050028302307,2.9302397421410245,3.950415524862591,1.3233754233650639,Iris-versicolor
+34,4.625185744452352,3.208694492040124,1.4124217638010244,0.19977729597522798,Iris-setosa
+35,5.555939550249731,3.0,4.510526560790444,1.483945676692002,Iris-versicolor
+36,5.685874334528381,3.7794135751213327,1.5940628950588205,0.27391603330710584,Iris-setosa
+37,6.710974660940798,3.1221382768404577,4.707093023879974,1.509955285288955,Iris-versicolor
+38,6.347106904136647,3.284091389321298,4.670688916367301,1.5744250570549645,Iris-versicolor
+39,6.046725816432191,2.949297917183027,4.606703784946581,1.4916573127388788,Iris-versicolor
+40,6.80327057518871,3.2136039298704664,5.6941875094694385,2.3066637769967064,Iris-virginica
+41,5.076774022183681,3.2655765685628473,1.7273090355523228,0.3878954920030627,Iris-setosa
+42,7.739727332259484,2.5801368037652566,6.9,2.318937615059191,Iris-virginica
+43,5.027089259716975,3.630760853776675,1.4125249369645674,0.2022264654095094,Iris-setosa
+44,5.009591591278442,3.0,1.5946560444784594,0.20092658898148627,Iris-setosa
+45,7.585449064156275,3.0,6.613390220514546,2.059022237168476,Iris-virginica
+46,4.770625235781265,3.4011098137458835,1.5838661185449967,0.19894526660999767,Iris-setosa
+47,6.049565776981017,2.8812183681760977,4.663436659000949,1.3608667412106987,Iris-versicolor
+48,4.878831558530996,3.0807251673636076,1.4891664468188766,0.1,Iris-setosa
+49,4.599340573517627,3.5653323308044125,1.0000003668649113,0.2004290207117217,Iris-setosa
+50,6.699192610456687,3.099444099736371,4.694958544875816,1.5144212613235923,Iris-versicolor
+51,5.995142147655347,2.1910848303213073,4.990058714033321,1.50359671604089,Iris-virginica
+52,5.125527501963,2.491581466297453,2.960509247112216,1.0832314701548542,Iris-versicolor
+53,5.824380618970067,2.6347298612881844,3.99070745247875,0.8770671410868282,Iris-versicolor
+54,5.500970384153239,4.2,1.4099697370102624,0.19632959424489232,Iris-setosa
+55,5.722246768650067,3.0,4.52280515996548,1.5090561616835207,Iris-versicolor
+56,4.635809267579999,3.592224880718453,1.0000004051418674,0.20663151103213737,Iris-setosa
+57,5.052059176116835,3.559410903152159,1.4110149429513945,0.2003992399232304,Iris-setosa
+58,5.497062484816065,3.0,4.502707562560547,1.4689515374868494,Iris-versicolor
+59,6.593524927343003,2.912839063849162,4.7170072805891925,1.5629999076711578,Iris-versicolor
+60,6.723896366679402,3.097344719061101,4.686981633372978,1.5159408546328694,Iris-versicolor
+61,6.043289535698147,2.914613633605681,4.6133353043405885,1.4502426110857962,Iris-versicolor
+62,5.249898433616867,2.606837352925027,3.810983139811483,1.314393695610936,Iris-versicolor
+63,6.697512833756979,3.1000677838891906,4.711737083913093,1.5055116032487763,Iris-versicolor
+64,4.800207964281213,3.0,1.4006826962961945,0.40061631026308286,Iris-setosa
+65,5.691813726036181,3.7743520424171786,1.661959988920755,0.3215986439866973,Iris-setosa
+66,5.926655549907792,2.2184057625437723,3.935874497778522,1.0359079749746358,Iris-versicolor
+67,4.300000553305576,3.0,1.101699549814186,0.10000009567903112,Iris-setosa
+68,6.837259364121854,3.183077833626958,5.295027794640784,2.304704459019239,Iris-virginica
+69,4.785938315747352,3.0,1.4042122909511814,0.3744453537020497,Iris-setosa
+70,6.205265280491689,2.792280816567592,4.823888072032312,1.8002665227111474,Iris-virginica
+71,4.89500043266502,3.083263313438191,1.4807679490923908,0.1000001030263091,Iris-setosa
+72,6.190212410320737,3.3903691916244365,5.48469200996942,2.3165288298691236,Iris-virginica
+73,5.854507436874239,3.1711030830621842,4.764114413632272,1.7444235819374578,Iris-versicolor
+74,5.003939466807829,2.0,3.516844694222121,1.0227958301996962,Iris-versicolor
+75,5.020597283042126,2.0000005276664177,3.4650699197736765,0.8729169791831276,Iris-versicolor
+76,4.300000720909178,3.0,1.1012155564446768,0.1,Iris-setosa
+77,4.410747947802392,2.903538759093212,1.4050888142379434,0.1992713122569016,Iris-setosa
+78,6.4889770198538335,3.0,5.787433600721778,2.178923497631497,Iris-virginica
+79,5.523768241201561,3.0,4.463675969715153,1.4919810912550542,Iris-versicolor
+80,7.209195719020367,3.2085699252352557,5.962604644507392,1.7820545115339328,Iris-virginica
+81,5.398524590215928,3.0,4.48513114987748,1.4988125337256333,Iris-versicolor
+82,5.953568284250757,2.1868726169492425,4.975681253326544,1.489449121945077,Iris-virginica
+83,5.887349504211983,3.1987089851917063,4.814819913544295,1.7866776359252146,Iris-versicolor
+84,5.103931063570971,3.302790560331282,1.5999026892281882,0.45318252278311066,Iris-setosa
+85,5.991574063028042,2.215528374518302,5.055367438118793,1.515917350066894,Iris-virginica
+86,5.404030458043521,3.0,4.4498824787386955,1.4995961756688854,Iris-versicolor
+87,6.159182600906666,2.9276713037344746,4.728811015378825,1.4276956445868652,Iris-versicolor
+88,7.242023738067154,3.1686291912539026,6.126136919200578,1.8182363429519783,Iris-virginica
+89,7.702592735221952,2.8210852152362893,6.693721752661284,1.987676343822924,Iris-virginica
+90,4.396750121087898,3.2077472439506884,1.3234355624841254,0.20174555950766376,Iris-setosa
+91,4.8178430206397955,3.3967178363614554,1.8397372730744976,0.19801247607704636,Iris-setosa
+92,5.672985302395275,2.8938189017360396,4.105445027650289,1.2801509287213642,Iris-versicolor
+93,6.838873292659535,3.0857960767216053,5.072519269557134,2.2939862773283637,Iris-virginica
+94,4.982740125584357,3.0,1.5858758100078647,0.19992584930476748,Iris-setosa
+95,4.797433255103438,3.4051333573498934,1.5975659533247524,0.20169192202940472,Iris-setosa
+96,6.353028145162162,2.6781219663842313,4.9074229581648074,1.7825730871069119,Iris-virginica
+97,6.47321071127878,2.788628916291635,4.606966459217194,1.4839179534733495,Iris-versicolor
+98,5.522825409805458,2.4835768853272047,3.9915062238705445,1.2768297417696808,Iris-versicolor
+99,6.313242880278838,2.510106301028671,5.005924233584555,1.8969161439718492,Iris-virginica
+100,5.792150521913449,2.810950003440654,5.153377385410513,2.4071697138566894,Iris-virginica
+101,7.9,3.8092312461647144,6.436217132597646,1.9875041385408228,Iris-virginica
+102,5.519544818330175,4.199998474000017,1.3922166040264246,0.20341760372600426,Iris-setosa
+103,7.716969264670032,2.792001083550874,6.719675340056285,2.009641022348055,Iris-virginica
+104,6.364117051928258,3.302551016463112,5.452608338130226,2.34497506582955,Iris-virginica
+105,6.294330729339971,3.3081907932994126,5.958071977605624,2.4999998000098222,Iris-virginica
+106,5.475758740529545,3.0,4.530221186767927,1.5197421488035459,Iris-versicolor
+107,7.899999000073139,3.822897692745124,6.4028781472628875,2.052577522901008,Iris-virginica
+108,5.517861350480271,3.0,4.539403819153979,1.503406946479661,Iris-versicolor
+109,5.200384938496127,2.503902371109252,3.600680887963472,1.2195687790196976,Iris-versicolor
+110,5.987928682146548,2.18411963575997,4.996191766295587,1.4946223571205528,Iris-virginica
+111,4.3876461972030905,3.2073384517633095,1.2948152118195086,0.19795905617303272,Iris-setosa
+112,6.717747844789479,3.2096626233832692,5.669896576693146,2.3091338928589686,Iris-virginica
+113,5.448759570630743,3.0,4.498627554146771,1.5032634510987934,Iris-versicolor
+114,5.875293708176847,3.1825963511916466,4.799636627760987,1.7799174417814552,Iris-versicolor
+115,5.359768506242555,3.3985255038160354,1.5280063843168226,0.42649359009269205,Iris-setosa
+116,5.78738339350538,2.7077395743460455,5.092331294440399,1.8880865780606908,Iris-virginica
+117,5.866441701170461,2.956665388956198,4.390127437771977,1.4030095039024353,Iris-versicolor
+118,6.863822004444973,3.2017905588851225,5.840794714919595,2.3038703392375512,Iris-virginica
+119,6.127670447795307,3.363293993685814,4.586259137171909,1.5784320523311413,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/17/test.csv b/iris/tab_ddpm/5_0/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/17/train.csv b/iris/tab_ddpm/5_0/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/17/val.csv b/iris/tab_ddpm/5_0/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/18/synth.csv b/iris/tab_ddpm/5_0/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c95a225abdbc22838f3b8ed97f6c8c2af4403f78
--- /dev/null
+++ b/iris/tab_ddpm/5_0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.787573296763683,6.369531828950971,2.0160281921899443,Iris-virginica
+1,4.3,3.0,1.0897579234909052,0.1,Iris-setosa
+2,5.223422856396858,2.717531925643312,3.9807405644270824,1.3958353273908806,Iris-versicolor
+3,6.7147107913337125,3.091815223225792,4.68850061986379,1.473487576875977,Iris-versicolor
+4,5.2131021870224306,2.5047728941464835,3.420405607170231,1.1349016209973941,Iris-versicolor
+5,4.601897308168296,3.178512828025163,1.3776646941265596,0.20250640504971823,Iris-setosa
+6,5.6712224567844345,3.81479187225211,1.6069287191699084,0.2771138894079442,Iris-setosa
+7,4.300000539921496,3.0,1.112249370651464,0.10000010028031192,Iris-setosa
+8,4.613508511882837,3.6170540823091435,1.000000445567623,0.1995814724354652,Iris-setosa
+9,7.020046520011866,3.1913322273880156,5.856730393593522,2.158051171800528,Iris-virginica
+10,6.697447622987747,3.290636072838236,5.687549115251315,2.338304401266368,Iris-virginica
+11,5.193660448973079,3.3996551735240272,1.4031229763006157,0.20492381153474742,Iris-setosa
+12,7.899998603896141,3.7986241926908657,6.362129656754455,1.9927825577202494,Iris-virginica
+13,5.673323335549559,3.0,4.202442881786459,1.2258223570704527,Iris-versicolor
+14,5.9051598898035245,2.217465013991786,3.938008006258919,1.0329557536378102,Iris-versicolor
+15,5.810744178338554,2.731314488915643,5.097191536369669,2.120316741781451,Iris-virginica
+16,7.712918431702341,2.8164833559965996,6.71941150292713,1.9707577214038645,Iris-virginica
+17,6.434942926150294,2.8083153855869742,4.535767178929713,1.4886629752042515,Iris-versicolor
+18,6.297503066428268,3.304421778232515,6.008228590245317,2.5,Iris-virginica
+19,7.744000535653836,2.558444083829843,6.9,2.3309881812088884,Iris-virginica
+20,6.007524582196286,2.19294100660764,4.993715136972042,1.5044285246114237,Iris-virginica
+21,6.282747255981005,3.4021047668393796,5.533035547805721,2.365452728878185,Iris-virginica
+22,6.320551028186332,3.2870998292001223,5.950685312224468,2.4999997237621923,Iris-virginica
+23,5.432206160987608,3.898484623930579,1.2989283799119882,0.4035398239475804,Iris-setosa
+24,5.503591161459809,2.444306788375056,3.710630712852193,1.0131071313568913,Iris-versicolor
+25,6.637615921976504,3.0,4.432956634516504,1.4238295036721795,Iris-versicolor
+26,5.080698558166277,3.2710873359836365,1.5986027769672462,0.4451482710456952,Iris-setosa
+27,4.800549155617571,3.4035523545408917,1.7115904990811623,0.20016566410025025,Iris-setosa
+28,6.4308857900007,3.037689848104072,5.587654431095281,2.230689976430465,Iris-virginica
+29,7.70127261380919,2.8537346933822914,6.704980937089718,2.0336619497373705,Iris-virginica
+30,6.294299594842245,3.4039704037360536,5.542058237374944,2.379725995164983,Iris-virginica
+31,6.262552335133791,3.3095545923136003,6.0695487753796655,2.5,Iris-virginica
+32,5.92125727498393,3.200236461954279,4.787835977206872,1.7951679258391013,Iris-versicolor
+33,6.585167425954786,2.794308074827424,4.6489048058880185,1.4867150581906223,Iris-versicolor
+34,5.688152313311613,3.0,4.2374489680922744,1.2384430076663395,Iris-versicolor
+35,5.556217713943567,2.5031960116550818,3.941211397548904,1.1414001622845704,Iris-versicolor
+36,6.234884441957381,3.3985547009478525,5.458996530253338,2.359171651824935,Iris-virginica
+37,6.719283039884463,3.0,5.000307997223008,1.679339660693631,Iris-versicolor
+38,4.795033857360379,3.400540934598329,1.8936201696972783,0.20070515087146018,Iris-setosa
+39,5.380283821156152,3.0,4.48483398058565,1.4934248638095484,Iris-versicolor
+40,4.615696454102391,3.1151288904471435,1.5068103679525606,0.19963944783137055,Iris-setosa
+41,7.701371772043505,2.585500685415241,6.9,2.30759958454834,Iris-virginica
+42,6.318641949368293,3.394002794147077,5.578010351830294,2.386824999759509,Iris-virginica
+43,4.644373196265087,3.226253766679102,1.4090228382760883,0.19709045489905685,Iris-setosa
+44,7.183553075303101,3.2144699837804103,5.985785020742402,1.7987430120455667,Iris-virginica
+45,4.803149909850011,3.399596184456418,1.7164638555595557,0.19815275470102917,Iris-setosa
+46,5.761185340550156,2.7774893608909874,4.22826901404078,1.0710010768507057,Iris-versicolor
+47,4.3,3.0,1.094888224181189,0.1,Iris-setosa
+48,4.611114659011654,3.109002386058667,1.5103939337741257,0.20016265233372246,Iris-setosa
+49,6.596919591618272,3.1804492682599146,4.72747526336359,1.5402638869041985,Iris-versicolor
+50,6.208298064780948,2.209242434607456,4.511601963646444,1.4707048141708352,Iris-versicolor
+51,4.998522307420425,3.0,1.599502268909817,0.19821935322190293,Iris-setosa
+52,5.028292278234148,3.4009903650131705,1.7985362978169968,0.40642100915394513,Iris-setosa
+53,4.6196852104490205,3.5974113393396125,1.0,0.20333679892563816,Iris-setosa
+54,4.94892398122086,2.0,3.448886809854433,1.0199960428789396,Iris-versicolor
+55,5.573676438280728,2.8923675355445266,3.464522028053074,1.3011281622337525,Iris-versicolor
+56,6.805665111473185,2.805246719210421,4.797992910093118,1.4001670360508196,Iris-versicolor
+57,5.984944485034893,2.8883331314030856,4.4788855094807705,1.5016190943754626,Iris-versicolor
+58,4.599957541441816,3.655937020582416,1.0,0.19459739186571867,Iris-setosa
+59,4.989778037350977,3.6759109337075593,1.4154191513614798,0.200137972002131,Iris-setosa
+60,6.760889477401929,2.9601545215916696,4.922757470423862,1.565421059448943,Iris-versicolor
+61,6.098216149973252,2.8757238538422167,4.693458330420722,1.3470353234208072,Iris-versicolor
+62,5.233474579591573,3.399474918092802,1.4007191324690729,0.19879540780962957,Iris-setosa
+63,7.7117098802145945,2.605719237959568,6.899998968861964,2.3018728163625095,Iris-virginica
+64,6.002055183041247,2.187654196454482,4.021125734604935,1.0143824428659642,Iris-versicolor
+65,4.3,3.0,1.104805103938322,0.10000009550414862,Iris-setosa
+66,4.4052400439795365,2.9126500181946753,1.393826486135827,0.20240901146020868,Iris-setosa
+67,6.5892533633017925,3.0,4.4360206641909965,1.4346168620632063,Iris-versicolor
+68,6.844872544874001,3.1712804621844928,5.844911144350233,2.304586298423453,Iris-virginica
+69,5.633842753278357,3.7897773802184958,1.5589323934717825,0.3147916039661858,Iris-setosa
+70,6.320754198658084,2.6897865218276347,4.911104447786107,1.8050456635206835,Iris-virginica
+71,6.700837439035145,3.0,5.002306256864773,1.7147898452965313,Iris-versicolor
+72,6.782021400503329,3.1928204437742975,5.917532703075038,2.263443726141083,Iris-virginica
+73,6.5300864677399115,2.8365229427518015,4.639302895903459,1.5073798297569232,Iris-versicolor
+74,5.796980340233954,2.7192390573289393,5.107023732075184,1.9162468913805455,Iris-virginica
+75,7.697854389216268,2.8056689688111667,6.714419603823911,1.9941135174823827,Iris-virginica
+76,6.883701408392662,3.201988652895085,5.705840737953951,2.2934153708417497,Iris-virginica
+77,7.6984834269854,2.8100894390491806,6.699683107483811,2.028898275135932,Iris-virginica
+78,5.3418491918376185,3.6218590248724696,1.367750246929229,0.2702488734698284,Iris-setosa
+79,6.486412216525839,3.176361387105492,5.086320511718771,1.9745400178613475,Iris-virginica
+80,6.001521146541734,2.200492878115401,4.04925837104198,0.9638539585578344,Iris-versicolor
+81,4.300000856834872,3.0,1.0852636087403797,0.10000012010632513,Iris-setosa
+82,6.390050149741327,3.2011538054974054,5.294802044995617,2.2911819686479555,Iris-virginica
+83,6.7092440516138225,2.488440317342733,5.937527458535379,1.807671395600787,Iris-virginica
+84,5.467867604135492,2.52934840055753,4.027114323793833,1.3169871851160833,Iris-versicolor
+85,4.92593247668501,2.0,3.5937989390724243,0.9570470682120487,Iris-versicolor
+86,4.6262464986604055,3.65926820060289,1.0,0.19165681447728006,Iris-setosa
+87,6.399611142956141,3.2028787499730607,5.268943467725503,2.3045090351047013,Iris-virginica
+88,6.2761010554469285,3.386000685662407,5.51198830875706,2.319196507382756,Iris-virginica
+89,4.838466358717067,3.0316377531607834,1.470385135433442,0.1,Iris-setosa
+90,5.622007195184169,2.5350442364580252,3.896055054838733,1.0878240506840846,Iris-versicolor
+91,5.785983480212963,2.6976660203230045,4.108641498145784,1.0402072353659997,Iris-versicolor
+92,5.122437740156012,3.4138103997741505,1.4061168492447842,0.1976133776057885,Iris-setosa
+93,4.300000645704834,3.0,1.0990687373478174,0.1,Iris-setosa
+94,5.63458218118671,2.9853983153706123,4.449978254925083,1.434500535197119,Iris-versicolor
+95,5.240595214564598,2.534518587272196,3.6226933778599384,1.184607011880451,Iris-versicolor
+96,5.777276937603502,2.6998351054227507,4.068698214648337,0.9223176648279786,Iris-versicolor
+97,4.809101785736557,3.0,1.3943090390940953,0.1,Iris-setosa
+98,5.692206356965829,3.0,4.11638480239521,1.2009180562427983,Iris-versicolor
+99,4.385458746153855,2.8764952758773497,1.3699702924575414,0.19344100928247576,Iris-setosa
+100,4.8746749961127955,3.0914323567733946,1.4674914822844323,0.10000010306895495,Iris-setosa
+101,6.002202282449039,2.217743154015464,4.986498840400954,1.4962184116173771,Iris-virginica
+102,7.669869985657089,2.5981441935124896,6.899998378230471,2.262015422323424,Iris-virginica
+103,5.769271235680437,2.6950515630351726,5.098126450224556,1.899710127049648,Iris-virginica
+104,6.375284790440181,3.2047909793716576,5.2983671311639045,2.3029504279855453,Iris-virginica
+105,5.77415471101401,2.6756514679442955,4.0837369155263,0.9541733965385729,Iris-versicolor
+106,5.658017940597843,2.996392308710741,4.073248711610315,1.2190902569791677,Iris-versicolor
+107,6.220971788474782,2.7931439376032294,4.840688132109661,1.8274735095239751,Iris-virginica
+108,5.5041324265560485,3.5556266317747056,1.536605252609232,0.38318229343543586,Iris-setosa
+109,7.719540912906402,3.0,6.141602252823531,2.314102589813667,Iris-virginica
+110,4.3,3.0,1.0960134060538471,0.10000009060221421,Iris-setosa
+111,5.8194760076138055,2.686052720428907,5.142684648713786,1.8495708610373327,Iris-virginica
+112,4.8123582435429135,3.0,1.3948092034322448,0.1,Iris-setosa
+113,6.871362542446432,3.1580652704550918,5.264746300613373,2.306139472993328,Iris-virginica
+114,6.682063010536491,2.4637447436307855,5.759890288549131,1.7754686344960215,Iris-virginica
+115,5.806671451538057,2.7022079755143538,5.102607772055981,1.8985877466262349,Iris-virginica
+116,5.840878921224753,2.7043121988521923,4.211132518628188,1.0141866057281899,Iris-versicolor
+117,4.563561083418689,3.099881742292474,1.472920597240375,0.2014602675037142,Iris-setosa
+118,7.694357895049371,2.572010535026323,6.9,2.3071272427618768,Iris-virginica
+119,5.07302182552458,3.4564295817551063,1.3940276509848117,0.19737412958552703,Iris-setosa
diff --git a/iris/tab_ddpm/5_0/18/test.csv b/iris/tab_ddpm/5_0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/18/train.csv b/iris/tab_ddpm/5_0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/18/val.csv b/iris/tab_ddpm/5_0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/19/synth.csv b/iris/tab_ddpm/5_0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..03e37307efe57c3ce3577d870724f8f39f7394be
--- /dev/null
+++ b/iris/tab_ddpm/5_0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.126599963374113,2.598321799082635,5.617200547082312,1.3895725749138548,Iris-virginica
+1,5.407377758824642,3.9119248048922577,1.2809908568299238,0.40903580316447524,Iris-setosa
+2,6.7164494131994665,2.474133467045683,5.81032737687806,1.7957149256652158,Iris-virginica
+3,6.3957016238927356,3.19467908042541,5.296829683647582,2.2793184566381077,Iris-virginica
+4,6.2729653806728285,3.4063550887866434,5.5989161533224205,2.3990026646946485,Iris-virginica
+5,6.868371196667315,3.2008425963518103,5.687675448759616,2.3007721572131308,Iris-virginica
+6,4.597728939023755,3.0870155345405266,1.516402480376954,0.20172429357589156,Iris-setosa
+7,6.259051619047255,2.7224458546346755,4.865983580052406,1.8104012498090123,Iris-virginica
+8,6.787548364724283,2.8123933891617336,4.832355098437734,1.4162302576424495,Iris-versicolor
+9,7.718340424860974,2.5834002377513454,6.9,2.2979841675073,Iris-virginica
+10,4.875772644304577,3.0416512234499256,1.491256474392046,0.10000009934736084,Iris-setosa
+11,6.008571995840388,3.3987143236406983,4.47100530987446,1.601081702054044,Iris-versicolor
+12,5.895119797502832,2.843901835730405,4.48532332336617,1.4087697333779463,Iris-versicolor
+13,6.71084382907548,3.0,4.978748768784084,1.684084404383214,Iris-versicolor
+14,7.715262451780781,2.8016049889029238,6.723804761753535,2.032162742448636,Iris-virginica
+15,5.137770164854335,3.432437521272132,1.387397227757801,0.19991599216212425,Iris-setosa
+16,6.591092736196202,3.0,4.405787473190999,1.4154352152130674,Iris-versicolor
+17,5.742400663355428,2.7047233674711513,5.090058957533599,1.9521762567759964,Iris-virginica
+18,6.592998236899137,3.0,4.430962722135165,1.3997109050110825,Iris-versicolor
+19,5.821622120157515,2.6959486411040285,5.093963515225973,1.895065833346528,Iris-virginica
+20,5.768700129426716,2.71558682214276,5.115361732263267,1.9278638503549745,Iris-virginica
+21,6.092244266721038,2.5922099973975423,5.633285620498833,1.3985173489137352,Iris-virginica
+22,5.529325021104763,4.199999083644153,1.410736472197779,0.20027750910924616,Iris-setosa
+23,4.613639115736416,3.1832069555757903,1.4056277119393308,0.1985889669355546,Iris-setosa
+24,7.697586249079411,2.810471566379882,6.711143406446163,1.9780802277191054,Iris-virginica
+25,6.56795666818123,2.5133314547246384,5.436721361598671,1.8343877674646436,Iris-virginica
+26,5.787494117057023,2.806434987684364,5.091834319279982,2.398443433348441,Iris-virginica
+27,5.712514533539971,2.9306238729189906,4.205439738200299,1.2685001089739636,Iris-versicolor
+28,5.834423455420918,2.7119728454433796,4.073723222698994,1.0223402468324443,Iris-versicolor
+29,6.29294432029719,3.312289058375738,6.024444923702379,2.5,Iris-virginica
+30,6.198050917468538,3.403078615440651,5.446530832049774,2.373302638690172,Iris-virginica
+31,7.665267879747718,2.6058403530446586,6.8999989756505595,2.282301113421458,Iris-virginica
+32,6.302770291979298,2.514024156371462,4.991686501254316,1.8987072242846408,Iris-virginica
+33,4.59839173681846,3.603186074442287,1.0,0.1997989086585497,Iris-setosa
+34,6.93806174858473,3.188597536680773,5.634205586648262,2.3000385915077675,Iris-virginica
+35,5.107592417831497,2.502782815108103,2.971502553197789,1.0833381640953892,Iris-versicolor
+36,6.738615277570305,3.172870819954949,5.481829019974125,2.309053058778395,Iris-virginica
+37,5.034175115228784,3.558573651721528,1.400765969394567,0.20040223265974244,Iris-setosa
+38,6.436808884186408,3.187965730555191,5.351595567258509,2.2945313530755858,Iris-virginica
+39,4.300000625500482,3.0,1.0993272481314547,0.10000009926020015,Iris-setosa
+40,5.701788885844176,2.807734971928643,4.498370369764942,1.3388052736457092,Iris-versicolor
+41,6.258269813353185,3.3950847915129496,5.589080528118429,2.37930619975124,Iris-virginica
+42,4.593540975136541,3.173238231511753,1.4162336155177686,0.1993553045863204,Iris-setosa
+43,5.927121859394442,3.206757045120446,4.790140722721324,1.8017452908914693,Iris-versicolor
+44,5.656315107765455,3.0,4.55108345720281,1.5368646971643705,Iris-versicolor
+45,4.300000571566561,3.0,1.1061386528338204,0.10000010858491835,Iris-setosa
+46,5.1022670266258014,3.2972138044696973,1.8244074495007785,0.4238411448539615,Iris-setosa
+47,5.210924398347024,3.403037269071688,1.4025941300236804,0.1973745445165982,Iris-setosa
+48,4.608066371864006,3.1801075644769536,1.4209732428323902,0.20113114653162786,Iris-setosa
+49,5.796120463922663,2.75835156098874,4.101303954112675,1.0700006440265,Iris-versicolor
+50,6.315121234202337,3.312947006561594,5.958316152882348,2.5,Iris-virginica
+51,6.805176651237849,3.0,5.20653372946051,2.2441615320507786,Iris-virginica
+52,5.397201608417372,3.390940831986017,1.520865526054782,0.45802123227385594,Iris-setosa
+53,5.51521250985747,3.0,4.481688460531106,1.486644000683653,Iris-versicolor
+54,6.800146397348974,2.7922912064618313,4.8342305952831515,1.4062760409489252,Iris-versicolor
+55,6.005628006008629,2.2129597931129985,5.006325176638287,1.490352133471861,Iris-virginica
+56,4.411372090619917,3.0,1.351656275125097,0.2008966772515858,Iris-setosa
+57,5.829302038769641,2.8931396378304552,4.493264761641963,1.397545373815652,Iris-versicolor
+58,5.511669358697813,2.505713183693708,4.016413617123486,1.3181227350801867,Iris-versicolor
+59,4.783428756288061,3.391465542193274,1.9886247315706855,0.1973707826766436,Iris-setosa
+60,6.406764452004865,2.8422241540777438,4.582306889901748,1.4536769999638677,Iris-versicolor
+61,7.9,3.836575436683507,6.444772632789547,2.0408631357552522,Iris-virginica
+62,6.196077768475084,3.338428936150233,4.67121928054942,1.6021776296236805,Iris-versicolor
+63,5.130248896264474,3.4091915460869497,1.3931947278843377,0.19908147951999206,Iris-setosa
+64,6.727573387560145,3.110407566530649,5.867609695938387,2.2778710757004124,Iris-virginica
+65,7.725172371648799,2.5554070891876273,6.9,2.307963527852516,Iris-virginica
+66,4.978382778698474,2.0,3.3530435041286113,0.9306510129414512,Iris-versicolor
+67,5.097284776925877,3.4075927108432342,1.4014539611404828,0.19983163309232857,Iris-setosa
+68,4.959067639190806,2.0,3.5434896921528485,1.0651799810127482,Iris-versicolor
+69,6.0284729457641095,2.89806063917377,4.640115322493684,1.4454297576324444,Iris-versicolor
+70,6.449107810694904,3.2033081061445556,5.254063389060356,2.2940404157642638,Iris-virginica
+71,6.2979672144712335,2.442368541362385,4.992592215087954,1.9049661899859227,Iris-virginica
+72,6.000170234181676,3.4017682668880136,4.524314838325083,1.5947323866325018,Iris-versicolor
+73,7.638532829861061,3.0,6.641804228422288,2.0954585125844587,Iris-virginica
+74,6.7187661093944815,2.5024198815343826,5.759495225524782,1.8013893790011777,Iris-virginica
+75,5.1274490557182775,2.519421916720573,3.19297168466813,1.147159273498435,Iris-versicolor
+76,5.6963600733029445,3.0,4.236508614665251,1.215621173445205,Iris-versicolor
+77,7.185807969938935,3.165966421016639,5.9987786902747375,1.7969612923603349,Iris-virginica
+78,5.61350015501785,3.0,4.291425814483007,1.3350444377182193,Iris-versicolor
+79,5.760781097046468,2.838874918185047,4.450709669868332,1.34611676247612,Iris-versicolor
+80,6.437156630407519,3.002369711325466,5.583993562337159,2.2366005571467875,Iris-virginica
+81,6.376964474128499,3.2773137954447,4.721543182492478,1.5938428141358492,Iris-versicolor
+82,4.81232139625924,3.0,1.4192011408709941,0.10000009836803808,Iris-setosa
+83,5.060078599166022,2.4707320432672466,2.722712894216904,1.0624296900151189,Iris-versicolor
+84,5.810599784797874,2.863216713700477,4.518945684970776,1.358546875690942,Iris-versicolor
+85,4.615903263415098,3.603759167656054,1.0000004075158708,0.1991246480402118,Iris-setosa
+86,4.846010036910615,3.447856579246755,1.8771916927943886,0.20517285623473652,Iris-setosa
+87,5.811375680366207,2.811749497847359,5.133977333528783,2.4028360019031245,Iris-virginica
+88,5.982391993395009,2.9469847982603747,4.508809101968208,1.5335917474695575,Iris-versicolor
+89,5.6238945348650375,2.488440206592128,3.9178833569023417,1.0842563891681418,Iris-versicolor
+90,6.317502482593811,3.3984114402136316,5.601198992982756,2.4014666090536143,Iris-virginica
+91,5.003832547375472,3.4005090521636245,1.6240645890428784,0.417347788411174,Iris-setosa
+92,5.509109249331061,3.0,4.513934294056891,1.4880551423420703,Iris-versicolor
+93,5.55367796909335,2.4631694956223398,3.951830844504998,1.211228610487857,Iris-versicolor
+94,6.3150256633401565,3.4040523302934784,5.565322285130865,2.3992930721022208,Iris-virginica
+95,6.694896787785727,3.110624382281171,4.678405203224498,1.490761990115939,Iris-versicolor
+96,5.757798326420856,2.706824253784619,5.109371537425548,1.887116298501801,Iris-virginica
+97,4.3,3.0,1.0953004632377825,0.1,Iris-setosa
+98,5.967226178006917,2.2195133404449376,3.969719820334979,1.0230316231995014,Iris-versicolor
+99,4.832052922763788,3.0030750902501135,1.4552704857379053,0.10000009360637255,Iris-setosa
+100,5.07169367285165,3.5641603224152894,1.395771591634687,0.20041027538902018,Iris-setosa
+101,5.275640721732595,2.7490705209518755,4.0709454049564044,1.4274875973938002,Iris-versicolor
+102,4.3,3.0,1.109845289373451,0.1,Iris-setosa
+103,6.018448886624338,2.245694889917716,5.018183097883142,1.500832762539712,Iris-virginica
+104,5.564693840187241,4.2,1.3961210739966745,0.2043783576000472,Iris-setosa
+105,5.993774537436511,3.4027417220049125,4.438930817340882,1.5967255744496542,Iris-versicolor
+106,5.3892717536034676,3.405273627120672,1.494169150414586,0.38177850219435155,Iris-setosa
+107,7.604408014278132,3.0,6.610648388871132,2.074146559134946,Iris-virginica
+108,6.097433629666215,2.5911706305296747,5.629870409371339,1.3950072006627259,Iris-virginica
+109,5.476731723242916,2.4401520411063444,3.6945388405143795,1.0598418526646887,Iris-versicolor
+110,4.300000771279658,3.0,1.0937322037598871,0.10000011486099611,Iris-setosa
+111,4.783667296654166,3.3994054537880536,1.6840522156313287,0.19831454605383453,Iris-setosa
+112,7.2651851530008615,3.0863727932466416,6.292110879649723,2.2268652416150982,Iris-virginica
+113,6.210685706499736,2.195431263761654,4.473117191411326,1.493534621621573,Iris-versicolor
+114,5.002382897063283,3.60693387932335,1.3958592003891206,0.19946209899637019,Iris-setosa
+115,7.9,3.7766475964509585,6.422950970762112,2.004248986812084,Iris-virginica
+116,6.5252611778631975,3.0,5.834707879806467,2.2175955144655504,Iris-virginica
+117,6.696436525843397,2.490751720168795,5.817313140148124,1.7863526799528557,Iris-virginica
+118,4.408887614975365,3.2026578322758463,1.3103582511660146,0.1986295165136713,Iris-setosa
+119,4.3,3.0,1.0966004028677754,0.1,Iris-setosa
diff --git a/iris/tab_ddpm/5_0/19/test.csv b/iris/tab_ddpm/5_0/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/19/train.csv b/iris/tab_ddpm/5_0/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/19/val.csv b/iris/tab_ddpm/5_0/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/2/synth.csv b/iris/tab_ddpm/5_0/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..10fc3c5d7ae0ad352c1f2c96957c0c5cbf41f5c4
--- /dev/null
+++ b/iris/tab_ddpm/5_0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.012010915730816,2.2130109144584234,4.982389603699895,1.5154829262101912,Iris-virginica
+1,4.5975516703999,3.6588340206066796,1.0000003913896502,0.20153161277746443,Iris-setosa
+2,6.132471765933929,2.59670734249776,5.619344648055698,1.3989309245348027,Iris-virginica
+3,6.805199494098381,2.789226821921134,4.7853636247035025,1.386939525831539,Iris-versicolor
+4,6.256555204382168,3.398772538551467,5.59848733652428,2.3662809487117746,Iris-virginica
+5,6.702328431602756,3.140151470303469,4.725037877119742,1.5204384348164433,Iris-versicolor
+6,5.000569518605265,3.0,1.5999547226821906,0.19681604792335905,Iris-setosa
+7,4.798479959929696,3.39256441287764,1.595825458235437,0.19580998103612746,Iris-setosa
+8,6.307533475560514,3.291248620957679,5.9842994826735545,2.4999997637368354,Iris-virginica
+9,5.936763908190121,2.9205753686716593,4.57642126605373,1.4837056733426903,Iris-versicolor
+10,5.546966835421624,4.199998684077279,1.41055244513788,0.20514514121823785,Iris-setosa
+11,6.785587802677564,3.1810696944626478,5.573259281792913,2.2504716789979335,Iris-virginica
+12,5.655092957014379,2.967945387575693,3.8154475718890875,1.290369284246661,Iris-versicolor
+13,6.521192895009516,3.191690452113514,5.096474967406727,2.0038345724352604,Iris-virginica
+14,5.795870547595579,2.699248716732988,5.09169919119371,1.916240078419688,Iris-virginica
+15,5.727613957501467,2.8776059813579913,4.231215360750389,1.3153036532664886,Iris-versicolor
+16,6.0778722508924234,2.577373691816333,5.611664394079008,1.3922096843255445,Iris-virginica
+17,5.218522067994127,3.4018154276639776,1.3942357607647353,0.19802141037330973,Iris-setosa
+18,7.72810912573352,2.6049166792345013,6.9,2.3046401332142024,Iris-virginica
+19,5.074190216022573,3.332060778330373,1.7028221389913805,0.4664493309378799,Iris-setosa
+20,6.346399352851599,3.310708576036581,6.10597098035938,2.5,Iris-virginica
+21,5.785068882239154,2.705577120543892,5.089601999397891,1.9072756519419851,Iris-virginica
+22,6.007115810038274,2.1920168744789734,4.987142550054273,1.511120769973971,Iris-virginica
+23,6.294137103913244,3.393368248911072,5.595431784740991,2.403646670917925,Iris-virginica
+24,5.468351894233969,2.5744042280849353,3.868898147358153,1.2381503796586921,Iris-versicolor
+25,4.948451949683903,3.425506632653861,1.7106948307948115,0.264081748684069,Iris-setosa
+26,7.713464537570677,2.8057830918307434,6.696696509279723,2.0341679342165655,Iris-virginica
+27,4.802129623903292,3.3991938649831512,2.0764428719901975,0.2007654321879985,Iris-setosa
+28,4.808225925820247,3.399536488891577,1.8083703106549236,0.2025539940390541,Iris-setosa
+29,5.483185861567974,3.0,4.501766960166465,1.5001624870922312,Iris-versicolor
+30,4.3000005958269325,3.0,1.0988555311879264,0.1,Iris-setosa
+31,4.3,3.0,1.0849190321821756,0.1,Iris-setosa
+32,6.003345918227409,2.201726981324569,4.014589718874933,0.952341959451051,Iris-versicolor
+33,5.1771832983524,2.7099003842637535,3.910191538528797,1.4033044040812033,Iris-versicolor
+34,7.700944585898892,2.588261607832926,6.9,2.293175085609027,Iris-virginica
+35,5.6936269938770465,3.0,4.018606292528831,1.2751243238178367,Iris-versicolor
+36,5.35828270874802,2.4548016744525043,3.5923074000818973,1.0600606915186492,Iris-versicolor
+37,7.9,3.8071435750828573,6.391454870020103,2.0260184613903656,Iris-virginica
+38,6.659914372852566,3.037615154965753,4.556497437343729,1.4320215371532148,Iris-versicolor
+39,5.104750379090395,3.3248772884934437,1.5989892178799716,0.44991794946408814,Iris-setosa
+40,5.547506999742426,3.0,4.508221890452228,1.5012926091162653,Iris-versicolor
+41,5.498763697622356,4.2,1.4021902703708955,0.19674365676259087,Iris-setosa
+42,7.686212003951304,3.0,6.077915043503978,2.282795837405652,Iris-virginica
+43,6.6872332221100175,3.111308976848798,4.72032343667238,1.4996918922419888,Iris-versicolor
+44,5.625155465418643,2.8776137290342407,3.730198745857388,1.3038641694617183,Iris-versicolor
+45,5.125329106785261,2.5078792073413134,3.3174325148600436,1.1628970623452295,Iris-versicolor
+46,6.041317071936897,2.863728508462084,4.6491334084016485,1.4311004039502735,Iris-versicolor
+47,6.031794602842413,3.3969147893771923,4.5255456598794375,1.6274995135882813,Iris-versicolor
+48,6.287247340804091,3.3973696422422432,5.617998901949608,2.3920014894533237,Iris-virginica
+49,4.300000550934637,3.0,1.1083206231822735,0.10000012329588753,Iris-setosa
+50,5.784138678624885,2.843123473026483,4.258558155625994,1.3742077388879497,Iris-versicolor
+51,5.4097113567084785,3.8978479009610556,1.2862156310080848,0.3459063248055227,Iris-setosa
+52,4.779947420763295,3.404985699974731,1.6960579774066498,0.20068298444045024,Iris-setosa
+53,5.980925393598283,2.899190366066668,4.524135135727786,1.4797520361308987,Iris-versicolor
+54,5.019633280795394,3.0,1.5872451575923079,0.1974340773616827,Iris-setosa
+55,6.294961356975047,3.29734093338525,6.043010013628249,2.5,Iris-virginica
+56,5.1387327662736535,3.290763806535039,1.7261606205778128,0.4278248102804856,Iris-setosa
+57,5.795586309859915,2.6929714933804636,4.122943804351134,1.0366499066066845,Iris-versicolor
+58,5.218099524951171,2.7106126999036237,3.924128115089571,1.4102852520325981,Iris-versicolor
+59,6.7953301010672815,3.222240928290484,5.826357660127387,2.3110044484833114,Iris-virginica
+60,6.752872471318791,3.167215770583104,5.925641789895129,2.2816715691883425,Iris-virginica
+61,5.680116660456462,3.0,4.552040368694613,1.540355482673891,Iris-versicolor
+62,6.3728918964149734,3.2788984599030693,4.711197670662676,1.5863601579772744,Iris-versicolor
+63,6.706352266607868,3.0,4.98754724272345,1.687138127843262,Iris-versicolor
+64,4.822617608697224,3.4054367632052633,1.8506157911914443,0.20564278696461008,Iris-setosa
+65,4.773053885290188,3.0,1.4031336807383772,0.28685307353176204,Iris-setosa
+66,5.47712937528368,3.0,4.496906979003164,1.4806405088263257,Iris-versicolor
+67,5.697742374307379,2.90948909951002,4.460734329592019,1.4484093468690475,Iris-versicolor
+68,5.912129708922933,3.199754114103449,4.81374299177351,1.7768927107264259,Iris-versicolor
+69,6.823615552373495,3.2051392557043514,5.669530225166379,2.3111180139648537,Iris-virginica
+70,4.3,3.0,1.0968263977430703,0.1,Iris-setosa
+71,6.003804225716459,3.3948738654390938,4.47718469487968,1.6067060445221992,Iris-versicolor
+72,6.239658285482566,2.7632406272170225,4.831944485353888,1.8056817429518974,Iris-virginica
+73,5.592335536917598,2.8879411758100155,3.4653647491426294,1.3021024447284493,Iris-versicolor
+74,6.717483470570818,3.1454855852943715,5.065996126165562,2.228302425281798,Iris-virginica
+75,5.7805951701910105,2.680103311891057,5.125998943763312,1.8992399110860174,Iris-virginica
+76,5.140248204774483,2.5639934729206404,3.6114876098951063,1.2542147287026901,Iris-versicolor
+77,5.215328081039117,2.574187411400713,3.6613506883226106,1.3018859724193372,Iris-versicolor
+78,4.300000467626109,3.0,1.0934028450932676,0.1,Iris-setosa
+79,6.28650737978924,2.5206952661862982,4.991063196039984,1.8802519933545008,Iris-virginica
+80,5.127090064274321,2.543817533240601,3.2943019492761607,1.1845462034757674,Iris-versicolor
+81,6.669873727811214,3.0,4.996066574001426,1.6862938796962335,Iris-versicolor
+82,4.399800472142006,2.9052621504355853,1.3976041493800335,0.20090465496353688,Iris-setosa
+83,6.000568199169824,2.1927918140124913,4.011873263082955,1.0256790405078156,Iris-versicolor
+84,4.406713594255052,3.1959681866780962,1.2829501818436824,0.1999213355894765,Iris-setosa
+85,6.45110711537302,3.0,5.74191405312237,2.223847130937939,Iris-virginica
+86,5.359854404393768,3.0,4.49721368251522,1.5090234498878705,Iris-versicolor
+87,5.2461857145304895,2.719093904946999,3.991599231740281,1.4211696274617764,Iris-versicolor
+88,6.832285286941508,2.798459560917147,4.797775647341349,1.4069249416640766,Iris-versicolor
+89,7.0085742098542205,3.2013210088525796,5.774095063764439,2.0083337295549133,Iris-virginica
+90,5.422853487261884,2.516691009963972,3.7157540671970204,1.1397201752746888,Iris-versicolor
+91,5.221769129472075,2.504825884404017,3.615913260598844,1.1750140134613911,Iris-versicolor
+92,5.226879278174941,3.3959506647770406,1.396949956731449,0.20097533275099097,Iris-setosa
+93,5.850649914065609,2.811962376028058,4.574712494459023,1.264820345227128,Iris-versicolor
+94,6.792389448243302,2.821607309856777,4.762201915231855,1.4019241863320833,Iris-versicolor
+95,6.536216685442645,2.8003798021322113,4.591732758688246,1.4868835049697353,Iris-versicolor
+96,6.68232800757964,3.0,4.96089980772739,1.6938359506646257,Iris-versicolor
+97,6.277985098139049,2.5130219430186984,5.013845279579835,1.877211530337931,Iris-virginica
+98,4.597285277287374,3.6133637702546872,1.000000408116789,0.1854861215292875,Iris-setosa
+99,5.57543983575756,2.4600445853088457,3.862691860228274,1.114232301775767,Iris-versicolor
+100,5.934351173912505,2.8934348065316478,4.508890401638391,1.4513073080670433,Iris-versicolor
+101,5.5873984619778465,2.505463906493537,3.9908249365993234,1.1265313191036914,Iris-versicolor
+102,5.421951563686684,3.0,4.508660107676081,1.5020939887134672,Iris-versicolor
+103,6.692669566861106,3.0757001607647303,4.658234579606716,1.4801709321846284,Iris-versicolor
+104,5.966234652202383,2.786660318437879,4.606819543802623,1.2094639738345636,Iris-versicolor
+105,7.680678798084689,2.6225200772412887,6.899998819044651,2.2859507503153846,Iris-virginica
+106,4.300000539906252,3.0,1.1021879051229893,0.1000000926973154,Iris-setosa
+107,4.794479109419936,3.4068973381341427,1.5975892566575083,0.19900741389454046,Iris-setosa
+108,5.8025659342133205,2.6981471837016517,4.039121465040999,1.0625213933971756,Iris-versicolor
+109,5.217349741277103,3.3619329318344016,1.5657940534399417,0.474743108839768,Iris-setosa
+110,5.714324689212439,3.799462214884244,1.6022471091831039,0.31565380101474966,Iris-setosa
+111,7.712033992732357,2.5944423487873314,6.9,2.2924222932612763,Iris-virginica
+112,6.048268104048794,2.916969185911494,4.545649492267363,1.4993476372822563,Iris-versicolor
+113,5.523189324807615,2.603586365363399,4.22791285338587,1.336509570839032,Iris-versicolor
+114,4.78690150224434,3.0,1.4012259331173067,0.3789004448444589,Iris-setosa
+115,4.3,3.0,1.1008155299038664,0.1,Iris-setosa
+116,5.208699525019174,3.4042314157703624,1.4029816370712276,0.2022206962256467,Iris-setosa
+117,6.6972857510098445,2.508571170038086,5.742818773269257,1.776425963524443,Iris-virginica
+118,6.075570777060199,2.6038348771299384,5.594257264695451,1.3999895099567545,Iris-virginica
+119,5.112672738934252,3.7536194674851444,1.5957517600005169,0.20028854656161182,Iris-setosa
diff --git a/iris/tab_ddpm/5_0/2/test.csv b/iris/tab_ddpm/5_0/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/2/train.csv b/iris/tab_ddpm/5_0/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/2/val.csv b/iris/tab_ddpm/5_0/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/20/synth.csv b/iris/tab_ddpm/5_0/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c613132d92c435c885672f00483b7057f5a39983
--- /dev/null
+++ b/iris/tab_ddpm/5_0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.981813835021111,3.2407212607235323,4.754297872309389,1.7850052445323699,Iris-versicolor
+1,5.4657943416975945,3.0,4.49093561481693,1.4990498723812369,Iris-versicolor
+2,6.388529982356273,3.202762399282569,5.316059686664285,2.2790901703876383,Iris-virginica
+3,6.808108440639386,3.2108247783986523,5.769943145724609,2.2913279306099668,Iris-virginica
+4,5.267403253034493,2.6548295699235624,3.9281481355916292,1.389003391608646,Iris-versicolor
+5,7.7007750654388225,2.833751901502683,6.705394857272121,2.0146734142815923,Iris-virginica
+6,5.686762465200411,3.0,4.20185712665371,1.238248061597874,Iris-versicolor
+7,6.281658472365604,3.3107632664129616,6.008197334121826,2.5,Iris-virginica
+8,5.700874023197251,3.0,4.196184041344113,1.2109433184576124,Iris-versicolor
+9,5.115827550133559,3.3014316660735927,1.6809748044661363,0.5193640255573915,Iris-setosa
+10,6.237925153840533,3.397151184896011,5.4566251561465675,2.331879066260794,Iris-virginica
+11,6.530487935319284,3.2049241862706785,5.180695795792635,1.9798709984625547,Iris-virginica
+12,4.974300951085841,2.0,3.367807137634382,1.0530063914707528,Iris-versicolor
+13,5.57097488545217,3.0,4.4791042779953765,1.5090785794946044,Iris-versicolor
+14,6.432730995391429,3.223773976975682,5.24727429741048,2.1434280053479884,Iris-virginica
+15,4.532332026478819,3.018194452504389,1.4448219720473565,0.20234209083475838,Iris-setosa
+16,6.3107722597202045,2.4840270595355114,4.982118019785243,1.9058849411296614,Iris-virginica
+17,5.521156847877037,3.0,4.5466395686039975,1.532718182876414,Iris-versicolor
+18,6.8001896669544575,3.204923404464131,5.889901229728113,2.2888462767837034,Iris-virginica
+19,6.282749946978043,3.396631604031001,5.6158735519595675,2.399551604038418,Iris-virginica
+20,5.664908260246513,2.899447221618815,3.8805110030618786,1.2984743387707778,Iris-versicolor
+21,5.374313559023661,3.909764934234345,1.3004032703243762,0.44414847141139085,Iris-setosa
+22,6.024984799478819,2.1995943560379034,3.98349659345218,0.9508465625153435,Iris-versicolor
+23,4.887749145989585,3.048865111396113,1.4646558490775108,0.1,Iris-setosa
+24,5.193709157261209,2.5040332222405355,3.4315490623893155,1.0726174539420736,Iris-versicolor
+25,6.480732615337196,2.8082118461309045,4.5860930930270225,1.5037040258324221,Iris-versicolor
+26,6.502133442920405,3.1872937833149537,5.297473899647085,2.31457963465929,Iris-virginica
+27,4.77511674627568,3.4003845953089633,1.6067246363584873,0.19887866667688175,Iris-setosa
+28,4.865382077861038,3.022162616433744,1.4562547082430464,0.10000010070245242,Iris-setosa
+29,6.21015030972947,3.3887347536353536,5.446859683016044,2.335392030800244,Iris-virginica
+30,5.896564226879467,3.1715871941161256,4.7853629281566565,1.782724099889938,Iris-versicolor
+31,6.194431961282304,2.8340411389381712,4.783150171610145,1.8082998094723906,Iris-virginica
+32,4.9948084415317515,2.0,3.566913312734885,1.0214384145184665,Iris-versicolor
+33,6.228607412560136,3.3850852511300826,5.361500924478154,2.3027721148784437,Iris-virginica
+34,7.707941677925728,3.0,6.167806599294718,2.2877330438478114,Iris-virginica
+35,5.069250278778453,3.774935097178305,1.5956614550549817,0.19949688694955586,Iris-setosa
+36,5.49985462071219,4.199999273975817,1.3785201874157345,0.1963547019559696,Iris-setosa
+37,7.687816986024774,2.595975757391766,6.899998784393609,2.308328829530551,Iris-virginica
+38,6.5498966598220445,3.1816608059227365,5.0658517941597125,1.9571446436728712,Iris-virginica
+39,6.299745040708979,3.3989120464665663,5.5437952585497055,2.3975035782805674,Iris-virginica
+40,6.288997354000178,3.297781196282318,6.105112315851177,2.5,Iris-virginica
+41,5.633435971508055,2.5184955757850296,3.9039247854645835,1.0812042743096402,Iris-versicolor
+42,6.62596385298271,3.0,4.537571960351564,1.4364593474888014,Iris-versicolor
+43,6.610044162871083,3.0,4.506597290628747,1.4104690789919345,Iris-versicolor
+44,6.810053054405919,2.804317781324558,4.773997667675539,1.4191335985796922,Iris-versicolor
+45,6.018943009907573,3.4022446045670356,4.536041029363595,1.6096436865113584,Iris-versicolor
+46,4.9542192928373945,3.649551158441582,1.4136696608013644,0.202292864679784,Iris-setosa
+47,7.711234974527038,2.5936801784219394,6.8999983668811335,2.2952346637262333,Iris-virginica
+48,4.389541527443207,3.21165301001111,1.2995116174581278,0.19467855473810822,Iris-setosa
+49,4.827715805673299,3.0,1.4200321526288968,0.27606352830281866,Iris-setosa
+50,6.209304934119517,2.806251065306568,4.822555838653296,1.8069246084883652,Iris-virginica
+51,7.700187481470882,2.6023460859553573,6.9,2.3016393185602873,Iris-virginica
+52,7.716989719369531,2.5860179657994657,6.9,2.306841535319599,Iris-virginica
+53,6.037931257794124,2.9222652388695844,4.526473506122725,1.5091510309604597,Iris-versicolor
+54,5.781046805552468,2.704302645364748,5.11732738699314,1.9030841045001907,Iris-virginica
+55,4.579241407579863,3.1946367891158443,1.4647121920729997,0.19447425482567535,Iris-setosa
+56,6.112133749515924,2.6033770877302556,5.601074805069711,1.4173481396776202,Iris-virginica
+57,5.125036678814437,3.7428280174107904,1.5875961067785775,0.20091565300337555,Iris-setosa
+58,7.675792840220895,2.922440117882227,6.635688066242999,2.0033523054825335,Iris-virginica
+59,6.307737899348163,3.40241895373099,5.601070013051507,2.400283786995022,Iris-virginica
+60,6.594006270531896,3.0,4.410323604787748,1.4036951359520151,Iris-versicolor
+61,6.285217253516406,3.2991909929428886,6.047142069148348,2.5,Iris-virginica
+62,5.12586596485459,3.3333043448868165,1.596081579925323,0.5066015304664931,Iris-setosa
+63,6.288243178484603,3.263213586418393,4.785848047977977,1.641671075151991,Iris-versicolor
+64,6.666452973422732,3.0515117975742516,5.7928782757552435,2.2253926387859053,Iris-virginica
+65,6.0903285509035285,2.602774373500678,5.591702576119354,1.3916060035157676,Iris-virginica
+66,7.69222276222451,2.586962824507262,6.899998723117982,2.2818096972240722,Iris-virginica
+67,6.841635683708753,3.105633779590135,5.108114383877499,2.3047611612774217,Iris-virginica
+68,4.5972429346965455,3.1061996500521922,1.436389825241019,0.1999950520076358,Iris-setosa
+69,5.519655028670756,2.4057301303931045,3.757121675962862,1.0485249822363474,Iris-versicolor
+70,7.701255953743327,2.5549113551069116,6.9,2.3051830844056553,Iris-virginica
+71,5.6261196038110475,2.900466326850094,3.744533758169925,1.2877154473527996,Iris-versicolor
+72,4.872211350518836,3.0500579049862564,1.451806477635007,0.1,Iris-setosa
+73,6.081623186801561,2.8854900050612016,4.692658117429897,1.374320410684945,Iris-versicolor
+74,5.026226993313035,3.0,1.5941017097683667,0.19662245475302115,Iris-setosa
+75,5.752970264988046,2.716012108594273,5.142545668846133,1.925145736354134,Iris-virginica
+76,7.706251496915817,2.7913049409209365,6.7154733308171375,1.9874107347767065,Iris-virginica
+77,4.3,3.0,1.0798629434315903,0.1,Iris-setosa
+78,4.974233957285554,2.0000005042839373,3.3641728872233743,1.0121864041139303,Iris-versicolor
+79,6.90689270003549,3.121083318998164,5.086133412376837,2.3108572898012336,Iris-virginica
+80,6.693866517984882,3.1013846136108643,4.6867992645001815,1.48593202462821,Iris-versicolor
+81,5.997356044744736,3.39948599819628,4.469216920819664,1.599118847477846,Iris-versicolor
+82,6.309441951812653,2.5122566749176345,4.997610644192426,1.927320775192176,Iris-virginica
+83,5.671916787548919,3.753782575966718,1.5895309637923833,0.28551684838361724,Iris-setosa
+84,5.93899969208151,2.7647665610247785,4.602241663541737,1.181342224611784,Iris-versicolor
+85,7.689326610126331,2.7736218641689065,6.690475543221094,1.9674197262781328,Iris-virginica
+86,4.300000603271846,3.0,1.1036535081059264,0.10000013244698372,Iris-setosa
+87,6.189611209280537,2.7953110247560513,4.77241096303299,1.8090828331028543,Iris-virginica
+88,5.115877771846127,2.5355047254125105,3.5228824650506456,1.1612850796796153,Iris-versicolor
+89,4.993222234201151,2.0,3.3324182475692012,0.9525577903114805,Iris-versicolor
+90,6.77852820381637,2.80734793706444,4.786198645935063,1.4184653147806985,Iris-versicolor
+91,5.1498229306650805,3.8169186098510943,1.6561649505489364,0.19338973087676353,Iris-setosa
+92,6.275463453942561,3.279550746710909,6.030255372187776,2.499999811708016,Iris-virginica
+93,6.504636849304403,3.0,5.789583970585094,2.1991658664196745,Iris-virginica
+94,7.1922068597115,3.095761192960263,5.368899373922205,2.2945948688196216,Iris-virginica
+95,6.603622912540577,3.158796448740147,5.152081110884505,2.2393830236596046,Iris-virginica
+96,4.813590024408316,3.3866650764733475,1.5451433683774973,0.1981045783162205,Iris-setosa
+97,5.913159850336018,3.207894815524866,4.795381985974652,1.8163658006733727,Iris-versicolor
+98,5.792920872271492,2.7196956413461995,4.126288155845499,1.049170742093428,Iris-versicolor
+99,5.928689233170957,3.1679654608539627,4.771508313911859,1.7789487232660075,Iris-versicolor
+100,5.662267120042715,3.0,3.925683359472616,1.2711496989856996,Iris-versicolor
+101,5.918342448217087,3.2021724639350597,4.808680109441985,1.813693941694022,Iris-versicolor
+102,5.808334554633968,2.697472495326261,5.095290420381471,1.9261983823166433,Iris-virginica
+103,6.117357609427765,2.5756635015152476,5.55165818298557,1.4355191589975325,Iris-virginica
+104,4.796938162915607,3.0,1.409446725131087,0.27503406822452997,Iris-setosa
+105,6.110996612609147,2.580884277798316,5.614925223597676,1.3926056151185362,Iris-virginica
+106,4.976058543696112,2.0,3.5833954895959117,1.0170026996393098,Iris-versicolor
+107,6.879482688818542,2.5551047446459805,6.061099605377003,1.8578689454849173,Iris-virginica
+108,6.199929591443966,2.90687294328245,4.86308479383422,1.8485010610233938,Iris-virginica
+109,5.678713288755764,2.3286758300200128,3.7839072972072363,0.9447701603634796,Iris-versicolor
+110,5.9295722842831,3.2080406589230663,4.8243314899864265,1.8256317483998152,Iris-versicolor
+111,5.260196820942187,2.5326370780573204,3.7218753127288995,1.2720463541555926,Iris-versicolor
+112,5.197077970076501,2.7060538167459685,3.9317893988319788,1.3968165240075845,Iris-versicolor
+113,5.596564279846703,2.8946921301141155,3.7333824441632495,1.265481863725626,Iris-versicolor
+114,5.693013104194375,2.8270139568883157,4.073525559510203,1.3480192520514613,Iris-versicolor
+115,6.187974744310746,3.4237035331847196,5.417199258194227,2.257093502621855,Iris-virginica
+116,5.486374536845459,2.383157459766894,3.6416641876156732,0.9616958090098033,Iris-versicolor
+117,5.407279909188298,3.8458783286424167,1.3509852239116469,0.41505673450772473,Iris-setosa
+118,6.011995768478019,2.8286161861051955,4.652130894970103,1.278009508077996,Iris-versicolor
+119,5.67767758592718,3.0,4.098684717174127,1.2416094367849615,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/20/test.csv b/iris/tab_ddpm/5_0/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/20/train.csv b/iris/tab_ddpm/5_0/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/20/val.csv b/iris/tab_ddpm/5_0/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/21/synth.csv b/iris/tab_ddpm/5_0/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..60b3dc223d35c95d1d3381db1e4bc0b1e2770b51
--- /dev/null
+++ b/iris/tab_ddpm/5_0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.242971567494243,2.855947359356557,4.821583423756636,1.848749778710248,Iris-virginica
+1,5.697407729204352,3.733377357597594,1.5701143510068265,0.2873028214918713,Iris-setosa
+2,6.693980299424434,3.0,4.979822672235017,1.6964351255319388,Iris-versicolor
+3,4.3,3.0,1.0991846656820798,0.1,Iris-setosa
+4,7.705989536373247,2.7873569017750435,6.722374980701841,2.047290467031692,Iris-virginica
+5,7.654608460468354,2.8862114645265584,6.6658514553861785,2.0400741946938394,Iris-virginica
+6,4.408587715992925,2.881991666482006,1.4016187819535757,0.2007317961835746,Iris-setosa
+7,7.69456529524353,2.780404626452359,6.70519030531057,2.0223637393300957,Iris-virginica
+8,5.001575099393683,3.0,1.5631320387721916,0.1970187406173068,Iris-setosa
+9,5.1137690564600495,3.313415216427228,1.7730560360180811,0.5373030348564928,Iris-setosa
+10,5.946733897256339,2.8481750905647476,4.658648204705084,1.303142936343279,Iris-versicolor
+11,6.042766265693789,2.9053336981618245,4.617574263644115,1.42617513201737,Iris-versicolor
+12,7.089980770322519,3.2153330556380424,5.928082653436095,1.8878627230907479,Iris-virginica
+13,6.48692072548386,3.198358466543761,5.1215161506510185,1.9788838637332689,Iris-virginica
+14,6.559352564415157,2.990825225420042,4.410956922454989,1.4101433374767445,Iris-versicolor
+15,6.883443691040525,3.1025395133378404,5.1703308056169135,2.2879441238024643,Iris-virginica
+16,6.839387221511286,2.8008222613806226,4.7839370786952085,1.399125758797436,Iris-versicolor
+17,5.146404822320914,2.4966373009225986,3.2178657993255535,1.0785664090772804,Iris-versicolor
+18,4.3,3.0,1.0873305533191142,0.1,Iris-setosa
+19,7.596412160930872,3.0,6.493422899626166,2.1181939548127584,Iris-virginica
+20,4.871572543734353,3.07652641364232,1.4929097205194228,0.10000011449004542,Iris-setosa
+21,6.393464389462945,3.193750543007666,5.297395019347165,2.2846215295477643,Iris-virginica
+22,5.960663031863418,2.9058216678798785,4.497226645924545,1.509421265424351,Iris-versicolor
+23,4.557940438468596,3.0586306300135746,1.432189953853092,0.2021314677151866,Iris-setosa
+24,5.526688181957676,4.2,1.394641574889082,0.19847651938959046,Iris-setosa
+25,5.501933400572058,3.513295445480787,1.553780141955383,0.4387198786844934,Iris-setosa
+26,4.3,3.0,1.0894663874881958,0.1,Iris-setosa
+27,5.803885378451768,2.6945406197193664,5.095148374643033,1.879988782316564,Iris-virginica
+28,6.238442941601401,3.402349802099965,5.4587722921438795,2.3061546394988985,Iris-virginica
+29,5.881908409132326,3.2110017848652936,4.771249676130316,1.8190001398211129,Iris-versicolor
+30,4.612191156567546,3.598387619465498,1.0,0.19879757890985272,Iris-setosa
+31,5.355599160343129,3.0,4.5109107031365845,1.5031145927998406,Iris-versicolor
+32,6.253340317422109,3.3655775500203267,5.464959640233735,2.369522589980854,Iris-virginica
+33,4.579338038576894,3.0966367257475715,1.5038475073523054,0.18586725615767263,Iris-setosa
+34,4.8265457177721185,3.402993683675139,1.8143370342244722,0.19875424709053702,Iris-setosa
+35,5.138358341491652,3.409347838964199,1.371674531319557,0.19852582489912665,Iris-setosa
+36,6.062607628578969,2.7617468430824554,4.623819523850909,1.1281541959891035,Iris-versicolor
+37,7.685727776006177,2.6020376336469853,6.8999983842396055,2.303371413770773,Iris-virginica
+38,5.114894251488368,3.809355386706555,1.6571029077912465,0.2016042091770179,Iris-setosa
+39,7.2418698164839315,3.2033119341733305,6.018479345158721,1.7868189233722918,Iris-virginica
+40,4.300000580114663,3.0,1.0997597098268974,0.10000013895069923,Iris-setosa
+41,6.483636521809554,2.8023379815387073,4.604851348325656,1.4937774492471805,Iris-versicolor
+42,5.688514527410467,3.8029970464140193,1.6093261516284725,0.27646442291211487,Iris-setosa
+43,5.556239572895697,2.4725133926549248,3.8773037872062925,1.178122487012378,Iris-versicolor
+44,6.251638881710264,2.7500566167047933,4.875005154553097,1.8011297623384632,Iris-virginica
+45,6.581469588842813,3.0,4.380730418057948,1.4220853742639716,Iris-versicolor
+46,5.238412065013123,2.4693352436448563,3.177169536035221,1.0667206584504123,Iris-versicolor
+47,5.107618231839014,3.7915505884641587,1.6206716781364705,0.20134880190669097,Iris-setosa
+48,7.694231641239971,2.800838864292123,6.708324929749728,2.045884706329888,Iris-virginica
+49,5.921102966281199,2.716731325724935,5.094009860214582,2.2409777080552606,Iris-virginica
+50,4.544604929060659,3.1637374288090596,1.3969238110548656,0.20072118087935456,Iris-setosa
+51,5.679138292452403,2.9261036990821827,4.461360485596997,1.402552235264463,Iris-versicolor
+52,5.525027959801353,2.990831999859338,4.4468658516473605,1.4496743813772703,Iris-versicolor
+53,6.387440808944265,3.2809215652774864,4.703146421414502,1.5758961117275851,Iris-versicolor
+54,4.601857993291952,3.5593078192622842,1.0000004035627612,0.20172611589430237,Iris-setosa
+55,6.728625874841592,2.494162011491612,5.827499474821185,1.77888568279493,Iris-virginica
+56,5.521557555849192,2.398306330640808,3.7171214080149326,1.0262882616328244,Iris-versicolor
+57,4.300000629805843,3.0,1.1096637302346966,0.10000014839702831,Iris-setosa
+58,4.389996715095073,2.9447301230443848,1.3780986967761826,0.19874098540204882,Iris-setosa
+59,5.003756945837708,3.4048757048192693,1.5806280205257912,0.39510951722466925,Iris-setosa
+60,6.289271680698072,2.516510920710617,5.004011366391029,1.9314937448857423,Iris-virginica
+61,4.634145184711289,3.0946116047593923,1.4793370907375551,0.204492602291113,Iris-setosa
+62,5.203572139563907,2.7577654373271736,4.034397743153995,1.4195147645423751,Iris-versicolor
+63,6.309811860104042,2.6854694805652537,4.876561090704031,1.8146705013770617,Iris-virginica
+64,5.042536457467628,3.3896667567065157,1.5923158712559726,0.45037469079502324,Iris-setosa
+65,5.5574761235329,2.4005936594271198,3.7174894956866336,1.0372221314456316,Iris-versicolor
+66,6.310868185251793,3.2942396883023695,6.02972338361458,2.5,Iris-virginica
+67,5.896187599713775,3.189752526260601,4.785751409632177,1.787178969956651,Iris-versicolor
+68,5.9345385486770175,3.223342515459482,4.787771580017666,1.7937387486235061,Iris-versicolor
+69,4.87818925259679,3.045871971336775,1.489096472409652,0.1,Iris-setosa
+70,5.099871976108617,3.496433062406051,1.409012715400884,0.20553043619704264,Iris-setosa
+71,4.811623065465656,3.4054153330491435,2.0788667167004893,0.19920741939657205,Iris-setosa
+72,6.758941369439928,2.796879763495945,4.784705559193269,1.434830353865303,Iris-versicolor
+73,6.178867410768626,3.392055965312488,5.374345663814459,2.269364641703053,Iris-virginica
+74,6.018386401227277,3.3956753749329245,4.51735550903023,1.6039754723915725,Iris-versicolor
+75,6.04100283611899,3.373032069507856,4.579799752752416,1.6089294634668256,Iris-versicolor
+76,7.652538745409036,3.0,6.325453490754441,2.2213437365012463,Iris-virginica
+77,7.693260478878547,3.0,6.005071083649869,2.307547096490085,Iris-virginica
+78,7.191356629449151,3.21768937776562,5.931160747640643,1.8033696285685497,Iris-virginica
+79,6.312194184750285,3.313363785361548,5.973811844238555,2.5,Iris-virginica
+80,7.605675127821458,3.0,6.56678566437,2.0891310188952343,Iris-virginica
+81,5.781497068401053,2.79542540430901,5.08422048577166,2.4132968550192553,Iris-virginica
+82,6.818302597986498,3.1291282977529353,5.113379993410649,2.280828905301684,Iris-virginica
+83,7.703960309149685,2.60321356583336,6.899998925755366,2.3054671123966726,Iris-virginica
+84,7.660481021744401,2.6037709833895355,6.899997584147271,2.287307523449962,Iris-virginica
+85,5.830254357041893,2.793295583561298,5.094870546526049,2.394174039755022,Iris-virginica
+86,5.537726977940676,3.0,4.470486708953949,1.473639694027654,Iris-versicolor
+87,5.987543762288223,2.205309605052779,3.9647132453492837,0.9588635730369802,Iris-versicolor
+88,5.677632380596529,2.9766729416283537,3.906421991397384,1.272856534259894,Iris-versicolor
+89,6.287987832352042,2.49791934894104,4.997724135331225,1.8727083328178327,Iris-virginica
+90,6.495454125436126,2.807205333717333,4.614293555329277,1.4752645881895332,Iris-versicolor
+91,4.8137534414404195,3.0,1.4018813403484314,0.30413585508138713,Iris-setosa
+92,5.312975565630685,2.597758459334896,3.9322282587745176,1.3520193013168453,Iris-versicolor
+93,4.892761081331465,3.115962370193188,1.4868076370363716,0.1,Iris-setosa
+94,5.366909317094236,2.4833179925841855,3.6410730384621823,1.053568291085959,Iris-versicolor
+95,4.906760372357568,3.1068659770201874,1.5211522489758977,0.10000010671531127,Iris-setosa
+96,4.8100594599216855,3.406746851141086,1.621443673232937,0.20127250314598222,Iris-setosa
+97,6.272216306601345,3.39217746019335,5.647410680078053,2.402753666402155,Iris-virginica
+98,5.955268061284934,2.1724950895462327,3.9797603514846793,1.005010975901417,Iris-versicolor
+99,6.621110316470186,3.0,4.48500408216522,1.421190879756996,Iris-versicolor
+100,4.779059815166633,3.0,1.380897520848941,0.290594428711291,Iris-setosa
+101,6.733424592904966,2.5012809300911774,5.9149193986020245,1.8062187086426993,Iris-virginica
+102,6.2847304117688,3.283201345192772,5.988737653019957,2.5,Iris-virginica
+103,6.216302411195214,3.405562910612839,5.364924941973352,2.295705416045195,Iris-virginica
+104,6.529092454831183,3.0,5.782526362149073,2.1933996186016387,Iris-virginica
+105,6.2596144996430665,2.7655661174484747,4.819933779905189,1.7795745733891712,Iris-virginica
+106,7.698692984296564,3.0,6.195217758778185,2.2976867358716127,Iris-virginica
+107,4.3,3.0,1.0980343491313744,0.1,Iris-setosa
+108,7.214444909807567,3.1960862037330124,6.029084417554197,1.7955280772744442,Iris-virginica
+109,5.015665377424231,2.0,3.6018391355719,1.0224188560739949,Iris-versicolor
+110,6.125713997978945,2.9025152319383074,4.6930820579915435,1.3953049219084508,Iris-versicolor
+111,6.611058898884866,2.774194661709627,4.6809998215224216,1.4651251277746107,Iris-versicolor
+112,5.490232616558428,4.2,1.4059710004225645,0.20334436727693797,Iris-setosa
+113,5.811752692434832,2.7080213154172053,5.093621291734481,1.8931565459249968,Iris-virginica
+114,5.895480500666281,2.918457087934021,4.489431701291388,1.4721976538144803,Iris-versicolor
+115,5.018258581642188,3.0,1.5899530099413808,0.20566101953143018,Iris-setosa
+116,4.624941151940201,3.2090641738984,1.3992735938823089,0.1987585168803316,Iris-setosa
+117,5.654352857860668,3.7603876504626195,1.6745663882989885,0.3953419600328149,Iris-setosa
+118,4.684095030486892,3.0593472598863998,1.4023697797393042,0.24322567309741058,Iris-setosa
+119,4.783682348054479,3.0,1.393943428109323,0.294940422458863,Iris-setosa
diff --git a/iris/tab_ddpm/5_0/21/test.csv b/iris/tab_ddpm/5_0/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/21/train.csv b/iris/tab_ddpm/5_0/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/21/val.csv b/iris/tab_ddpm/5_0/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/22/synth.csv b/iris/tab_ddpm/5_0/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0316517ea9510c3d6ca9e1c0e82d358586b0b29a
--- /dev/null
+++ b/iris/tab_ddpm/5_0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2400870150138275,2.7580942776819644,4.840817228272768,1.7979089166879239,Iris-virginica
+1,5.964138481489041,2.883624243589941,4.613536607537052,1.397365273937849,Iris-versicolor
+2,5.1078318519251935,3.2979399007161136,1.7420483460970804,0.5939001165763509,Iris-setosa
+3,5.865809911450249,3.203000130272367,4.833600730061699,1.7831009447071064,Iris-versicolor
+4,5.95904237643018,2.2169704556962806,3.958978515033294,1.0017502863698649,Iris-versicolor
+5,7.680964689654276,2.836751182289989,6.6766352815760515,2.023494032230577,Iris-virginica
+6,5.617996582844326,3.75243443055662,1.5738328624445095,0.3456298908533458,Iris-setosa
+7,5.694419208187626,3.796959037712008,1.8019484033610376,0.34942605001981647,Iris-setosa
+8,6.115820600914733,2.819833393638498,4.677768586397138,1.1868542585544177,Iris-versicolor
+9,6.233677101013348,3.29959213879117,6.0237571272728205,2.49999980790618,Iris-virginica
+10,6.0552634276979544,2.891681078951898,4.572893949712483,1.4658821863320974,Iris-versicolor
+11,5.95755917435665,2.962416252361772,4.56034360340282,1.5318911717529646,Iris-versicolor
+12,5.468660276545267,3.0,4.501067456132405,1.5059458138956856,Iris-versicolor
+13,6.103065814109817,2.6010117590281245,5.616568315038199,1.3804587337079057,Iris-virginica
+14,5.128234954458236,3.5276287230408316,1.39277378134912,0.2052721200101932,Iris-setosa
+15,6.108013961843047,2.8122011182176796,4.749577895398334,1.206980377049864,Iris-versicolor
+16,4.842687937991712,3.0,1.4409831175886878,0.1,Iris-setosa
+17,6.7106334166027555,3.098290349858773,4.689346599014223,1.5078525320289233,Iris-versicolor
+18,6.5844922921457165,3.0,4.40646398516248,1.3958980726680819,Iris-versicolor
+19,5.7819598606747915,2.75986209574206,4.270413007839851,1.1245268446761087,Iris-versicolor
+20,7.697920920306988,2.5990514004808145,6.899998566529314,2.2709629790714287,Iris-virginica
+21,5.18935398204942,2.6955743291846046,3.9089378317731605,1.4128145402559609,Iris-versicolor
+22,6.290733584436981,3.3010795146127094,5.95906816654218,2.5,Iris-virginica
+23,6.406887236558963,3.1930757363171005,5.261233433607868,2.257977918495361,Iris-virginica
+24,5.4928604024882075,2.4576477020195617,3.77069556464172,1.1423090942108323,Iris-versicolor
+25,6.137832240495962,2.86515791334906,4.716415147169224,1.3253950388122768,Iris-versicolor
+26,7.639016720267725,2.9809128632330326,6.631943064434745,2.074924081970889,Iris-virginica
+27,4.801454209647054,3.0,1.3760419733960694,0.1000001337284839,Iris-setosa
+28,6.314110513798673,3.29822661239876,6.136431366778185,2.5,Iris-virginica
+29,4.391697648376472,3.202772743667614,1.2816728767171925,0.20047093647872957,Iris-setosa
+30,6.685132982764663,3.093675333981807,4.695535335359372,1.505106283161611,Iris-versicolor
+31,5.519507786507144,3.0,4.522376628940921,1.5320459739263712,Iris-versicolor
+32,6.493673120387923,2.8032500839450685,4.6241394044108,1.5119773837186556,Iris-versicolor
+33,5.002937516974561,3.0,1.5977104365336154,0.20102754851475968,Iris-setosa
+34,7.245758931582708,3.1852570779370875,6.074197918816944,1.7859315873913966,Iris-virginica
+35,5.6744113514155075,3.0,4.183163498571771,1.1813216872583725,Iris-versicolor
+36,5.6159940784605595,2.908312263866719,3.7583051553843063,1.3260516019419628,Iris-versicolor
+37,7.675937279936911,2.8370221388763084,6.669385795333383,2.0419160703943047,Iris-virginica
+38,6.8985209206394895,3.094544779603323,5.092189632185339,2.2968563008255214,Iris-virginica
+39,4.8088672803974415,3.4001609001815267,1.5951975811532288,0.20082201322720364,Iris-setosa
+40,5.607956824172859,2.504555132032422,3.9251486060631464,1.0976454159067517,Iris-versicolor
+41,5.52292858486129,3.0,4.506536905220025,1.4965445947588736,Iris-versicolor
+42,6.423787687250869,3.252632321378973,4.729909766184554,1.5961815855036516,Iris-versicolor
+43,6.059254960704001,2.9250048202664325,4.570371711877071,1.4763835059975485,Iris-versicolor
+44,5.814344762034791,2.802040204530277,4.552789896123114,1.2483614910412322,Iris-versicolor
+45,5.507920026666861,3.0,4.490698942362157,1.5103085433500367,Iris-versicolor
+46,5.0953516408225825,3.508764606442161,1.4019582994483533,0.20118246058350903,Iris-setosa
+47,5.984461834646893,2.2077263908475215,4.0265081813865145,0.9815021214725826,Iris-versicolor
+48,6.7612747296150415,2.805952078294091,4.786566970169724,1.4171269000664424,Iris-versicolor
+49,6.09970297332478,2.602961776923121,5.582447537211038,1.3811606443543913,Iris-virginica
+50,6.023177925646148,3.3898822418793326,4.544418775992642,1.6035658327142557,Iris-versicolor
+51,6.190979954920108,3.3992684791821253,5.466072052270733,2.3100919996839346,Iris-virginica
+52,5.789354034213762,2.687703472707893,5.1372682563000565,1.8893420358731445,Iris-virginica
+53,4.3,3.0,1.1143504961652668,0.1,Iris-setosa
+54,4.609053847509511,3.6056863933863523,1.0,0.19651922511792724,Iris-setosa
+55,6.003446632763894,2.196461482511488,4.996014564273681,1.5077705050492205,Iris-virginica
+56,6.207790029485194,3.3975367315706237,5.413111704102402,2.306093605141735,Iris-virginica
+57,4.403788762740489,2.913082897326922,1.402596040932219,0.1992602972601559,Iris-setosa
+58,6.0639471451984255,2.8512080157153226,4.665819230590853,1.362173498492783,Iris-versicolor
+59,6.249033472771759,3.3101976668272903,5.9903018542560345,2.4999998145238176,Iris-virginica
+60,7.705946233894479,2.6221320526784107,6.8999984024235745,2.2818676443275105,Iris-virginica
+61,5.645229637596722,2.94406589944662,3.782539860426878,1.3061667896484586,Iris-versicolor
+62,4.7983559827723905,3.4009438186223107,1.5992013558983156,0.20053903702408468,Iris-setosa
+63,7.689667701179457,2.599361398251228,6.899998927034739,2.3018813477377855,Iris-virginica
+64,6.361022888867752,3.32658821658662,5.305842723878281,2.1828267709793407,Iris-virginica
+65,6.303308168429215,2.4676540806502834,4.998017259852665,1.9155937436106387,Iris-virginica
+66,6.289833092538846,3.2912700507427077,5.985127212158862,2.4999996822989665,Iris-virginica
+67,5.881001765821014,2.882675220340694,4.4989883352059525,1.4409761952279423,Iris-versicolor
+68,5.087641405546087,3.523552672259953,1.4311449625900547,0.20715423136551914,Iris-setosa
+69,5.630728536417228,3.775253043885031,1.5951642957882577,0.27059901717682494,Iris-setosa
+70,6.070682225925697,2.896785096143543,4.712707112245725,1.368089341128097,Iris-versicolor
+71,4.417105745660191,2.9534329791284586,1.3970443894887237,0.2010875549523802,Iris-setosa
+72,5.793904983790991,2.8111881481174184,5.2007352806731575,2.4016479511607547,Iris-virginica
+73,4.58935981766377,3.213990664221649,1.3891589787864485,0.19772822743048518,Iris-setosa
+74,4.989324984939523,2.0,3.3560602995758995,1.0013646941641625,Iris-versicolor
+75,4.814073523366353,3.0,1.401050028644685,0.10000010451601969,Iris-setosa
+76,6.571581297173015,2.794127113152088,4.658468841426283,1.4658845844699717,Iris-versicolor
+77,7.691067666183646,3.0,6.107437022414297,2.3009892291933824,Iris-virginica
+78,5.370676419530999,3.4078046513972065,1.5247939186547068,0.38057448727955717,Iris-setosa
+79,4.3,3.0,1.0836050636128278,0.1,Iris-setosa
+80,5.041565897654486,3.585226958368033,1.4037223026432475,0.20082669147285964,Iris-setosa
+81,5.497572174387458,3.0,4.441000086296306,1.4542615469008653,Iris-versicolor
+82,6.796173797499423,3.20073885044131,5.8613884623622505,2.3141176087748847,Iris-virginica
+83,4.394572203750855,3.191184956820269,1.3098912464970676,0.19669196230370065,Iris-setosa
+84,6.573033952488194,2.775658317108765,4.639365924475818,1.4712703829458995,Iris-versicolor
+85,7.899998422664387,3.7437008198112527,6.400244831610012,1.9830900257149833,Iris-virginica
+86,5.823775170594615,2.715698088811231,4.105914375492001,1.0160073139923438,Iris-versicolor
+87,6.994287148857853,3.1677219288004554,5.452824447125149,2.3000025999308935,Iris-virginica
+88,6.722776485119936,2.4966483957706203,5.825655804690582,1.8020383680007217,Iris-virginica
+89,5.616854858800917,2.8922927706869968,3.6831836985861117,1.3012997143234228,Iris-versicolor
+90,4.738089748632409,3.0,1.3429338079964008,0.1,Iris-setosa
+91,6.35366376040164,3.3007993459352947,4.704371109966146,1.5939748310196944,Iris-versicolor
+92,5.673245373642944,2.9139248763262757,4.0911464039491765,1.3061798353847298,Iris-versicolor
+93,4.808557621227979,3.0,1.3989545555510303,0.3706031652033865,Iris-setosa
+94,6.193075335817571,2.8193163804661174,4.810770150736248,1.8126397119933997,Iris-virginica
+95,5.7842136517289084,2.659403352187777,4.072634085457538,0.9438549490663658,Iris-versicolor
+96,4.469736876712683,3.1830788731474726,1.35604228850166,0.20224980683980898,Iris-setosa
+97,5.018574970377262,3.5407916389773875,1.4053940956267945,0.20230066875965733,Iris-setosa
+98,6.905664036384203,3.1117749751417434,5.209963545277467,2.3007146819500197,Iris-virginica
+99,6.616121876706082,3.0,4.454390550760993,1.4140029157636722,Iris-versicolor
+100,7.078450758811978,3.107674846674584,5.197112755497747,2.304700367516404,Iris-virginica
+101,4.803855302863459,3.0,1.4006203785398006,0.1,Iris-setosa
+102,4.608631820377604,3.5344074750977135,1.000000388308987,0.2068225744931592,Iris-setosa
+103,5.631872367005396,3.0,4.428755693972996,1.4267979797496464,Iris-versicolor
+104,5.503445893710344,4.2,1.40015081625653,0.19048249014667096,Iris-setosa
+105,5.926020247738972,2.891979870463724,4.6020933619207405,1.3925751263370123,Iris-versicolor
+106,6.809196345654882,2.791275935767759,4.800715834824096,1.3988160609058717,Iris-versicolor
+107,6.693289517758561,2.4695433619029354,5.82216005030755,1.8214407452425054,Iris-virginica
+108,5.600542355764152,2.920081819211122,3.624824239581224,1.3006706153501,Iris-versicolor
+109,5.475965083605548,2.387752379605291,3.679615455810694,1.016901836282673,Iris-versicolor
+110,6.506771517380982,3.0,5.798902900240988,2.2180097016332736,Iris-virginica
+111,5.494286758892059,4.2,1.393674910330501,0.2014237363560975,Iris-setosa
+112,7.687903797608559,3.0,6.1556122572872995,2.2988572878656304,Iris-virginica
+113,6.894520864996019,3.1920397807919776,5.820784833434063,2.289587524065435,Iris-virginica
+114,7.899998326204249,3.8275826831927544,6.348590627015141,2.048839592611495,Iris-virginica
+115,6.922802698876233,3.167392562490198,5.535019154797722,2.300698972545956,Iris-virginica
+116,6.77449677558855,3.22350268092354,5.839993142436527,2.259489374575657,Iris-virginica
+117,5.498221930088642,2.519707124428589,4.040160198753853,1.3032853096303751,Iris-versicolor
+118,5.765769062031256,2.696004369301476,5.101599076396408,1.8955444382721707,Iris-virginica
+119,4.87075080350894,3.0455057999075494,1.465317130118992,0.1,Iris-setosa
diff --git a/iris/tab_ddpm/5_0/22/test.csv b/iris/tab_ddpm/5_0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/22/train.csv b/iris/tab_ddpm/5_0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/22/val.csv b/iris/tab_ddpm/5_0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/23/synth.csv b/iris/tab_ddpm/5_0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8063bb6e226be0baba0add3aa1f7b0dbcfef6f86
--- /dev/null
+++ b/iris/tab_ddpm/5_0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.798485670425833,2.7955100437807974,4.527281846257975,1.2901408249622546,Iris-versicolor
+1,6.637619420675896,3.0,4.451179185129753,1.4151466028803166,Iris-versicolor
+2,6.132997743289381,3.367362461861399,4.596583433289337,1.6098065501157404,Iris-versicolor
+3,5.725912494156079,2.8424074287028223,4.383417602055636,1.3748438557594425,Iris-versicolor
+4,7.714319391185263,2.5903483483799694,6.9,2.2823511446765616,Iris-virginica
+5,5.910990675500979,3.2100132520853912,4.802144431172608,1.8198728462526337,Iris-versicolor
+6,4.300000510592421,3.0,1.0992897666868953,0.1,Iris-setosa
+7,6.259305834140883,3.393223683920729,5.5283482242613955,2.365351626371501,Iris-virginica
+8,7.692843562978265,2.5862851210487916,6.9,2.2970897028268498,Iris-virginica
+9,5.4917757534968725,2.43704730785162,3.758572363258274,1.0240440768863501,Iris-versicolor
+10,5.241282407517901,3.350881466570128,1.5493887216435058,0.4878044597385284,Iris-setosa
+11,5.438192605888449,3.0,4.557307654996235,1.4873577915318743,Iris-versicolor
+12,6.003482303536533,2.1841624734212752,3.9526799163356223,1.0076102863899672,Iris-versicolor
+13,4.8052915872534765,3.4002916333498616,2.031839016343556,0.196970088977825,Iris-setosa
+14,6.757402782630777,2.7998128032873133,4.792820750748461,1.416601524739456,Iris-versicolor
+15,6.746034182744574,2.5169359840538696,5.868257135827488,1.81295730212843,Iris-virginica
+16,6.49716281045115,3.197928055287925,5.09793899110096,1.9970422994822934,Iris-virginica
+17,4.508893350788778,3.2208394435798393,1.351136034202077,0.19821594747656657,Iris-setosa
+18,6.700311683378499,3.0,4.987380945951056,1.7156304892648722,Iris-versicolor
+19,6.3460013676297375,2.524466420510902,4.981257367380979,1.900747586451758,Iris-virginica
+20,6.7888905232899805,2.8054630922852923,4.779469940245628,1.4123714459717094,Iris-versicolor
+21,4.9887159838941155,2.0,3.584122064026235,1.0285866739543197,Iris-versicolor
+22,4.809230053908225,3.0,1.4078643957074624,0.2746354043872271,Iris-setosa
+23,4.300000708660292,3.0,1.0906954210522009,0.1,Iris-setosa
+24,5.118330980596787,2.5026170054733696,3.104946134704169,1.1353602861004228,Iris-versicolor
+25,6.181889592584146,3.3985986426361596,5.4006482974866925,2.3015708817838676,Iris-virginica
+26,6.706464442210608,3.124365497263087,4.686526747925799,1.500768946332389,Iris-versicolor
+27,6.786024924815345,2.8141066559830255,4.765424313217341,1.3863545623802365,Iris-versicolor
+28,6.4977172404800925,2.8046008656451566,4.568350448086704,1.501388889412516,Iris-versicolor
+29,6.8240314696929785,3.2027291575829686,5.885225736685254,2.27937804813355,Iris-virginica
+30,4.3,3.0,1.0866814009699917,0.1,Iris-setosa
+31,5.121380316881902,3.471403307706144,1.3786231371102584,0.2010472829862689,Iris-setosa
+32,4.402621106846451,3.203882444443977,1.3294599511913994,0.2030457090001627,Iris-setosa
+33,6.713649214413166,3.0807215600724747,4.639305888883639,1.4784809707973692,Iris-versicolor
+34,6.318304056530489,3.2993834956923296,6.036340462665151,2.499999814043056,Iris-virginica
+35,6.897671590985399,3.118936390454368,5.101358952332409,2.3081544729961934,Iris-virginica
+36,5.510737322580768,3.0,4.485464439253072,1.5042557692098615,Iris-versicolor
+37,4.588466554323703,3.6027272767753806,1.0000004012735617,0.19826331460893865,Iris-setosa
+38,7.706101366019373,3.0,6.059268942882019,2.3030383567383144,Iris-virginica
+39,4.853210024378748,3.0191157931830706,1.4623774054998322,0.1,Iris-setosa
+40,5.516184097097831,4.2,1.3778794720941767,0.1935781733435855,Iris-setosa
+41,5.859488309107746,2.842931585434349,4.570713533529632,1.3617184519019006,Iris-versicolor
+42,5.112756720266184,3.4844493901515032,1.4038882411471862,0.20555420274080963,Iris-setosa
+43,4.595987489167571,3.5947858420059373,1.0,0.19625358403254373,Iris-setosa
+44,4.793100574589975,3.3982410177567233,1.8640770009216063,0.20026510323172414,Iris-setosa
+45,6.264143325011153,2.7111158698274873,4.894862750159522,1.7825552914102916,Iris-virginica
+46,5.889574508175313,3.1995061123850443,4.798202108162934,1.8121690784676336,Iris-versicolor
+47,5.530145041805914,2.7958102122742696,3.5954910566309066,1.2467773600811929,Iris-versicolor
+48,4.406738844916389,2.936301791787223,1.4012134934534997,0.2016863087212617,Iris-setosa
+49,6.702238833328696,3.0829492180201385,4.682758469085956,1.4811153649664326,Iris-versicolor
+50,5.927280726992892,2.8584866944572904,4.422717128249875,1.4427636430874116,Iris-versicolor
+51,6.227269006917136,3.396133339965606,5.397159574968996,2.3123036497213367,Iris-virginica
+52,6.095753023096299,2.6088334484494453,5.575317466351642,1.4048272063231788,Iris-virginica
+53,4.39586659678274,2.8928768187137925,1.3693829682716616,0.1972147626550126,Iris-setosa
+54,6.315822000761778,3.268976439370208,6.089135926195994,2.4999997790324393,Iris-virginica
+55,6.162777249455191,3.394295132983771,5.351806590646042,2.283939004045447,Iris-virginica
+56,5.986298840791044,2.2115152946773913,5.017297334389291,1.4889276876596231,Iris-virginica
+57,4.396734593219718,3.194943738036943,1.2893798913770511,0.20166652932460175,Iris-setosa
+58,4.3,3.0,1.092000434053902,0.1,Iris-setosa
+59,6.167096101151513,2.209338549889712,4.47166985175002,1.5033049869324542,Iris-versicolor
+60,6.2067052442505855,2.7933664869571704,4.804314279504349,1.797242109444401,Iris-virginica
+61,6.713605118642543,3.0,5.004543545555484,1.724322356827706,Iris-versicolor
+62,6.264090847198049,2.7605810949085923,4.824233784095002,1.771597283598019,Iris-virginica
+63,6.696364329890248,2.5012278169647284,5.77214899868494,1.7980379805224016,Iris-virginica
+64,6.52044759341806,2.7953076617198973,4.590118798151546,1.5152697247905216,Iris-versicolor
+65,6.212385087752551,2.7847425680658726,4.79407728572071,1.7957318182950106,Iris-virginica
+66,5.133321045315794,2.4808084367393395,2.8456316843977163,1.0654468403974373,Iris-versicolor
+67,5.075061876857296,3.791136921993283,1.624376650709952,0.20135829446993633,Iris-setosa
+68,7.70013350391886,2.617218173237807,6.899998944153743,2.2964753248630503,Iris-virginica
+69,4.995868538907424,3.6257706510698955,1.395094932872767,0.20368185945144823,Iris-setosa
+70,7.7124247441801455,2.8294012775493362,6.708665106650554,2.027083421248081,Iris-virginica
+71,5.791338824800142,2.708301936440298,5.13090714068485,1.9200719499453403,Iris-virginica
+72,6.090432899843703,2.892695103832145,4.631557701344736,1.4754354571375743,Iris-versicolor
+73,6.653471082668674,3.0,4.49342871044335,1.4291285882306017,Iris-versicolor
+74,5.0953801711811195,2.4678319399541553,3.1152381001384093,1.1310165902833125,Iris-versicolor
+75,6.0712220942850195,2.833898260972716,4.683526177293742,1.3319189239544236,Iris-versicolor
+76,6.2672332224626786,3.2892908733941013,6.069570782892374,2.5,Iris-virginica
+77,4.806195184960702,3.0,1.3898892883613736,0.34723363489555314,Iris-setosa
+78,6.529387810719481,2.8472926275817794,4.574976025901658,1.492200053650103,Iris-versicolor
+79,5.6210161149886355,3.0,4.5161786421647445,1.4554219667996136,Iris-versicolor
+80,6.07571108005071,3.127710909098748,4.836590071961605,1.7333404261760978,Iris-versicolor
+81,6.0974962021394346,2.6028373815447354,5.592705814877347,1.4087228765201734,Iris-virginica
+82,7.641571766240996,2.909293258896715,6.6788563228885,2.040654553292522,Iris-virginica
+83,4.99951131533191,2.0000004768283812,3.571731860758917,1.0463698044915197,Iris-versicolor
+84,5.667031289159657,3.0,4.246070374021365,1.228775311181325,Iris-versicolor
+85,6.240373759424484,3.397390448412962,5.391189919435363,2.325339651386284,Iris-virginica
+86,4.39567345523454,2.8793086909274668,1.405075540124233,0.1974123759912717,Iris-setosa
+87,4.595198198759969,3.108000750654172,1.4821139760821462,0.19662443233101823,Iris-setosa
+88,5.894073008770161,3.195547972934855,4.824728215803723,1.824241683045666,Iris-versicolor
+89,7.680825286412911,3.0,6.422345462977891,2.19730161071032,Iris-virginica
+90,6.71403505649218,2.501161503224155,5.850619500814513,1.8056935412050144,Iris-virginica
+91,6.586127197867573,3.008764710752506,5.781050277106036,2.191267540652539,Iris-virginica
+92,5.003495227157204,2.000000468719774,3.496097548880809,1.0224348275511037,Iris-versicolor
+93,5.980241474165737,2.2040264031768895,5.030913526627808,1.4902392994451688,Iris-virginica
+94,5.014267379658847,3.40221303021145,1.5923405324440514,0.47987077002100137,Iris-setosa
+95,4.396246613998921,3.182084636079659,1.2971670189201876,0.19906640737715636,Iris-setosa
+96,5.691633990541326,3.0,4.197575491680011,1.1980474986415715,Iris-versicolor
+97,5.5738177629476295,2.5682043073761873,4.184808347613756,1.283172238549265,Iris-versicolor
+98,6.170601775460769,2.807179010408217,4.776874995394944,1.8110718633725493,Iris-virginica
+99,6.290729380569323,2.7292149334505695,4.871066421669075,1.787174831695277,Iris-virginica
+100,6.521881299634956,3.2113403175739563,5.110889964750321,1.99109573879782,Iris-virginica
+101,7.710574145636089,3.0,6.15340220213953,2.293719884038174,Iris-virginica
+102,6.410601184778673,2.4999293907381497,5.090556550922954,1.8813680842370395,Iris-virginica
+103,6.115555734706171,2.934920134281744,4.681737286031617,1.466782487311532,Iris-versicolor
+104,5.160605266319536,3.4205501272263557,1.4073360588572985,0.19925123728740318,Iris-setosa
+105,6.236201847169898,3.393205165450462,5.4506797675250205,2.3192952888226444,Iris-virginica
+106,6.341318939347417,3.329435659206828,6.058790158781175,2.5,Iris-virginica
+107,4.6141039019275585,3.612686656943558,1.0000004787526944,0.20314989349676674,Iris-setosa
+108,7.728398068757359,2.794700994716865,6.712316632655067,1.9958767561405002,Iris-virginica
+109,6.301926759334953,2.7033277730982506,4.89388737918078,1.7931930680187305,Iris-virginica
+110,4.621179775262821,3.200589845789184,1.4062125141259996,0.20338653129319817,Iris-setosa
+111,6.068195923780208,3.3863186159573333,4.564176336671233,1.6006267940208048,Iris-versicolor
+112,4.300000826023235,3.0,1.1100039253806775,0.10000014284522704,Iris-setosa
+113,6.140716740095005,2.8801055976357475,4.721271227233992,1.3572360405203174,Iris-versicolor
+114,6.843211722278492,3.1307306695665194,5.173439187861173,2.3027279544981734,Iris-virginica
+115,5.010484634389884,3.546022025842918,1.4097176925665866,0.20020818941881038,Iris-setosa
+116,5.761415854924891,2.770553890035076,5.054391252576095,2.3214315917488406,Iris-virginica
+117,5.694505065475531,3.7483373702144744,1.627688301657315,0.2685348982609262,Iris-setosa
+118,4.997268199736555,2.0,3.4239395004286797,1.0287436966823966,Iris-versicolor
+119,5.519168967704744,3.0,4.480009851299605,1.500914269613116,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/23/test.csv b/iris/tab_ddpm/5_0/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/23/train.csv b/iris/tab_ddpm/5_0/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/23/val.csv b/iris/tab_ddpm/5_0/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/24/synth.csv b/iris/tab_ddpm/5_0/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7b0880201d95cc57a14cbeef68b2f80605a9a521
--- /dev/null
+++ b/iris/tab_ddpm/5_0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.793201304122851,3.4032279536774195,1.8547130500266666,0.19797034056270899,Iris-setosa
+1,5.439086186389575,3.0,4.502968694905746,1.5031498656587923,Iris-versicolor
+2,6.7920410314395365,3.1715353671524324,5.598800712591714,2.304776519611942,Iris-virginica
+3,7.37326093953053,2.641331104326952,6.421656428036701,1.8871527804303805,Iris-virginica
+4,5.372022389521872,3.0,4.4810230354639025,1.4931829050517849,Iris-versicolor
+5,4.573519783193965,3.1618971235374107,1.397162513255959,0.1987422335608307,Iris-setosa
+6,6.0004085532975,2.194751518468369,5.003651762256613,1.4857067735306555,Iris-virginica
+7,7.899998971827927,3.8295280714598046,6.413062695995777,2.016110209194003,Iris-virginica
+8,6.760012245083299,2.8048746222135565,4.744111015343718,1.413806516232482,Iris-versicolor
+9,6.00678839922621,2.9128100018531193,4.5444686048246465,1.481848121715534,Iris-versicolor
+10,5.534130938651389,2.4762285494576943,3.8365779024279427,1.0815007877444567,Iris-versicolor
+11,5.632145988848787,2.940713435305775,3.7292614944689477,1.2790423092967587,Iris-versicolor
+12,6.116852751961246,2.7987473736759596,4.712613227917547,1.2169506647776993,Iris-versicolor
+13,5.759933679438278,3.0,4.197481132604605,1.2552481989135962,Iris-versicolor
+14,7.57816372159726,3.0,6.281448908016966,2.204278536833411,Iris-virginica
+15,5.6791872296987655,2.991174620693855,4.235632164715993,1.2611361343748004,Iris-versicolor
+16,7.196619023693552,3.1809701679621325,6.020886374392211,1.7890938677617874,Iris-virginica
+17,5.735661037878076,2.653186232625981,4.068889700123957,1.008993022966446,Iris-versicolor
+18,4.98274424593755,3.0,1.594991952695396,0.20393304533810516,Iris-setosa
+19,6.498360795325263,3.1875703677982496,5.109001402470575,1.995520357274847,Iris-virginica
+20,4.589742560292753,3.6267812087708293,1.0,0.19808998727037097,Iris-setosa
+21,5.783235896274492,2.7902750169009085,5.0914524816954945,2.3974674671522114,Iris-virginica
+22,6.7031021138345475,3.103743852796944,4.711608374255472,1.5041237248311885,Iris-versicolor
+23,4.397544503604352,2.867095235864142,1.4026551756007053,0.20163523379519274,Iris-setosa
+24,5.53288573545141,2.4122319649001622,3.719699898945158,1.0443977303059706,Iris-versicolor
+25,5.258341317134649,3.6350401948607276,1.3714900084815895,0.23237274415286957,Iris-setosa
+26,4.709420774553906,3.0010753213892762,1.3795267737870092,0.2435926530611325,Iris-setosa
+27,5.082598704520674,3.482172785490437,1.4362605711958258,0.19706638962468215,Iris-setosa
+28,6.818884538237607,3.2040290587090037,5.852310769558247,2.263714518734922,Iris-virginica
+29,4.3,3.0,1.0967014048410582,0.1000001358037386,Iris-setosa
+30,5.181498017205209,2.665229473474859,3.803245962423042,1.3715850059503627,Iris-versicolor
+31,4.892887246917471,3.063917406921332,1.4705845975050427,0.1,Iris-setosa
+32,6.570868113091392,3.0,5.8033302258342685,2.2082663809010725,Iris-virginica
+33,4.850132033956725,3.497940452579957,1.5818032905050012,0.20088753294023098,Iris-setosa
+34,6.318437277619505,3.3034410185050405,6.100383134577702,2.5,Iris-virginica
+35,5.668564964147113,3.0,4.148422462381182,1.2382492332107322,Iris-versicolor
+36,5.5615815935000645,2.4393203612191883,3.797468238983485,1.0611364423896064,Iris-versicolor
+37,5.477370354563379,4.199999114417151,1.380790748419611,0.20206421250880108,Iris-setosa
+38,6.644889120960211,3.0,4.5372603757026315,1.4817505063486134,Iris-versicolor
+39,6.062503308997541,2.886985136627962,4.541556780108956,1.5133736076395297,Iris-versicolor
+40,6.332260124988955,3.3078305887246056,6.024280137536169,2.499999773739572,Iris-virginica
+41,6.3253048826816745,2.732193710639323,4.864244094026687,1.8011473827291473,Iris-virginica
+42,6.206570415061383,2.811317454914888,4.7850171664856065,1.809498179371006,Iris-virginica
+43,5.67915367081729,2.3532859663152053,3.852889289159877,0.9786690890595813,Iris-versicolor
+44,7.716381698281931,2.7904329236838477,6.694317755076916,2.043855957483088,Iris-virginica
+45,6.5144140686067855,2.996020915391926,4.414141114263221,1.4688627072920117,Iris-versicolor
+46,4.853391145381739,3.0417347552865786,1.4717793073777135,0.1,Iris-setosa
+47,4.300000683273967,3.0,1.1009999703548339,0.10000011654066075,Iris-setosa
+48,6.1176455974587425,2.603885098657697,5.560870127390691,1.4204298779044557,Iris-virginica
+49,6.2770284774860485,3.3007647856540463,6.0018849692714165,2.4999997439432775,Iris-virginica
+50,6.518218488222347,2.8086543602549976,4.639585511230434,1.49730888457595,Iris-versicolor
+51,5.369658388688214,3.3971051197430002,1.4645401910893607,0.2692649077374924,Iris-setosa
+52,4.98637519299036,3.396242412761545,1.5793787032531024,0.4077976137759109,Iris-setosa
+53,6.421584750283754,3.2193831736621226,5.265873645800978,2.3087173860801355,Iris-virginica
+54,6.162733305796825,3.3304879021461637,4.6498042810094535,1.6119753820573217,Iris-versicolor
+55,6.473624597704058,3.2559079660778827,5.417054944502148,2.3206111603996216,Iris-virginica
+56,5.55971561446043,2.4513730683135266,3.823176761713128,1.033630094597803,Iris-versicolor
+57,5.8611963735702926,2.872163579659347,4.51859018517779,1.3446850168571935,Iris-versicolor
+58,6.249370564815029,2.7424079381529176,4.8590488540552865,1.8072354843570246,Iris-virginica
+59,6.101009524885005,2.9084897324823196,4.660341590601093,1.4581426052108013,Iris-versicolor
+60,5.149069753971432,3.4089592349486506,1.3767035587110312,0.20070993723814207,Iris-setosa
+61,6.695786576349046,3.1215350358551257,4.714829473342456,1.5115637013047014,Iris-versicolor
+62,7.692747215295677,2.5900273194520382,6.8999982973064835,2.290689865020517,Iris-virginica
+63,6.62285584990441,3.2014665911738365,4.755769737902131,1.5532749223184992,Iris-versicolor
+64,5.060427060594561,2.5170997294475264,2.8694806373498394,1.1049019165295828,Iris-versicolor
+65,5.979398279159155,2.88261298655843,4.511265317651451,1.4640003912502149,Iris-versicolor
+66,4.99833356476937,3.0,1.5955222189198752,0.20436974084590934,Iris-setosa
+67,5.569311268636939,2.453462417328176,3.910439688376573,1.2026042495384748,Iris-versicolor
+68,6.730561649340049,3.088477016904405,4.742763694222078,1.5174217632150286,Iris-versicolor
+69,4.57134646360453,3.195529281263701,1.3842949654414336,0.19842497932922354,Iris-setosa
+70,5.572491688562416,2.4209065498989863,3.8295890080170913,1.00058592217708,Iris-versicolor
+71,4.798295341589976,3.0,1.4075751789500024,0.3150220219750849,Iris-setosa
+72,5.380370217074695,3.8886837576053344,1.3031142377868634,0.4329744664447689,Iris-setosa
+73,6.272508968677595,3.294653979415632,5.953661356885667,2.5,Iris-virginica
+74,7.9,3.77412088473581,6.442978029088566,2.002802009253988,Iris-virginica
+75,5.766958682734811,2.6986998200639083,5.092739856561479,1.9121200706190409,Iris-virginica
+76,6.365579595100321,3.2211649303377725,5.307341451520411,2.309446135946468,Iris-virginica
+77,6.016303229461111,3.401815724567898,4.504487686645182,1.6024753257710507,Iris-versicolor
+78,5.369881200858244,3.398232921236205,1.5033351312404966,0.4539182305876155,Iris-setosa
+79,6.433306134993085,3.075337854858793,5.540056192752481,2.2486738962127664,Iris-virginica
+80,4.425243782376213,2.9472842714078133,1.4139688581574472,0.19720204996610569,Iris-setosa
+81,7.66136547982195,3.0,6.094451183295016,2.3019476033868305,Iris-virginica
+82,4.995170837102418,3.4002654313402805,1.6118290351100275,0.35867926150587653,Iris-setosa
+83,5.527846909190716,2.506785566802263,3.8272642950596536,1.233356582830294,Iris-versicolor
+84,7.695484546314858,2.601202797611335,6.899998950141535,2.300682609212137,Iris-virginica
+85,5.559191180189931,2.4238832576417946,3.776255291378536,1.0691333988129923,Iris-versicolor
+86,4.5530791496786875,3.205100045823583,1.4038303919075354,0.19370235984580786,Iris-setosa
+87,5.1923430032363225,2.6990796994234962,3.9777319513629474,1.407022804708825,Iris-versicolor
+88,5.4536585707009335,3.0,4.475195810348237,1.491183982415151,Iris-versicolor
+89,6.199727577797304,2.195185000411849,4.463623074741016,1.497986711014112,Iris-versicolor
+90,6.212607963591624,2.8892738121754835,4.741304537537658,1.3679400445037224,Iris-versicolor
+91,5.382848355965198,3.805799847368293,1.3441453840730566,0.3491135530823916,Iris-setosa
+92,6.956209515420526,3.086339678574308,5.119754841253715,2.294640336066078,Iris-virginica
+93,5.053242510356058,3.3500276688855517,1.606366266135987,0.3974101506502697,Iris-setosa
+94,6.462387203459114,3.0,5.780942193300327,2.1822751949019064,Iris-virginica
+95,5.22195387202398,2.662626827259777,3.5692035588789146,1.3408388793601052,Iris-versicolor
+96,6.394637567206408,3.1745223066584005,5.27829438128741,2.2752983053141143,Iris-virginica
+97,5.125040738248805,3.2947267686477644,1.595010733020103,0.4829289748040072,Iris-setosa
+98,5.684759223435193,3.0,4.131447913164373,1.2228216091251973,Iris-versicolor
+99,6.278819011787571,3.2880781729877313,5.966099684301607,2.4999998087736257,Iris-virginica
+100,4.888956054021101,3.0958852376257653,1.5004887173235806,0.100000095745152,Iris-setosa
+101,6.687586404203272,2.50746322200344,5.937457168843163,1.7950978398266586,Iris-virginica
+102,4.583729442170536,3.086716717560961,1.492256799144592,0.19904253772153008,Iris-setosa
+103,6.291351812693522,2.680949893041876,4.884853105045477,1.8016637053041384,Iris-virginica
+104,6.341089820878381,3.305120396318204,6.02959389161722,2.4999997903285736,Iris-virginica
+105,6.56684143703597,3.0,4.397844404118351,1.3786376503972586,Iris-versicolor
+106,5.77279590862985,2.7949064136378055,5.089007200027503,2.397779374133275,Iris-virginica
+107,5.974077966548528,2.2067367908674806,3.9826187205593375,0.9905961319885888,Iris-versicolor
+108,6.719055716913432,2.4998420905723373,5.797980938982888,1.843609862647963,Iris-virginica
+109,4.817732682794193,3.404748694929464,1.761517394246595,0.2045699122348405,Iris-setosa
+110,5.017704522048949,2.0000004930816906,3.3539011454462786,0.8646628464210441,Iris-versicolor
+111,5.597792318991588,3.0,4.458645213287657,1.4679412000617114,Iris-versicolor
+112,7.6943769255885535,2.5987775839072262,6.89999868094856,2.2665876598346673,Iris-virginica
+113,5.146045410037854,2.5522351002031196,3.650269171867512,1.2981513054961786,Iris-versicolor
+114,4.3,3.0,1.1104429076563764,0.10000011419249874,Iris-setosa
+115,5.772723557240879,2.801922629131115,4.534316337879638,1.2683409175199638,Iris-versicolor
+116,6.000913464530578,3.4080936727500193,4.5042411519844165,1.5930161937444656,Iris-versicolor
+117,4.3986866182178295,3.199592975411022,1.3114086435036247,0.20237768937034778,Iris-setosa
+118,5.123391361113077,2.4925080120041434,3.1122138136167163,1.1381006767177126,Iris-versicolor
+119,5.811349222886237,2.8138067048903763,4.514542763588994,1.2566191062185852,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/24/test.csv b/iris/tab_ddpm/5_0/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/24/train.csv b/iris/tab_ddpm/5_0/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/24/val.csv b/iris/tab_ddpm/5_0/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/25/synth.csv b/iris/tab_ddpm/5_0/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b679e98ecc86bf7f7281e304d1aef9556948df08
--- /dev/null
+++ b/iris/tab_ddpm/5_0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.300000671644649,3.0,1.1046314300184417,0.1,Iris-setosa
+1,6.019990706814461,2.141901541140375,4.083928484162679,1.0355969778809118,Iris-versicolor
+2,4.569264676110688,3.597889388266923,1.0,0.1953571151961525,Iris-setosa
+3,7.720040296475867,2.581880496642877,6.9,2.3042823873124543,Iris-virginica
+4,6.489800696120886,3.0,5.693600274359933,2.2114446127983522,Iris-virginica
+5,6.591005626043182,2.8031082713123667,4.640552919749633,1.476270327947715,Iris-versicolor
+6,7.669192290445348,2.6223177373220286,6.899998251116011,2.2945957787522153,Iris-virginica
+7,5.0142622067074605,3.0,1.5602235488221312,0.20084758419253484,Iris-setosa
+8,4.994169571506234,3.4067508067208574,1.626094887102727,0.4125448600271096,Iris-setosa
+9,7.69894602409139,2.5974844029373925,6.899998487053877,2.3068004695625883,Iris-virginica
+10,5.170097672091636,3.4073968386916156,1.4072677625860146,0.1986953566460148,Iris-setosa
+11,5.992557199107034,2.1961780703066873,4.018031712709449,0.9739738699674177,Iris-versicolor
+12,6.7496127407812425,2.837236597394952,4.759068052876174,1.414284611359845,Iris-versicolor
+13,5.789137583566049,2.694879560347517,5.101674708713739,1.9110524332955934,Iris-virginica
+14,6.464238320286624,3.178046923765753,5.416304382746162,2.3028834532678277,Iris-virginica
+15,6.689305269953187,3.0,4.975521783965972,1.7070113304496057,Iris-versicolor
+16,6.810414508176975,3.2033692308729416,5.757490476787399,2.301012859696882,Iris-virginica
+17,7.722200907492832,3.0,6.1982145947569744,2.305207179105688,Iris-virginica
+18,6.808396235788944,2.8108006583581666,4.797093920171573,1.3748855086045657,Iris-versicolor
+19,6.90317879709867,3.0889621835953784,5.139474871376119,2.285973336217722,Iris-virginica
+20,7.203434382628005,3.194239338880264,6.0517612516479655,1.8206999451307837,Iris-virginica
+21,6.411697179407991,3.2262748954410867,5.303244274786824,2.300412918505428,Iris-virginica
+22,5.660952243038867,2.823440170294216,4.28160820038742,1.2873424046880317,Iris-versicolor
+23,6.477350791497873,3.1865614098212958,5.2190200718815625,2.07561511246613,Iris-virginica
+24,4.3,3.0,1.0953968313547058,0.1,Iris-setosa
+25,7.7135059553345675,2.618734250517114,6.899998680219888,2.3026182389147416,Iris-virginica
+26,5.3662482033705805,3.0,4.514192210438635,1.4994981027469978,Iris-versicolor
+27,5.537580100881376,2.4327928268059447,3.844874360725272,1.061040142712503,Iris-versicolor
+28,4.990612565090655,3.5566137003698706,1.3973697819661068,0.19751203567607864,Iris-setosa
+29,7.702694360977543,2.6087880548890534,6.89999827468857,2.292048554863043,Iris-virginica
+30,7.697951195548073,2.7917302868787335,6.680653324525087,1.9974151879160569,Iris-virginica
+31,5.841676837923779,2.713064011672095,5.043164116285582,1.8935406402565742,Iris-virginica
+32,6.490205425392492,2.815555377800222,4.588784949161167,1.4995281921315433,Iris-versicolor
+33,4.7817996624341825,3.3942187693677512,1.734608459729922,0.2020378086934829,Iris-setosa
+34,5.995628179559631,2.1995609818011723,4.052874318510262,1.042331717604668,Iris-versicolor
+35,6.801272481682614,3.2010519213109423,5.847587351147214,2.3077871872244913,Iris-virginica
+36,6.652100057815694,3.0706992978069985,4.6773711459411995,1.487744140393201,Iris-versicolor
+37,6.5480788968012895,2.794242310840352,4.620748700988396,1.493633271923536,Iris-versicolor
+38,6.213991562400047,2.201384666067586,4.48231161819289,1.4841959674227145,Iris-versicolor
+39,5.795038462876909,2.7034996871394226,5.078620179660138,1.8867326413980066,Iris-virginica
+40,6.683003897612258,2.4844197700888273,5.797578651321774,1.8118431548469536,Iris-virginica
+41,6.498050181309578,3.2003494531484447,5.112272628626222,2.0399438611317544,Iris-virginica
+42,5.92428391303148,2.8833914437437564,4.579598685149484,1.3538935634473364,Iris-versicolor
+43,7.704389236844668,2.814962298650758,6.710498184338225,2.0293061212061096,Iris-virginica
+44,4.300000629967848,3.0,1.098330964134833,0.1,Iris-setosa
+45,6.094441750684118,2.5975091858566315,5.589036251548938,1.4123980173227657,Iris-virginica
+46,4.3,3.0,1.120868765887622,0.10000015896614942,Iris-setosa
+47,5.005451934422616,2.0,3.464300903956114,1.0007272760146237,Iris-versicolor
+48,5.197843835542263,2.7194441093223687,3.942751002880203,1.4061061198428881,Iris-versicolor
+49,5.648477997518088,3.754662745424122,1.6343445245155517,0.3690225917679691,Iris-setosa
+50,4.805051868997633,3.404915756436263,1.632108379958104,0.2014011697118409,Iris-setosa
+51,6.292003203273713,2.684781539723488,4.9169593690707725,1.8268954595479427,Iris-virginica
+52,4.875927868385303,3.0634817702657147,1.488216521906895,0.1000001110186239,Iris-setosa
+53,6.785231699033308,3.1861280242515493,5.670594905005853,2.292711110128374,Iris-virginica
+54,5.575124925879133,2.469299564393621,3.830445181429367,1.0651454711568737,Iris-versicolor
+55,7.7082708693087385,3.0,6.129698500988724,2.278701200129939,Iris-virginica
+56,7.080618864663649,3.199546057884694,5.933925975946859,1.8947451455773132,Iris-virginica
+57,5.403832526295465,3.93190363812829,1.2807268444341264,0.37088974622632964,Iris-setosa
+58,6.618730217388693,3.0,4.445443612215172,1.4208287060109261,Iris-versicolor
+59,6.705709920174356,3.0990091536418753,4.692485703227047,1.4852610291924682,Iris-versicolor
+60,5.018605478559939,3.3855829053333375,1.5879042805825767,0.43373044076749323,Iris-setosa
+61,6.198402490020433,3.3978718898666984,5.362203738262873,2.2738755777612636,Iris-virginica
+62,6.5823893354847325,3.0,4.360956585592145,1.3910793158076316,Iris-versicolor
+63,6.690456889766,3.0,4.994925136368367,1.7170771795601008,Iris-versicolor
+64,7.178907630808362,3.1871413971514886,5.939154082636253,1.801568118136363,Iris-virginica
+65,6.319982852800876,3.3035538234362414,6.0714641283474755,2.4999997560325937,Iris-virginica
+66,6.30168259940692,3.3235070362690577,5.291572539525573,2.2420599419704206,Iris-virginica
+67,4.828691980788173,3.0,1.407726827569091,0.10000010630236804,Iris-setosa
+68,7.717001255534514,2.805540290629115,6.694981514238996,1.9983445074781605,Iris-virginica
+69,6.5087235475412575,3.0,5.805602091511798,2.1927264890645453,Iris-virginica
+70,5.101392700949044,3.800413032538788,1.5938474193750831,0.19974078865343659,Iris-setosa
+71,6.702284616860695,3.1016381726839337,4.7089800426902375,1.5111339486316027,Iris-versicolor
+72,4.891167242726985,3.0456218608970502,1.479061682965376,0.10000011698731047,Iris-setosa
+73,5.1633561046276775,3.3444704400186693,1.5868215909314733,0.4463234762722794,Iris-setosa
+74,4.800289359012026,3.0,1.4103863401887122,0.10000011434175506,Iris-setosa
+75,6.183577410889085,2.1989798223360983,4.5101699013157335,1.4882173761749862,Iris-versicolor
+76,5.162048531220145,3.4138753649173497,1.3853178408676687,0.2002499538533845,Iris-setosa
+77,6.217709490831838,3.4003096930870615,5.448111853277123,2.2808233866720116,Iris-virginica
+78,6.206886804559573,2.804712728296246,4.812545675972291,1.7768408441483228,Iris-virginica
+79,6.700586945434479,3.1080459835420307,4.720690606506289,1.5082385895607162,Iris-versicolor
+80,6.472557258930889,2.8029713143711414,4.604171413117106,1.5011920549866544,Iris-versicolor
+81,6.324336201210574,3.2911042263158232,6.031701594046519,2.5,Iris-virginica
+82,6.030722753526868,2.200009211059711,5.012093425647371,1.530329997317828,Iris-virginica
+83,5.530253802948381,2.3813928139581426,3.704031360307734,1.0092999260794933,Iris-versicolor
+84,6.102606713162558,2.5993033914678607,5.647199748224615,1.3728940489619899,Iris-virginica
+85,6.678298404528153,2.806543529623936,4.714683431044452,1.4373081516856734,Iris-versicolor
+86,5.996835319794695,3.396026554995357,4.524526661869758,1.6110683961614205,Iris-versicolor
+87,4.627454561492308,3.094705112888329,1.4760111170423431,0.196581565326316,Iris-setosa
+88,6.4067144196674715,3.0,5.708899786692343,2.2471744419762034,Iris-virginica
+89,6.9751005027979485,3.105031809679777,5.1029150944169865,2.294229220771886,Iris-virginica
+90,5.521285715352235,2.44586023188915,4.047961406215808,1.2577158847688286,Iris-versicolor
+91,4.801223139912745,3.398038454988387,1.8307132446306489,0.20452016746390944,Iris-setosa
+92,6.308719993736172,3.3008840901874175,6.043780439050627,2.5,Iris-virginica
+93,4.300000639693393,3.0,1.1064367686244843,0.10000009511950952,Iris-setosa
+94,7.7068828677408945,2.60677673715511,6.899998877466846,2.2944663936047256,Iris-virginica
+95,5.521747829669518,4.2,1.3632493137956443,0.18851456658317245,Iris-setosa
+96,6.715936812552144,3.0,5.0110994287259585,1.6814810542017802,Iris-versicolor
+97,4.403204240543689,2.9084727478933696,1.3986291847786088,0.19928891914913155,Iris-setosa
+98,5.781097122713139,2.7009163292033076,5.121358088203735,1.928014224832927,Iris-virginica
+99,5.916778126544349,2.87477069266828,4.5089872054492,1.4156052858072663,Iris-versicolor
+100,7.569698849671115,3.0,5.757340293119589,2.2839993190555985,Iris-virginica
+101,5.58360413974659,2.9081330175976823,3.6065510025738385,1.3145012380861776,Iris-versicolor
+102,5.576407871958105,2.5088363946926497,3.9298708236511306,1.149502083445746,Iris-versicolor
+103,6.687372899366097,3.0,4.982968568486386,1.6881956797405533,Iris-versicolor
+104,5.636083593140305,3.733170633313206,1.5753512751869911,0.27469224668362935,Iris-setosa
+105,6.654392794883465,2.5056113416361705,5.7374980276839604,1.7899764537506624,Iris-virginica
+106,4.3,3.0,1.1016418162708221,0.1,Iris-setosa
+107,5.06637070395518,3.248792398648232,1.5995492743713897,0.4156144091367623,Iris-setosa
+108,5.015930394665634,3.0,1.6217598723657118,0.19334705580173167,Iris-setosa
+109,5.085497770724109,3.8018262785597527,1.5354339189356492,0.20521300708633475,Iris-setosa
+110,6.034040142643385,2.2891120757936774,4.137241574545322,1.0972353853734833,Iris-versicolor
+111,5.222001994675832,3.4047250265730935,1.4025858964911473,0.2009185599930725,Iris-setosa
+112,5.540474087946321,3.0,4.534137065048295,1.5105561431179855,Iris-versicolor
+113,7.697555149525279,2.581826188069917,6.9,2.3062592230035417,Iris-virginica
+114,7.583120211441624,3.0,6.610435163245371,2.1018584297904495,Iris-virginica
+115,6.758706934449492,2.79263824756429,4.769402371634318,1.4480048165781036,Iris-versicolor
+116,6.484831949107905,3.1489936198791133,5.121506550119366,2.0453225920845926,Iris-virginica
+117,5.550616003554547,2.51646527345691,4.046959967184805,1.2601761164387413,Iris-versicolor
+118,5.595199149353262,3.0,4.4536564803745105,1.450104441677739,Iris-versicolor
+119,5.796267504894157,2.7108378210584516,5.083947691545916,1.9087929326261934,Iris-virginica
diff --git a/iris/tab_ddpm/5_0/25/test.csv b/iris/tab_ddpm/5_0/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/25/train.csv b/iris/tab_ddpm/5_0/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/25/val.csv b/iris/tab_ddpm/5_0/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/26/synth.csv b/iris/tab_ddpm/5_0/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c61568ab80723f590e93d4de6b4cfa2d9d15d6f9
--- /dev/null
+++ b/iris/tab_ddpm/5_0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.59088087995205,2.3699318457483107,3.7280412209632483,1.0205341885985544,Iris-versicolor
+1,6.195838084518354,3.404377330996456,5.410112412804943,2.3030586889682096,Iris-virginica
+2,5.438790776986112,3.0,4.505482313022211,1.5011780951293834,Iris-versicolor
+3,5.508705061772674,2.467482689235281,3.96359136173942,1.2560314507537322,Iris-versicolor
+4,7.7474828941400435,2.577362973860132,6.9,2.3037896999472878,Iris-virginica
+5,6.268275558393375,3.3025088567134664,6.017785085020274,2.4999997214904424,Iris-virginica
+6,6.30970305148498,3.397206101427048,5.588174906400899,2.394923122912787,Iris-virginica
+7,5.112920939130737,3.774782689850999,1.7229525790388627,0.20192883302569034,Iris-setosa
+8,6.2617268469154554,3.4031775172071494,5.577500326146808,2.3527378624745823,Iris-virginica
+9,5.01357772574303,3.393761904061606,1.6467532102229836,0.37244469924981755,Iris-setosa
+10,4.300000533913495,3.0,1.0990415670771465,0.10000011290159677,Iris-setosa
+11,6.1774087971303,2.201043908926688,4.488151362298826,1.512205833661278,Iris-versicolor
+12,4.980309489144967,3.401505812284225,1.5977136081554502,0.30971378820645246,Iris-setosa
+13,5.280773068308373,2.454148891807211,3.544174024030542,1.0686255412344432,Iris-versicolor
+14,6.239862507134966,2.8782260655143763,4.5337691142553656,1.4990160769677665,Iris-versicolor
+15,5.204985868278418,3.4039733134947516,1.382799043432599,0.20159206308188773,Iris-setosa
+16,5.074697420239445,3.271323583065453,1.6078169091092083,0.4826143327951373,Iris-setosa
+17,5.062196704214637,3.3404783275854153,1.697503924407322,0.534805185373789,Iris-setosa
+18,5.601451586594711,2.9214943499971673,3.5683333516090783,1.3364150994051416,Iris-versicolor
+19,4.614732313806637,3.0886243970620852,1.5149602103913502,0.20413166939728458,Iris-setosa
+20,6.419760197714545,3.212745636634667,5.128886146039224,2.1921304171358114,Iris-virginica
+21,4.777661111881572,3.397554260170139,1.750930654434038,0.20263763501147466,Iris-setosa
+22,5.139061042022301,3.4078725810970014,1.379460880478093,0.19742033808226103,Iris-setosa
+23,6.217580639397473,3.397710161286116,5.367346627649537,2.302770188592428,Iris-virginica
+24,6.081342132050202,2.9018762003067353,4.688599317752381,1.3355276583927569,Iris-versicolor
+25,7.9,3.8667263364579716,6.403135514100709,2.0270949464637598,Iris-virginica
+26,5.557807707856112,2.4345229081920285,3.8349834558842497,1.1140429855466212,Iris-versicolor
+27,4.3,3.0,1.1061519044424748,0.1,Iris-setosa
+28,5.683372216516654,3.7495326700897462,1.5751480317795297,0.2742229948597854,Iris-setosa
+29,4.608363088087963,3.6086653187155364,1.0,0.20087817320825355,Iris-setosa
+30,6.245130845765836,2.8423668214356406,4.691615430305443,1.2850208709533577,Iris-versicolor
+31,6.706745342157848,3.0441785467578155,5.772048647979437,2.2689920051598467,Iris-virginica
+32,5.525704071930221,4.2,1.4044075922855248,0.20731753911650144,Iris-setosa
+33,4.56428635125667,3.0267510144477705,1.4504031190307585,0.20025258539499483,Iris-setosa
+34,6.575928244433382,3.0,4.401645335960618,1.3933829169755516,Iris-versicolor
+35,6.089342830032923,2.5957877248639107,5.576580340444989,1.4130877270631528,Iris-virginica
+36,4.746648683815432,3.0,1.3989444327818383,0.2508829804525663,Iris-setosa
+37,5.816686052001729,2.8129147944472006,5.107661395329347,2.4089729560495377,Iris-virginica
+38,5.394190198328514,3.8788373051051415,1.290126569275687,0.3509838288951573,Iris-setosa
+39,6.237858899324676,3.4050682229287585,5.457375443911842,2.3555727413815695,Iris-virginica
+40,6.860742808777531,3.1721531547623694,5.446682233583019,2.305761118856289,Iris-virginica
+41,5.807444247903896,2.7071802739448634,5.125538331885809,1.9074972957364849,Iris-virginica
+42,4.905658294305317,3.0979174681055173,1.491907167400071,0.10000012159236932,Iris-setosa
+43,7.435039485866514,3.0243236665313917,6.2695748042042965,1.8628563789827963,Iris-virginica
+44,7.6821112495566855,2.604918200655088,6.899998191182614,2.2695473942246474,Iris-virginica
+45,4.9716251995563745,3.6581887274008142,1.5782855457963474,0.20156858801277625,Iris-setosa
+46,7.899998837539712,3.7562253467750377,6.401706227923014,1.9292698989895694,Iris-virginica
+47,5.984601767031818,2.188195482172631,3.970877568176616,1.0002612834124858,Iris-versicolor
+48,6.011056287871371,3.399438812962467,4.535664887066553,1.61466151703877,Iris-versicolor
+49,5.768116892858462,2.70948470966897,5.153481623686211,1.9086844457321392,Iris-virginica
+50,6.346517740755873,3.29947312866664,6.057697509682598,2.5,Iris-virginica
+51,5.502758616876411,2.44596293893308,3.7899777100546053,1.0778802910930143,Iris-versicolor
+52,6.185923846198359,2.1939883713175115,4.487890748032471,1.4963142212639113,Iris-versicolor
+53,6.6069002225311255,3.0,4.408114135149765,1.3666382609411862,Iris-versicolor
+54,5.074976025546973,2.4632667355958024,3.0159851611425488,1.1179778112859398,Iris-versicolor
+55,4.3,3.0,1.0892448629797145,0.1,Iris-setosa
+56,4.3,3.0,1.101847511609173,0.1,Iris-setosa
+57,6.2821796816558475,2.7246412156446747,4.860960127169853,1.7943851982711407,Iris-virginica
+58,7.679976725878202,3.0,6.116618294860767,2.308964945989079,Iris-virginica
+59,5.545344188747646,2.335842753080393,3.6763327127264556,0.940269460715841,Iris-versicolor
+60,4.8031197852609,3.0,1.4016779142392481,0.1,Iris-setosa
+61,6.303324379769616,2.708369796396214,4.861175912911239,1.8009681951783825,Iris-virginica
+62,6.676221464339556,3.058498446938203,4.670970406934142,1.495766644198818,Iris-versicolor
+63,7.6929711470509385,2.8285688791305885,6.66410381050836,2.036372801808391,Iris-virginica
+64,5.096266905808091,2.5031237568911893,2.9881898710659813,1.0828205599903034,Iris-versicolor
+65,6.907120347536905,3.1353952545866073,5.206702694955279,2.2947223556077003,Iris-virginica
+66,6.193026920010949,3.4002424723888707,5.407358631536769,2.313042406557373,Iris-virginica
+67,4.773190065235764,3.0,1.4037181214813224,0.10000009677434783,Iris-setosa
+68,5.040429373573116,2.490876712328809,3.0020207466414766,1.0911662660752197,Iris-versicolor
+69,7.34782501804041,3.0451874871379947,6.377435188021616,2.120646145474471,Iris-virginica
+70,7.9,3.8197756958589166,6.408013864480525,1.9856273584796524,Iris-virginica
+71,5.099157069264596,3.299007418976341,1.5991660043008589,0.6193859490909388,Iris-setosa
+72,6.72203354504185,2.817049556453739,4.769902976598499,1.4826891400047848,Iris-versicolor
+73,6.0215467811403816,3.4008711206983935,4.513124782957513,1.6030653855361783,Iris-versicolor
+74,4.5990295803396535,3.6222155731363967,1.0000005379420858,0.19525128558754895,Iris-setosa
+75,4.623064336839196,3.1621849984482777,1.419601405442778,0.19898891480727487,Iris-setosa
+76,4.751210591459907,3.0118246148943992,1.546089554330345,0.2013261757782472,Iris-setosa
+77,5.692224969568814,2.9348920039488644,4.154682002878313,1.3116193683075403,Iris-versicolor
+78,4.402549751929213,2.9760871227205135,1.4034422547812853,0.1985867296420116,Iris-setosa
+79,4.893913806124341,3.112031293790836,1.4989337393814741,0.10000010268831912,Iris-setosa
+80,7.618944521395668,3.0,6.6194910475788955,2.129458049095,Iris-virginica
+81,5.056771855571278,3.5646294264811256,1.4126975910425497,0.19845119246208937,Iris-setosa
+82,4.885554499700146,3.0632047314412576,1.4728052188602234,0.1000001241948593,Iris-setosa
+83,6.68487878025204,3.0,4.96626861716587,1.6798558171156177,Iris-versicolor
+84,5.688013614686496,3.753524421583363,1.5947133710659505,0.282258887476488,Iris-setosa
+85,6.088112710878744,2.591694935496668,5.6122384042539855,1.4179502307666385,Iris-virginica
+86,6.107091201365299,2.3528564207923273,5.012560683660883,1.5509001946889862,Iris-virginica
+87,5.989401801156758,2.1954116016183303,4.04323633603283,1.0153999337781843,Iris-versicolor
+88,5.90560209926094,3.1943035337169414,4.824507847288034,1.810098488464055,Iris-versicolor
+89,5.773737811030264,2.709656736078838,5.099071638894821,1.8978686675925598,Iris-virginica
+90,6.43801374165716,3.0,5.793012906520835,2.22701036118308,Iris-virginica
+91,4.7972290642804305,3.0,1.381702555939505,0.1,Iris-setosa
+92,7.717969993720979,2.5684954992872786,6.899998754262087,2.3023039840218242,Iris-virginica
+93,5.1169759393356635,2.505205622635548,2.9765816346494853,1.1060273966790288,Iris-versicolor
+94,6.591433638399948,3.0,5.831138945107395,2.239627378224264,Iris-virginica
+95,7.686132869850098,3.0,6.109636163080944,2.2952619811879296,Iris-virginica
+96,6.509454684759952,3.1923698697420275,5.117183215298438,2.001007940764206,Iris-virginica
+97,5.730090418042977,3.0,4.269022603097314,1.246888569228104,Iris-versicolor
+98,5.598600368079706,2.875007019070509,3.6655482538490123,1.2992847354336496,Iris-versicolor
+99,6.278850942592828,3.2847340283850386,6.0523213049981175,2.5,Iris-virginica
+100,7.590283170991344,3.0,6.596127946943112,2.080054494722952,Iris-virginica
+101,6.001552569249133,2.2011507819173772,4.01468494631499,1.0143213556746886,Iris-versicolor
+102,7.655605601832896,2.5886981500329553,6.9,2.2884547427553827,Iris-virginica
+103,6.32759301773866,3.2941027351583823,5.991203040741755,2.5,Iris-virginica
+104,5.63839859323313,2.4755445522648913,3.9326661698780434,1.0912936038656635,Iris-versicolor
+105,6.0897735348616955,2.610505050888708,5.585901779246182,1.401791592579563,Iris-virginica
+106,6.498599993384273,2.8390658848856627,4.6385350225818485,1.4924913471906438,Iris-versicolor
+107,5.8503476964639285,2.755550821940141,4.503908657017144,1.1693861708359776,Iris-versicolor
+108,6.198443572413996,3.3981543804634597,5.364400266045432,2.277849656753199,Iris-virginica
+109,5.520941475285539,3.52840717975122,1.561408416713957,0.3479099856188858,Iris-setosa
+110,4.300000567373057,3.0,1.1097857440468757,0.10000010822207075,Iris-setosa
+111,6.328071049102261,3.0,4.402168518837677,1.3889885471253938,Iris-versicolor
+112,5.987081771204815,2.2129416767856354,4.033960754076646,0.9766587445221123,Iris-versicolor
+113,6.011021336663169,3.3973537418878936,4.496797384345294,1.598645734820537,Iris-versicolor
+114,6.7606062723240505,3.1379464641558235,5.973603350156221,2.298575642293219,Iris-virginica
+115,5.547456234831371,2.429969900819183,3.7983139619000053,1.0469089338915052,Iris-versicolor
+116,7.575449979028511,3.0,6.5919969872051345,2.0808944442807253,Iris-virginica
+117,5.414343123437816,2.4404325058349765,3.7114033108144153,1.1212439757964026,Iris-versicolor
+118,5.080505617893685,2.4961900778661796,2.8360391298485634,1.085748019808325,Iris-versicolor
+119,4.779812063770634,3.3972852339262576,1.811893597943232,0.20188859360681216,Iris-setosa
diff --git a/iris/tab_ddpm/5_0/26/test.csv b/iris/tab_ddpm/5_0/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/26/train.csv b/iris/tab_ddpm/5_0/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/26/val.csv b/iris/tab_ddpm/5_0/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/27/synth.csv b/iris/tab_ddpm/5_0/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c856a0ffac51c8cd13502880182bcc700b7114a0
--- /dev/null
+++ b/iris/tab_ddpm/5_0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899997923382845,3.7887416900711446,6.445109199389831,1.9755303015170735,Iris-virginica
+1,4.8146765987969795,3.0,1.4357026178891368,0.1,Iris-setosa
+2,5.077581185503917,3.489260317028026,1.4063598259160144,0.19591452138391963,Iris-setosa
+3,6.534719600261865,3.179822606702306,5.122879922493615,2.085097231011016,Iris-virginica
+4,4.914470362332181,3.08208747632908,1.487900184373346,0.1,Iris-setosa
+5,7.694182518802477,2.80894487053081,6.693751076556729,2.007448513083362,Iris-virginica
+6,4.408830683231498,2.9175129993484585,1.395080005975109,0.20070898898790288,Iris-setosa
+7,6.182059145488563,2.2032304706306283,4.537215826837046,1.507713149302364,Iris-versicolor
+8,4.802992981118962,3.4032146383153155,2.0001269370014705,0.20016632937537612,Iris-setosa
+9,4.300000502775263,3.0,1.1019236448881493,0.10000011293717699,Iris-setosa
+10,4.599155663040495,3.152433679670942,1.4416583250099084,0.20199545442927613,Iris-setosa
+11,4.5959827613612845,3.6416985570587146,1.000000391294245,0.19582318652282105,Iris-setosa
+12,5.537663777287575,3.0,4.533030582721011,1.4846905127769123,Iris-versicolor
+13,4.4120305098078045,3.1889217439963122,1.3128913705271419,0.19781897953062177,Iris-setosa
+14,6.131370522510469,2.7955461803615074,4.666195350984589,1.1874882603868715,Iris-versicolor
+15,6.398016269624059,3.0,5.749099202258225,2.238081331713157,Iris-virginica
+16,6.310092570702358,2.6737855458486677,4.889956376642436,1.8257697032795994,Iris-virginica
+17,6.016900771800373,3.4003842130583153,4.499956467405828,1.6109505965986795,Iris-versicolor
+18,5.130935335305842,2.5666413675392197,3.7129659960882826,1.2993156939526194,Iris-versicolor
+19,4.3,3.0,1.0834173453484566,0.1,Iris-setosa
+20,5.049641326165604,3.7831361738008313,1.712074511547599,0.1980112083640384,Iris-setosa
+21,6.681407402641441,2.48271463132955,5.761134989708327,1.8057586253491988,Iris-virginica
+22,5.041523388606092,3.0,1.7361282048666389,0.20014089902573917,Iris-setosa
+23,6.025183582403428,3.384122673812539,4.528074769599568,1.5989421288999206,Iris-versicolor
+24,6.536997060539802,3.244298069977068,5.412017561573775,2.320737040021553,Iris-virginica
+25,6.000692484916343,2.1992437622245715,5.000354295813677,1.4921071227406364,Iris-virginica
+26,5.882442948880743,2.8848699882544087,4.432470178904763,1.445795745636372,Iris-versicolor
+27,5.160816851190684,2.7216006935740653,3.9582395240308297,1.4207801100336053,Iris-versicolor
+28,5.718123354412345,3.0,4.259209555585111,1.2064270017956136,Iris-versicolor
+29,6.3107598915703935,3.2965714666404247,6.019580661716304,2.5,Iris-virginica
+30,6.273623723301294,3.40211617966417,5.54034569309827,2.3844372845329924,Iris-virginica
+31,6.941143646750745,3.179731754067813,5.527544219833583,2.313286233344465,Iris-virginica
+32,5.597614456566255,2.9041218138464804,3.5151537720786195,1.3123749757623298,Iris-versicolor
+33,5.3772601119347385,3.0,4.500189780319932,1.5055595214161293,Iris-versicolor
+34,4.7958090025123035,3.4027045408848484,1.8173784193638096,0.1996547624015476,Iris-setosa
+35,5.520549322452279,4.199999247435464,1.3942734366539962,0.19857075401565566,Iris-setosa
+36,5.607199518739031,2.899422238322998,3.9079436056843897,1.3156317232887722,Iris-versicolor
+37,5.594692028565621,2.479970654568589,3.9025476748837953,1.063005976698896,Iris-versicolor
+38,6.346229767020136,3.322406498559992,6.01190302960896,2.5,Iris-virginica
+39,6.619488352092865,2.797790808189606,4.652669857468105,1.4609665992928018,Iris-versicolor
+40,5.791901726581518,2.7144991297714958,4.146996470932978,1.01430704903781,Iris-versicolor
+41,5.973404059299986,3.258245384023461,4.747443290379291,1.7428405021415267,Iris-versicolor
+42,4.982681595966061,3.6225904932651245,1.4061655142536023,0.20055395515305155,Iris-setosa
+43,6.250365068157607,2.727980715446148,4.881909801083106,1.799756416572264,Iris-virginica
+44,4.381938431540042,3.143551254052479,1.2682102167005267,0.19671828576558115,Iris-setosa
+45,5.006756992665261,2.0000005346044745,3.344412893354197,0.9513176591204359,Iris-versicolor
+46,6.381634870639315,3.1970347350890824,5.2732488479685475,2.3032892478691096,Iris-virginica
+47,6.477066686175766,2.804733504553919,4.6114708863987115,1.5023450886281833,Iris-versicolor
+48,5.010203648502323,3.57445012997656,1.383047172283479,0.20206480344229139,Iris-setosa
+49,7.9,3.7918294647143513,6.395036301481497,2.0202400365974684,Iris-virginica
+50,4.818450228997002,3.0,1.4013427569082149,0.1,Iris-setosa
+51,7.690468991089414,3.0,6.356073908627384,2.236971416762582,Iris-virginica
+52,5.176199325605112,2.6866285711891167,3.8417804368254145,1.3947047311987915,Iris-versicolor
+53,6.615619782035747,3.0,5.967244196002748,2.2332767763582106,Iris-virginica
+54,4.3,3.0,1.0960763739554875,0.10000010871480679,Iris-setosa
+55,6.261933721060141,3.318732043150997,6.021717039585127,2.5,Iris-virginica
+56,4.876313208692601,3.026861276540238,1.4834232708749566,0.10000009165500767,Iris-setosa
+57,4.6257447994042815,3.1831359237495778,1.406538131119637,0.20930442121626713,Iris-setosa
+58,4.590754187232407,3.644540767943664,1.0,0.2002032857639293,Iris-setosa
+59,6.817185038682798,3.2051455679219205,5.800595327444368,2.3050414260011167,Iris-virginica
+60,6.8199858792280965,3.1850283875949463,5.881113817479727,2.3010461361777903,Iris-virginica
+61,6.282225654865949,3.287657076950956,5.999394430413234,2.4999997919823587,Iris-virginica
+62,6.280383974322883,3.30070338524203,5.948312671721271,2.4999997932248794,Iris-virginica
+63,5.457990403062776,4.199999276944519,1.397673435049382,0.19391979659348374,Iris-setosa
+64,5.108400352778819,3.2223579998498133,1.7704476836332248,0.27524269588307165,Iris-setosa
+65,6.434088929827279,3.184522185417504,5.29177792008499,2.3033460083569897,Iris-virginica
+66,7.688519024067764,3.0,6.3793118786193155,2.219354042963164,Iris-virginica
+67,7.702073024957488,2.5909641740259515,6.899998978280351,2.295747623203996,Iris-virginica
+68,4.609335779519728,3.2022999170585216,1.4022496348088538,0.20068877351288567,Iris-setosa
+69,5.097499424815861,3.4104082961452806,1.5563758081522632,0.33100757780591394,Iris-setosa
+70,6.694834363160627,3.0,5.0016771737137615,1.6835061796745117,Iris-versicolor
+71,5.904631785522072,3.205263262821953,4.775378065687014,1.7880380526935833,Iris-versicolor
+72,5.3525549738845895,2.5206023901825803,3.891388120852368,1.3098514492862645,Iris-versicolor
+73,6.2790289212607995,3.307546952381339,6.022444061092355,2.5,Iris-virginica
+74,6.105585513727553,2.5981151894562515,5.64083323324145,1.408091485328087,Iris-virginica
+75,7.6909822646886425,2.603521824268967,6.9,2.2476818772611593,Iris-virginica
+76,6.5593890308014675,3.0,5.880053159157634,2.2135428660246355,Iris-virginica
+77,5.692745217086525,3.8000541815058453,1.9157234577948867,0.3540253363047796,Iris-setosa
+78,6.548631290755861,3.2064226982361643,5.153727031411656,2.0139754462821235,Iris-virginica
+79,4.467777393057277,3.0,1.4233682396625493,0.20491951206357198,Iris-setosa
+80,5.167967288182215,3.3096171917860975,1.6578285532982269,0.44945265730636974,Iris-setosa
+81,5.672456556707351,2.7884415391964015,4.463947984722588,1.2128055258779504,Iris-versicolor
+82,5.539505650368749,2.4366445152219347,3.925259734625979,1.2074113075289374,Iris-versicolor
+83,5.495648317125204,4.199999063830561,1.3966194841506885,0.20189551200070407,Iris-setosa
+84,6.5964176177808325,3.0,4.400949548400756,1.4083301534417119,Iris-versicolor
+85,6.092756751122916,2.8422931172458212,4.678081670691996,1.2659491920030095,Iris-versicolor
+86,6.443385673275333,3.0,5.850588477902515,2.165463747694908,Iris-virginica
+87,4.814347968910899,3.0,1.4235316370610258,0.2675852685922714,Iris-setosa
+88,4.300000452918743,3.0,1.1006825240329756,0.1,Iris-setosa
+89,6.606774059003516,2.8028319393581893,4.671878048076094,1.4803485088036517,Iris-versicolor
+90,7.016102813462296,3.176689626721346,5.791204058881743,2.2965257275103053,Iris-virginica
+91,6.308020940390298,3.297828392258446,5.976737391080404,2.499999474067519,Iris-virginica
+92,6.469991155967588,2.7824874226142464,4.631415807992114,1.4873178309795858,Iris-versicolor
+93,6.1911293137084495,3.4015886054778175,5.351427480610101,2.3004574074081896,Iris-virginica
+94,5.907443814974475,2.211358020415423,3.9963762554411897,1.0040780990540263,Iris-versicolor
+95,4.5759210496311296,3.156817081636518,1.4003647441974925,0.20507234210931155,Iris-setosa
+96,6.179689168287556,2.2040682714591973,4.462476196470392,1.4877135315223118,Iris-versicolor
+97,7.680971666572304,2.790166844100965,6.669713137442303,1.97385649864539,Iris-virginica
+98,6.197088944734508,2.1899949385354813,4.48615842696928,1.5093169403693112,Iris-versicolor
+99,6.772691107964846,2.8459725580237425,4.795496578838942,1.4450029805040283,Iris-versicolor
+100,7.708934001411571,2.600473389489483,6.899998987831449,2.286032802799308,Iris-virginica
+101,5.6589894721759375,2.9935488519253677,3.8772775313968744,1.231614274688606,Iris-versicolor
+102,6.478473785585532,2.8044671014850135,4.5834211482721425,1.4967057845247755,Iris-versicolor
+103,5.069755403234591,3.524119229220541,1.3912025593018318,0.19543494528849575,Iris-setosa
+104,6.796340500075966,3.064567920281681,5.310735559650513,2.267828288327231,Iris-virginica
+105,5.823730090055183,2.7194136337604586,5.0999948613334105,2.0336210338992475,Iris-virginica
+106,5.675735004446212,3.808746725385413,1.7280707602706875,0.3042530233185601,Iris-setosa
+107,4.973807341706085,2.0,3.079918679959321,0.9007294357999237,Iris-versicolor
+108,6.2140719673643865,2.2133418409045738,4.477955007525483,1.4813650030411485,Iris-versicolor
+109,6.454462715933777,2.798928735110143,4.608167938273656,1.4994986978046758,Iris-versicolor
+110,7.614853415258129,3.0,6.522841738397327,2.1650664295587294,Iris-virginica
+111,6.711690460025294,3.1477443390513455,4.724008728688483,1.5156162902457342,Iris-versicolor
+112,6.822461739335907,3.1914816566266784,5.839329475177236,2.2835474465965904,Iris-virginica
+113,6.6296620840674345,3.146531431559448,4.732032013335094,1.529071592125124,Iris-versicolor
+114,4.405612795414589,2.899883958031023,1.4102883702573112,0.2008774192665928,Iris-setosa
+115,5.001191574407693,2.0,3.58118019450856,1.0113401878653718,Iris-versicolor
+116,4.977156103164925,2.0,3.5446509355056053,0.9752681175143342,Iris-versicolor
+117,6.224226612566479,2.205484414699655,4.5057349413732215,1.5135445883399572,Iris-versicolor
+118,6.531967365454592,2.8039508534325654,4.597729453852592,1.5059813113286606,Iris-versicolor
+119,5.420571803862386,3.0,4.5092744538079135,1.5118581334657182,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/27/test.csv b/iris/tab_ddpm/5_0/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/27/train.csv b/iris/tab_ddpm/5_0/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/27/val.csv b/iris/tab_ddpm/5_0/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/28/synth.csv b/iris/tab_ddpm/5_0/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c46297ae1eac1ce8c359815bd301f281e5154707
--- /dev/null
+++ b/iris/tab_ddpm/5_0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.434711778737812,3.9075544893712086,1.3154197446571618,0.39180800097724294,Iris-setosa
+1,6.669133578778448,3.0,4.485022166114272,1.4459131569977866,Iris-versicolor
+2,6.492824333699261,3.20215729536254,5.080919294509558,1.9820352143803524,Iris-virginica
+3,5.12489876487623,3.450062932127963,1.4000960510531757,0.19816069909953626,Iris-setosa
+4,5.428134491341755,3.4050451056060473,1.4858005279713535,0.3906528385237037,Iris-setosa
+5,6.019182911045869,2.2188874804114413,3.9582291315934013,1.008713549152359,Iris-versicolor
+6,5.2255040522151175,3.3916281616016644,1.4049862047122335,0.197237606568408,Iris-setosa
+7,6.611846215553373,3.0,5.882420569044571,2.058777865328811,Iris-virginica
+8,6.026834328470087,3.389203762731014,4.544122459454849,1.5989842464209236,Iris-versicolor
+9,6.290804698589925,2.704206032994495,4.888247539164537,1.7987804127315754,Iris-virginica
+10,5.927831900282199,3.180943816123526,4.823461848983117,1.7932666893898368,Iris-versicolor
+11,5.675297944280845,3.784795144422917,1.607435229144707,0.27168551329048923,Iris-setosa
+12,5.8662851987035545,2.7873084875459573,5.086953268429025,2.3577893984208282,Iris-virginica
+13,6.323824150668691,3.3183807462174957,6.007123301472473,2.5,Iris-virginica
+14,6.049532020562912,3.380449170667343,4.55334923335009,1.6145314961836628,Iris-versicolor
+15,6.231198216916253,2.787912768016336,4.84590731294527,1.8032932904741812,Iris-virginica
+16,4.914774834982534,3.1242013145633085,1.4982219993405497,0.1,Iris-setosa
+17,5.506046752941344,2.5056978450972216,4.065376896812985,1.3031794894578168,Iris-versicolor
+18,6.304259505741852,3.3161626726711027,5.951371205080621,2.499999762446454,Iris-virginica
+19,7.608572618370469,3.0,6.518339795053845,2.1440360582892426,Iris-virginica
+20,7.7061347836083325,2.6106620274178334,6.899997177336035,2.2432762085906535,Iris-virginica
+21,6.339049148218316,3.2920967657727735,5.97124856143694,2.4999996957277033,Iris-virginica
+22,7.694846051257909,2.829262798088574,6.687312966379384,2.0324176956150604,Iris-virginica
+23,7.9,3.783415020180874,6.461516749601781,1.9869273676670762,Iris-virginica
+24,6.0289093795093125,2.9276464617757285,4.678412930705206,1.435962891109704,Iris-versicolor
+25,6.277920534416571,3.3030146142488346,5.960480831126177,2.499999777421187,Iris-virginica
+26,4.607285596617751,3.1553211737107745,1.440030973903653,0.20250625972216635,Iris-setosa
+27,5.471483989025854,2.4149689363722704,3.6866679347364255,0.9405457916009303,Iris-versicolor
+28,6.354549180396191,2.505283776103443,5.006409441384286,1.8971045653508452,Iris-virginica
+29,6.284996007203901,3.4019766927553374,5.608435455239195,2.393795254904652,Iris-virginica
+30,6.197117513858067,2.21691496954471,4.487172686017368,1.4719068092522458,Iris-versicolor
+31,4.3000004838474215,3.0,1.1167740335835066,0.1,Iris-setosa
+32,6.687057832022272,3.01085479420794,5.992432514128411,2.2509809584487948,Iris-virginica
+33,6.099348749193394,2.619878157843638,5.5847961812031555,1.3843699716633913,Iris-virginica
+34,6.239066335530725,2.2039847303097035,4.460153511774814,1.471957997475897,Iris-versicolor
+35,5.302547902898747,3.5811582341256067,1.554443058408492,0.3679003756212012,Iris-setosa
+36,4.815051487875721,3.4020821502825878,1.7298954813483323,0.20343119186226474,Iris-setosa
+37,5.502852897953347,3.450096031253835,1.5139625782845432,0.38130068497862835,Iris-setosa
+38,5.65743545456857,2.9885330686292466,4.259209879195169,1.29529279266771,Iris-versicolor
+39,6.223029758285323,2.7744983343176144,4.831786729408991,1.806460038537542,Iris-virginica
+40,6.2052309277056095,2.2139710081136634,4.542018424407302,1.51454047662732,Iris-versicolor
+41,5.667895887079177,2.8738876706763365,4.1511078528064616,1.3348679742166172,Iris-versicolor
+42,6.565553186729068,3.0,4.364289064829836,1.4303977117018158,Iris-versicolor
+43,5.41717211107141,3.914741119603026,1.2843122314447366,0.4561220665374319,Iris-setosa
+44,5.823987580514548,2.6785107869638995,4.111053055543773,0.8282528571540572,Iris-versicolor
+45,4.636843498970714,3.5932499725097697,1.0000004818423944,0.19363185478658707,Iris-setosa
+46,5.38667562220623,3.867961889747753,1.3156478590495546,0.4127196696214185,Iris-setosa
+47,5.557547789673425,2.5135212376242198,3.860235767045459,1.1035329547773065,Iris-versicolor
+48,6.646652774442244,3.0,4.969238154184575,1.6784780341582977,Iris-versicolor
+49,5.891102564213781,3.203308760136242,4.75206688387673,1.8198114369372376,Iris-versicolor
+50,4.806322075450629,3.3967685651402664,1.5933337889112058,0.2010248762620593,Iris-setosa
+51,4.3,3.0,1.1002434476077396,0.1,Iris-setosa
+52,4.881568866014155,3.0374715230204408,1.4774828298028329,0.1,Iris-setosa
+53,4.773531394922698,3.0,1.3969150658010472,0.3451588796863155,Iris-setosa
+54,6.037215855313183,2.187005911877524,4.032076126117118,1.0215577368033788,Iris-versicolor
+55,6.597370871174867,3.0,4.427691122145724,1.38471830720299,Iris-versicolor
+56,5.468678462436443,3.0,4.468230788648524,1.4941775682358078,Iris-versicolor
+57,7.9,3.7858852159824035,6.399276903020499,1.9892053768182665,Iris-virginica
+58,6.2941738444272595,2.5974831656433675,4.929740962083562,1.8249942021988983,Iris-virginica
+59,6.194995435791169,3.4004133384206536,5.381266127292471,2.277885638497168,Iris-virginica
+60,6.301049598330654,3.3999786448524594,5.6078324288358115,2.4027655696844015,Iris-virginica
+61,6.474299625824231,3.0304014467263753,5.576699916678137,2.267543014327793,Iris-virginica
+62,5.384487743879983,3.8387743200427997,1.3175351618959759,0.2775408076367895,Iris-setosa
+63,6.1108005559909175,2.6021225980856433,5.593579634228571,1.4126745092112747,Iris-virginica
+64,6.287978762261728,3.310975305486355,6.0031460512497015,2.5,Iris-virginica
+65,4.300000729916986,3.0,1.0878216468009358,0.10000012788661823,Iris-setosa
+66,6.003136669751785,2.211749320684987,3.9700813756009308,1.0077982168313495,Iris-versicolor
+67,6.789637604416121,3.1737071680935665,5.782926952509803,2.3003458593238055,Iris-virginica
+68,7.699096667253388,2.8076277757700527,6.6934197789989875,2.023531867883133,Iris-virginica
+69,5.774227069400625,2.7050642927331165,4.0788349940161925,1.0146086443734244,Iris-versicolor
+70,4.3,3.0,1.0991936386431136,0.10000009072865912,Iris-setosa
+71,4.611331524113841,3.5480585903918698,1.000000512601769,0.19767612882851074,Iris-setosa
+72,7.69564803369981,2.6115921361800547,6.9,2.3005785355384325,Iris-virginica
+73,5.38977410915667,3.8636742333705487,1.3214143866377,0.46862125962625995,Iris-setosa
+74,5.1992023062463035,3.3975291346913132,1.400238339832407,0.2030246579717545,Iris-setosa
+75,4.782411019338857,3.0,1.4067947118255393,0.35069071767361826,Iris-setosa
+76,5.0960112455929,3.482033434624266,1.3817386643395635,0.19429233762320983,Iris-setosa
+77,5.654047623850882,2.9306166655277632,3.9361916490146105,1.2823214769140587,Iris-versicolor
+78,5.731417697214187,3.0,4.249207750175924,1.2930882153531562,Iris-versicolor
+79,5.36705157285755,3.8464085540413047,1.3209465456243965,0.4009093713693879,Iris-setosa
+80,5.146640914455546,2.5525520004573297,3.5547528627038516,1.222568905747249,Iris-versicolor
+81,4.583773254281263,3.043008591852582,1.493082910915779,0.20122716134239674,Iris-setosa
+82,5.801328910832299,2.699269268279355,5.107618442245397,1.8929259409590597,Iris-virginica
+83,5.687592285048641,3.0,4.182825444034677,1.1913753275605252,Iris-versicolor
+84,5.287331670382819,2.3941066686892496,3.406033364180403,0.9575290772097785,Iris-versicolor
+85,5.766050020763852,2.762932280735294,4.106147682784164,1.0018311364978394,Iris-versicolor
+86,5.394869178846008,3.8384159227501633,1.3119218121588552,0.36640672602010443,Iris-setosa
+87,5.192547736081108,3.407316362323894,1.3692603960475906,0.20099900335482657,Iris-setosa
+88,4.990431437828041,3.402879146271832,1.5979130817446234,0.2740454617268568,Iris-setosa
+89,4.778541707972757,3.3912695574917957,1.939452511013965,0.1931840024278721,Iris-setosa
+90,6.020717461879046,3.3922328894818503,4.525335762097679,1.5906821258458363,Iris-versicolor
+91,6.261021698822709,3.398145415785711,5.564102140117717,2.388771124850805,Iris-virginica
+92,5.620252677636324,2.510936528901335,3.9225909614601893,1.1032475627206173,Iris-versicolor
+93,4.300000609067718,3.0,1.1091457629512311,0.1,Iris-setosa
+94,6.28056968646948,3.2881945580994807,5.908855659009587,2.499999746634323,Iris-virginica
+95,7.659178202721537,2.588932078117086,6.899998914947721,2.2740022467687915,Iris-virginica
+96,5.469143152559422,3.0,4.463931085199748,1.4941930301866375,Iris-versicolor
+97,4.3,3.0,1.091861131154711,0.10000009133638733,Iris-setosa
+98,6.225580480999255,3.3819017663380113,5.386747027245979,2.304724533260512,Iris-virginica
+99,5.910100871227344,3.1710548269684677,4.761347260848769,1.8218007555423026,Iris-versicolor
+100,4.609854585960663,3.1838119365934108,1.3972214136329935,0.20264642342450162,Iris-setosa
+101,6.07072007301691,2.893500305424267,4.697411994506133,1.381111591139707,Iris-versicolor
+102,6.22073029557586,3.401388905377128,5.4239751778138094,2.3110890861941558,Iris-virginica
+103,4.836983751855047,3.0,1.4092641695410117,0.3034464780323949,Iris-setosa
+104,6.714924701787842,2.785374731405244,4.738492326668388,1.4750832688997206,Iris-versicolor
+105,5.740243011914685,2.6722538081132337,5.072349324138517,1.8816495760833034,Iris-virginica
+106,4.60622021875895,3.1151711943151117,1.4843807842238692,0.19808136187202202,Iris-setosa
+107,5.018232234333971,3.0,1.6449059238752721,0.19814423949335586,Iris-setosa
+108,4.615989851406323,3.624377827818073,1.000000484802366,0.1950732725589282,Iris-setosa
+109,6.6265170897982335,3.0,4.398001092158744,1.4096287551923516,Iris-versicolor
+110,5.037373133374593,3.548552333213896,1.3850769267634646,0.20111079156074899,Iris-setosa
+111,5.143714723949786,2.4347184744429744,2.9377053372788735,1.0511249633945035,Iris-versicolor
+112,4.875203086605014,3.0312721133857776,1.4673025891152869,0.1,Iris-setosa
+113,6.209053950718897,3.394870166176755,5.407369082718778,2.298721510046818,Iris-virginica
+114,5.773035173054944,2.7994743099861648,5.16651544918896,2.410005187504429,Iris-virginica
+115,7.2289450920549445,3.190039503356642,6.004657585168415,1.831404699617531,Iris-virginica
+116,6.830506219581287,3.2070641266387363,5.838685124239455,2.294302142964668,Iris-virginica
+117,5.033136744990659,2.0,3.48767432757949,0.9575683504147751,Iris-versicolor
+118,6.276725624517339,3.2837630267492544,6.037842430552729,2.4999997927357756,Iris-virginica
+119,6.202079904539503,3.4004534081381754,5.406059731072528,2.2858485272312477,Iris-virginica
diff --git a/iris/tab_ddpm/5_0/28/test.csv b/iris/tab_ddpm/5_0/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/28/train.csv b/iris/tab_ddpm/5_0/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/28/val.csv b/iris/tab_ddpm/5_0/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/29/synth.csv b/iris/tab_ddpm/5_0/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c9211eae982d750ffe72b668145494a560c69805
--- /dev/null
+++ b/iris/tab_ddpm/5_0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.668439207114713,3.135611114591269,5.071047368497755,2.201757643848813,Iris-virginica
+1,5.53015434413687,2.4999354518448462,4.045788385839019,1.2813180846007486,Iris-versicolor
+2,5.011576713852141,3.0,1.5774456496079206,0.20198584477522047,Iris-setosa
+3,4.300000476525977,3.0,1.1004349830579843,0.1000000975651484,Iris-setosa
+4,5.560574843136984,4.2,1.3978360154231573,0.20274479319260896,Iris-setosa
+5,5.7678536776603835,2.7358451635303878,4.28148518739058,1.088360094937761,Iris-versicolor
+6,4.983006618597332,3.0,1.5909385855631946,0.19314427767946243,Iris-setosa
+7,6.668695543420275,2.8201343716819514,4.733514986366698,1.5023827960963234,Iris-versicolor
+8,4.582840327409067,3.6208074373351513,1.0,0.19267418078773035,Iris-setosa
+9,6.802738911072789,2.8261803460356076,4.811686788431908,1.4101361107176176,Iris-versicolor
+10,5.724462077380954,3.0,4.20114151163624,1.1636208695435335,Iris-versicolor
+11,4.973012846567258,3.516147825181652,1.4298104575394754,0.19920895142082018,Iris-setosa
+12,5.460544300207389,2.957894005081294,4.427241856255219,1.4228334327216037,Iris-versicolor
+13,5.588530551203269,4.2,1.423875619308413,0.19935765688398593,Iris-setosa
+14,6.217408661964068,2.214312345030011,4.501517056734943,1.5101163428208366,Iris-versicolor
+15,4.3,3.0,1.0935522712853425,0.10000009598770739,Iris-setosa
+16,4.300000637235093,3.0,1.0843570390947985,0.1000000932167906,Iris-setosa
+17,7.705496274213097,3.0,6.111854721131263,2.297304254848771,Iris-virginica
+18,4.809446557065091,3.4013564833677354,1.738074058893223,0.19891806403847534,Iris-setosa
+19,4.800913008690709,3.3956637862529955,1.9756017623770923,0.1987398461755863,Iris-setosa
+20,5.129198040949242,3.462580946507452,1.3916752987989185,0.19932485799058197,Iris-setosa
+21,5.904415019350936,3.2093289133771368,4.8040125311334165,1.8200869078191078,Iris-versicolor
+22,5.696152002905076,2.9198146090121537,4.236011531509667,1.316439852963836,Iris-versicolor
+23,7.696151172935409,2.5972919960570855,6.899998714582944,2.285669613521832,Iris-virginica
+24,6.400724264958737,3.201171726010454,5.315367746058639,2.3124246494931167,Iris-virginica
+25,7.710592240362416,2.622104787970345,6.899998889250943,2.318801838370672,Iris-virginica
+26,6.256431869931055,2.694994953116044,4.855619766928904,1.7744642836111655,Iris-virginica
+27,5.681107111879417,2.852745449219133,4.427336831641853,1.3429391859029398,Iris-versicolor
+28,6.012550868341425,2.1841945685315887,3.9878953439656386,1.0215985959859604,Iris-versicolor
+29,6.8783530536519155,3.1889245001820314,5.763291332811344,2.2845787267584403,Iris-virginica
+30,5.104644205466737,3.4364948381288394,1.3931202247320316,0.2019043128991815,Iris-setosa
+31,5.581656239803738,3.83953589507779,1.504727661590728,0.3489307586438518,Iris-setosa
+32,5.128821850861843,3.405320982294041,1.3472866818630203,0.1956840120992941,Iris-setosa
+33,7.683900110973665,2.807362727822143,6.706879517117408,2.0064725544105144,Iris-virginica
+34,7.604957280543061,3.0,6.601439877455294,2.1161284888117304,Iris-virginica
+35,4.862521462533448,3.0384549236446965,1.4759941951926008,0.1,Iris-setosa
+36,6.121202738566084,3.2967792248967176,4.698980199154839,1.6622492119342376,Iris-versicolor
+37,6.8454017902484665,3.1803901722834,5.831736606608529,2.2996603056706117,Iris-virginica
+38,4.765927637063752,3.0,1.4089715082304093,0.2993320780831957,Iris-setosa
+39,6.0118006651781855,2.190723504335756,3.9860902465765253,1.0189981051362358,Iris-versicolor
+40,6.006970191954091,3.3817827557912365,4.479649233453285,1.5818596544541326,Iris-versicolor
+41,4.8016556653432625,3.0,1.382586524621397,0.1000001129196907,Iris-setosa
+42,7.703270577322399,3.0,6.061334077221938,2.306587666794483,Iris-virginica
+43,5.412665979470737,3.8917743343035083,1.2877885578501473,0.3919688216180385,Iris-setosa
+44,6.497690825697456,3.0,5.82334865296376,2.2018819608678983,Iris-virginica
+45,6.685882343477641,3.0622802261780007,4.6778249100673,1.4928561699303016,Iris-versicolor
+46,5.6015768421796235,2.9950040400841047,4.431626580429388,1.4814888328806446,Iris-versicolor
+47,7.645084034815659,3.0,6.574453869077051,2.1218738623728424,Iris-virginica
+48,5.594125580302105,2.9480140551734464,3.699812780052628,1.2604120693134178,Iris-versicolor
+49,5.556053037678755,4.2,1.3743848389213564,0.20135920352512598,Iris-setosa
+50,6.509930345758499,3.2214034910639544,4.7408523583803905,1.5682370235551983,Iris-versicolor
+51,5.789161999642783,2.7017608729413407,5.139369978001671,1.8893497171301803,Iris-virginica
+52,4.788259994286332,3.403151197635286,1.7577128568512534,0.1977534502236616,Iris-setosa
+53,6.598573991981009,3.0,4.419522449223966,1.3989157995324533,Iris-versicolor
+54,5.779781109211389,2.6953834335413984,5.097397514765882,1.8911267875500446,Iris-virginica
+55,5.994980517317233,2.184171813417208,4.020038076735581,1.020146576654905,Iris-versicolor
+56,6.203491812160525,2.196298247782593,4.486849312336537,1.4957576602808975,Iris-versicolor
+57,6.690297483515542,3.0,4.996434630171358,1.6892070076037067,Iris-versicolor
+58,4.970687770855688,2.0,3.6740371683139403,1.0546689721467708,Iris-versicolor
+59,5.389339572979312,3.4163484343873396,1.4978476524709907,0.35747933507974716,Iris-setosa
+60,5.78918733497212,2.7393194704420405,4.139555886702363,1.056642930453418,Iris-versicolor
+61,4.782067419010148,3.3984288227479444,1.5932909049925459,0.20065498577731536,Iris-setosa
+62,4.769025134550014,3.0,1.3862415371877106,0.1,Iris-setosa
+63,5.304736205016612,2.4073755848178138,3.5663398931573407,1.0170975524250505,Iris-versicolor
+64,6.690192727860386,2.7803808415621583,4.707218838016365,1.4288357540599497,Iris-versicolor
+65,6.418956610196536,3.2565642676299182,5.365822341570088,2.339314364031407,Iris-virginica
+66,6.56596786128501,3.1884899059582787,5.101960105737863,2.043082791318534,Iris-virginica
+67,5.131617940961563,3.3026469740674966,1.8042525018627478,0.5897755485821465,Iris-setosa
+68,4.803673067802912,3.0,1.4114498957647386,0.3359072891865522,Iris-setosa
+69,6.1441379329504,2.8452295212384424,4.715789789251386,1.291853353467106,Iris-versicolor
+70,6.609653066379916,3.0,4.390831266639121,1.4295898872284554,Iris-versicolor
+71,5.3969308978246655,3.8760798710661524,1.3325391811876885,0.42536896110792083,Iris-setosa
+72,6.897887130238065,3.2065480339831938,5.66483421517034,2.3033331830989687,Iris-virginica
+73,6.497667256622153,2.8025260666134915,4.612708647623681,1.501767146005707,Iris-versicolor
+74,6.450187506525148,3.1921679493542596,5.377486990129232,2.311363900642836,Iris-virginica
+75,6.4615613516099275,3.0,5.819520785175581,2.2270573912057445,Iris-virginica
+76,5.805002213193264,3.103491311919528,4.722274411714424,1.6840275019476547,Iris-versicolor
+77,5.162351349478632,3.8250754781197367,1.5966071075373374,0.2024753269067372,Iris-setosa
+78,6.204273687194072,3.3092033511690637,4.667306649836141,1.6053494009687328,Iris-versicolor
+79,5.668155835370678,2.909619839596497,4.039195505274413,1.2664866016816851,Iris-versicolor
+80,5.689226056457748,3.0,4.356149533905227,1.3628786335238012,Iris-versicolor
+81,6.216540383493066,2.181565623291445,4.510923153882284,1.512365502491225,Iris-versicolor
+82,6.942842967551443,3.1120470138428913,5.121022007598854,2.291890411422033,Iris-virginica
+83,4.611903636615561,3.118049393746367,1.5175949182250628,0.19662443357803736,Iris-setosa
+84,5.176933412125159,2.5614354553250385,3.683757156379584,1.2544309655247579,Iris-versicolor
+85,6.5999544278791085,3.0,4.396805991762572,1.3985693804583805,Iris-versicolor
+86,6.104882419413637,2.8064544692982842,4.682690589169036,1.216760659471947,Iris-versicolor
+87,6.1972033831304545,2.196705737727459,4.466511508491313,1.4825820164935446,Iris-versicolor
+88,5.476940697878207,3.0,4.5352793919497065,1.5109921808969227,Iris-versicolor
+89,6.31755760533674,2.6826612415965854,4.922158958548479,1.8129819057886982,Iris-virginica
+90,6.216764686546796,2.1990164258175704,4.510882359868576,1.4812123165755358,Iris-versicolor
+91,6.709796569372449,2.492340648927308,5.840550397705651,1.782733885449836,Iris-virginica
+92,5.158638802916234,2.502922565551404,3.3909320358400854,1.1456219047085634,Iris-versicolor
+93,4.613798070811564,3.139290841831041,1.4855151135574562,0.1982071892085675,Iris-setosa
+94,6.8702779595095285,3.1961110321803488,5.759355999127851,2.2952967921211656,Iris-virginica
+95,7.170977827040711,3.206124038589092,5.98734070317702,1.8121668619463278,Iris-virginica
+96,5.682170235328406,3.8291784857703473,1.7784496882523873,0.27449438427907624,Iris-setosa
+97,6.434293119714368,3.0,5.746579238501852,2.2052659895420104,Iris-virginica
+98,5.185299323119022,2.649818237979344,3.854819185287754,1.3681007475944975,Iris-versicolor
+99,7.576304042356095,3.0,6.578773793816242,2.0940972019036987,Iris-virginica
+100,4.475067582819154,3.203707380165689,1.3293029875169122,0.20014855598943196,Iris-setosa
+101,5.014267562113271,3.0,1.5940132320461253,0.1998246955796839,Iris-setosa
+102,5.710962072936726,2.87406383885609,4.289511560358067,1.3131173951726276,Iris-versicolor
+103,6.399526672066392,3.179248004574435,5.264476297753052,2.3016245074950983,Iris-virginica
+104,5.687926082990331,3.0,4.018668453548782,1.2324653800016208,Iris-versicolor
+105,7.899998959522088,3.815346281536149,6.393540675046898,1.9656393418496385,Iris-virginica
+106,6.209387523120134,2.2167706550224144,4.547773495936814,1.5090355096103245,Iris-versicolor
+107,7.550175913318016,3.0,6.564073872321474,2.1137610113882883,Iris-virginica
+108,5.457481859420954,2.473626295235633,3.9139857888828744,1.2498113744080732,Iris-versicolor
+109,7.7180667064736355,2.5781143880813153,6.9,2.311005804433651,Iris-virginica
+110,4.807952931068943,3.0,1.4160787853639427,0.1,Iris-setosa
+111,7.700258319600811,2.79206814286184,6.683292450023684,1.994491773911204,Iris-virginica
+112,5.4892000188989165,3.0,4.485931991412667,1.485521448691315,Iris-versicolor
+113,4.97336081585139,3.5169078740173756,1.404005333482505,0.20394938033340468,Iris-setosa
+114,6.307494165674036,3.2972963262149357,5.9853657032873,2.5,Iris-virginica
+115,5.979322409761868,2.201766052572545,3.927271648718073,0.9707258905633678,Iris-versicolor
+116,7.702190046798913,2.5742672283111045,6.9,2.3051774097436146,Iris-virginica
+117,6.195873620263037,2.811665587985813,4.799588720837669,1.7949790461945536,Iris-virginica
+118,5.947264124709084,2.8780066995116464,4.400009184563531,1.4962180665867308,Iris-versicolor
+119,4.823211447241979,3.0,1.414034785724045,0.1000001070685957,Iris-setosa
diff --git a/iris/tab_ddpm/5_0/29/test.csv b/iris/tab_ddpm/5_0/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/29/train.csv b/iris/tab_ddpm/5_0/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/29/val.csv b/iris/tab_ddpm/5_0/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/3/synth.csv b/iris/tab_ddpm/5_0/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..abe7b4bbfb4222f5a8ce5ec0a78413e66a720a04
--- /dev/null
+++ b/iris/tab_ddpm/5_0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.885828643750995,3.059400933129672,1.4804813594218171,0.1,Iris-setosa
+1,4.3,3.0,1.0987689570819372,0.1,Iris-setosa
+2,6.7838204099055375,3.146868739215802,5.118801531408686,2.2835296677835943,Iris-virginica
+3,4.642889607383307,3.117140929875054,1.4659561895137159,0.19746565527529866,Iris-setosa
+4,6.515370316466502,3.0,5.787167804313098,2.2259987967829615,Iris-virginica
+5,5.511904465559841,2.4883762987627915,3.750473626370288,1.072070448596451,Iris-versicolor
+6,4.394305505068285,3.1925685392257206,1.2967823899820448,0.1998580261388218,Iris-setosa
+7,6.080630175098359,2.913937506237857,4.589433102554713,1.484273112831806,Iris-versicolor
+8,5.001401858017054,2.0,3.5938834615959414,0.9521883438056556,Iris-versicolor
+9,7.899998735610585,3.7866682769260933,6.363659004664511,1.968789259643719,Iris-virginica
+10,5.503766066511122,4.199998995421942,1.3911165172392765,0.20239333694154676,Iris-setosa
+11,6.05743476633016,2.9050474663265042,4.628171266647529,1.4293074365232339,Iris-versicolor
+12,5.805527619866522,2.6396514813620313,4.059728396695655,0.9070300083077233,Iris-versicolor
+13,5.353961892950216,3.0,4.453366208285988,1.4756642159816578,Iris-versicolor
+14,6.077613444391011,2.586389726236573,5.621457929397354,1.408610158123723,Iris-virginica
+15,5.371101173879123,3.9075025037463007,1.2912653052204914,0.44596971024764837,Iris-setosa
+16,4.300000489307575,3.0,1.0980572901070917,0.10000010111198934,Iris-setosa
+17,5.626630325512769,2.90444410519713,3.6625433743370603,1.318505357929319,Iris-versicolor
+18,6.406278112983905,3.211104524725933,5.347491473216036,2.3026044439332725,Iris-virginica
+19,5.048401212676146,3.7384295181366185,1.4940338722432474,0.20095489017492876,Iris-setosa
+20,6.119754250826631,2.9102281771679483,4.69313595451759,1.36624299042303,Iris-versicolor
+21,6.197383470737796,2.2024399906624326,4.526357757910528,1.5160754990035945,Iris-versicolor
+22,5.561247823335955,3.7273166439598597,1.4917403631577377,0.3788413623311945,Iris-setosa
+23,5.246818137853497,3.401068611238078,1.3980865418425399,0.20385669186020403,Iris-setosa
+24,5.255476852931591,2.773084625817806,3.9862324107850564,1.4205192737752816,Iris-versicolor
+25,5.671444988895637,3.7381847312963976,1.7683602422404823,0.369384966279863,Iris-setosa
+26,6.801680145300613,2.807226850610449,4.805568354338461,1.393674226364062,Iris-versicolor
+27,5.486965189129213,3.0,4.46792225432892,1.4917083801672741,Iris-versicolor
+28,5.420721664175813,3.0,4.501202244737135,1.5126149636148005,Iris-versicolor
+29,6.401670609775301,3.210264750598487,5.260351050987424,2.2961273212864954,Iris-virginica
+30,6.397726280671732,3.2138461628035513,5.361120477010268,2.320533404292291,Iris-virginica
+31,4.3,3.0,1.0987293396567037,0.10000010789044116,Iris-setosa
+32,5.049558386373772,3.553115908686573,1.4028599746305785,0.2024776764628276,Iris-setosa
+33,4.985272801327935,3.0,1.5876986196836118,0.19876131325864188,Iris-setosa
+34,5.135685721562596,3.35253251116481,1.5778637110024076,0.44347465482423665,Iris-setosa
+35,6.733501570026529,2.5086585810361983,5.867362630066778,1.8116762577282144,Iris-virginica
+36,4.619232522888654,3.5846815751558117,1.0000003723507418,0.1964524336783474,Iris-setosa
+37,5.8737927800542575,2.9084319548591933,4.3239632746324475,1.3719030488195714,Iris-versicolor
+38,5.875290935630127,2.274867950872787,4.016197010839313,1.051635806165677,Iris-versicolor
+39,6.906184164601963,3.2015127434107096,5.933727755492282,2.27809429649052,Iris-virginica
+40,4.9967938957183895,2.0,3.544879062482152,1.0351792476144588,Iris-versicolor
+41,4.993596598462544,2.0,3.4867598813739438,1.010616833789764,Iris-versicolor
+42,5.667800009785727,2.954823830176504,3.987279700785789,1.283276571822433,Iris-versicolor
+43,5.699919895711386,3.0,4.213625246794255,1.2074634556233046,Iris-versicolor
+44,5.674144457406131,2.995492536606502,4.06106133207783,1.2720415107906962,Iris-versicolor
+45,5.756712916850523,2.7917516070284476,4.364979539379081,1.3055356612967528,Iris-versicolor
+46,5.819762913579471,2.7012120956465058,4.186155922781924,1.0017734743842515,Iris-versicolor
+47,5.862970603710599,3.2108490678814885,4.806533657699998,1.781494496513338,Iris-versicolor
+48,5.365377679455911,3.396539036955899,1.4899847991682547,0.4007743181490752,Iris-setosa
+49,4.3,3.0,1.0895740380332464,0.10000009228455775,Iris-setosa
+50,6.301711568880542,3.308881329194056,6.002835941199173,2.5,Iris-virginica
+51,6.0446049308178695,2.8835814404326707,4.6561886215319275,1.3562147734667738,Iris-versicolor
+52,7.194700229734991,3.20071628745456,6.013989408367611,1.8138856075313554,Iris-virginica
+53,6.704830710834966,3.124299618330736,4.713207175426009,1.4968493153568774,Iris-versicolor
+54,5.978578398981197,2.75058413917145,4.556534643378045,1.1404625818167922,Iris-versicolor
+55,6.561707338612868,3.0,5.8303662584264995,2.2189997052307917,Iris-virginica
+56,6.652912490499957,3.0,4.932175006655811,1.6301696318761494,Iris-versicolor
+57,5.806893463466338,2.7208501793500837,4.207460681718256,1.0095141533986414,Iris-versicolor
+58,5.535870089427593,3.0,4.493671059581042,1.4998032058848327,Iris-versicolor
+59,6.575769054382961,3.0,4.3970278202541255,1.3834496526207607,Iris-versicolor
+60,4.808932834655274,3.397184642108147,1.5990872975526602,0.20084670904509763,Iris-setosa
+61,6.783302857625219,2.79683846344875,4.77783352503965,1.4385603563931917,Iris-versicolor
+62,4.609339497945103,3.0725385062061585,1.506054372517884,0.19840561918988786,Iris-setosa
+63,5.381773580244981,3.7109636088088696,1.408686526024577,0.41447633467008926,Iris-setosa
+64,5.096378518297835,3.801166355362349,1.7053469794900264,0.2000043527830669,Iris-setosa
+65,5.802873697551696,2.860040784087647,4.5489201197129026,1.3592652497760158,Iris-versicolor
+66,4.3,3.0,1.0942658142212005,0.10000010493999123,Iris-setosa
+67,7.6945512459664815,2.6044223418374393,6.899998598531541,2.2977590966150756,Iris-virginica
+68,7.037233214646678,3.167309679347193,5.790389859136146,2.2686552761752625,Iris-virginica
+69,5.141650678901161,3.485556399596338,1.4132355602806927,0.20140405610586565,Iris-setosa
+70,4.540420672525676,3.5516583761026155,1.0,0.20402548511131166,Iris-setosa
+71,5.043917049355816,3.37271212954856,1.6412967411178427,0.4187437775055032,Iris-setosa
+72,6.014210127766988,2.2289482476609854,3.9668699534810736,1.0505553023863328,Iris-versicolor
+73,6.3854737315271946,3.0789248293055147,5.5055221953720475,2.280268630024085,Iris-virginica
+74,6.688876645128932,2.47639274853255,5.81910652858839,1.7572255578417866,Iris-virginica
+75,5.506826004360521,4.2,1.3855794746135315,0.20324093561667259,Iris-setosa
+76,4.989750815339231,2.0,3.611799485081658,1.0120330290846205,Iris-versicolor
+77,6.702951709278329,3.0672678283785553,4.794113545551428,1.5768983101049334,Iris-versicolor
+78,4.3,3.0,1.0913503519533074,0.1,Iris-setosa
+79,4.494715493207735,3.23458950342741,1.3684084378714179,0.20232867625752737,Iris-setosa
+80,6.936675808867637,3.1749158101584123,5.665525802133,2.289300162911939,Iris-virginica
+81,4.3,3.0,1.097207664595142,0.1,Iris-setosa
+82,6.016755517744201,3.398320558680816,4.505876443128258,1.5945071088758442,Iris-versicolor
+83,7.580470596738244,3.0,6.538164810123793,2.099431232225637,Iris-virginica
+84,7.713852868999526,2.8319162937859734,6.674492792312774,2.035424188704447,Iris-virginica
+85,4.87138347665847,3.0342160377395855,1.448508075644373,0.10000012374736784,Iris-setosa
+86,6.234603419792143,3.0654889881692986,4.876282328935919,1.7413919829331677,Iris-versicolor
+87,4.979479638694159,2.0,3.297230972747281,0.9540197395043022,Iris-versicolor
+88,7.703185602727159,2.6220801434651575,6.89999732977331,2.31068462476878,Iris-virginica
+89,6.0084032550346365,2.198021053933175,5.038087960716689,1.4743794559909666,Iris-virginica
+90,4.978832481389015,2.0,3.4768004803734405,0.9003011274477624,Iris-versicolor
+91,5.6676108702808685,2.6269751512705795,4.037909955353383,1.0774683199773327,Iris-versicolor
+92,5.473700593130199,2.5744593483877343,4.003704493283871,1.35156102037085,Iris-versicolor
+93,4.806629314353407,3.0,1.3893862591055335,0.1,Iris-setosa
+94,6.725094452192814,3.105112499462212,4.729165619028262,1.5171511602803653,Iris-versicolor
+95,6.099834186374658,2.598031010637734,5.580164330020496,1.397053217407592,Iris-virginica
+96,6.919411055872422,3.1838860560355164,5.518034126108892,2.3023068270104545,Iris-virginica
+97,6.542001888162747,3.0,4.508505085705188,1.444350189599168,Iris-versicolor
+98,4.781471633186735,3.0,1.3967551633435609,0.27520658518653934,Iris-setosa
+99,5.018649092952597,3.0,1.5928998268097287,0.19686355657739157,Iris-setosa
+100,5.000112501496062,2.00000063895029,3.591715575946732,0.9152029025152612,Iris-versicolor
+101,5.0786415661982565,3.3401200744405135,1.5949843452514954,0.532463088977273,Iris-setosa
+102,6.190661095234073,2.1965118517002917,4.500357738813878,1.5005867627137972,Iris-versicolor
+103,7.583323051179747,3.0,6.530651931763434,2.0683118654226584,Iris-virginica
+104,6.88966198657621,3.107606588852617,5.084951981900873,2.2893935850966547,Iris-virginica
+105,4.398701815808083,2.884536855256207,1.3999840686079352,0.202308645081157,Iris-setosa
+106,5.808175049629819,2.6918350309276784,5.156404701914859,1.8913770720389775,Iris-virginica
+107,4.74778887399954,3.0,1.4053136439806426,0.25279566172255796,Iris-setosa
+108,5.5030617216032445,2.488234382987233,3.8714958558421073,1.2796653042244044,Iris-versicolor
+109,4.777338069532165,3.395296364293308,1.8034917708165712,0.20054176885842992,Iris-setosa
+110,5.573651629651169,2.521318808564499,3.929258482733493,1.0608738002501508,Iris-versicolor
+111,6.186626911755071,2.1878555839604763,4.493447211182177,1.4890563860823902,Iris-versicolor
+112,6.202312519252219,2.9260807898558094,4.599672577293605,1.456232378055395,Iris-versicolor
+113,6.272128551425118,3.314429965426525,5.934916273265276,2.5,Iris-virginica
+114,7.708228641288569,3.0,6.19752322405187,2.2820949112708124,Iris-virginica
+115,6.583731041106585,3.0,4.345438993338752,1.383818929153624,Iris-versicolor
+116,4.3,3.0,1.0885342994361924,0.1,Iris-setosa
+117,5.089943420718366,2.5128656803121387,2.9327310816239534,1.1032537224169578,Iris-versicolor
+118,4.300069110094485,3.018184156544951,1.1489107807480625,0.10005275289274498,Iris-setosa
+119,6.163194972883261,2.2033169755541633,4.410727378241476,1.426490960194061,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/3/test.csv b/iris/tab_ddpm/5_0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/3/train.csv b/iris/tab_ddpm/5_0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/3/val.csv b/iris/tab_ddpm/5_0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/4/synth.csv b/iris/tab_ddpm/5_0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8a9ee1100fe9e2c51a61f89104343d580e8dab69
--- /dev/null
+++ b/iris/tab_ddpm/5_0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.565489250267639,3.0,4.531401268639508,1.4785617575419225,Iris-versicolor
+1,7.70780859610264,2.598690784255109,6.9,2.252341623547534,Iris-virginica
+2,4.626722028659527,3.5880932548529914,1.0000005599564856,0.20245710745381368,Iris-setosa
+3,7.682036412280377,3.0,6.1024789643537565,2.288175611867287,Iris-virginica
+4,6.526833699690455,3.0,5.774430336196178,2.2241821470412138,Iris-virginica
+5,6.062610940333807,2.906779375881144,4.660655792071183,1.4325583628831078,Iris-versicolor
+6,6.569172210988737,2.757321879842315,4.631329334410797,1.507676508404535,Iris-versicolor
+7,6.258570907325431,3.2965046919771988,5.937858071325429,2.5,Iris-virginica
+8,4.993578595177796,3.642511150227831,1.3836503722312665,0.20483126127748935,Iris-setosa
+9,5.7563262016891805,2.813302042023022,4.426962693813104,1.2810370948981973,Iris-versicolor
+10,5.192537965287776,3.7804216672664093,1.3899677948669424,0.22905848332417497,Iris-setosa
+11,7.722790211151446,2.586454234869744,6.9,2.238715785481837,Iris-virginica
+12,6.721241619403417,3.1224412485036432,4.732874649597216,1.506513922079741,Iris-versicolor
+13,4.407189609821395,2.8991867456437066,1.4062120997798493,0.20001386022720938,Iris-setosa
+14,5.709071266891293,3.0,4.223143008740456,1.1988579254032588,Iris-versicolor
+15,5.631068094270296,2.8545844595319503,4.233808522264221,1.3769443485652721,Iris-versicolor
+16,5.890582473995067,2.86597084058837,4.552478936907195,1.3858517060648166,Iris-versicolor
+17,6.743187099592984,3.150659454356905,5.8929090811945795,2.275531677411386,Iris-virginica
+18,5.743047387978889,2.7878901592409795,4.015904713108124,1.1598230138310168,Iris-versicolor
+19,4.811311924371237,3.0,1.4016856675207447,0.1,Iris-setosa
+20,4.401409776924136,3.2185014861370584,1.2922279253053781,0.1943641493316472,Iris-setosa
+21,5.012313331806702,2.0000007744587633,3.5319317604154836,1.0000262118694236,Iris-versicolor
+22,6.5149904666828995,2.8090884187313203,4.59619265578139,1.5023152734586491,Iris-versicolor
+23,5.094073002531093,3.299145811386753,1.7020030155975963,0.4871337149624439,Iris-setosa
+24,4.968398390594371,2.0000006342996897,3.589209495360795,1.0757697867938003,Iris-versicolor
+25,5.88822126848889,3.2065547050073895,4.7770766554383775,1.7833752018517022,Iris-versicolor
+26,5.840474606915184,2.652760488480419,4.1250002009841165,1.0182222236687954,Iris-versicolor
+27,5.065208023033134,3.5618830311434366,1.4031763926253114,0.19848158706324037,Iris-setosa
+28,6.7090050374848715,2.4956378861185575,5.836643637625339,1.814332585897903,Iris-virginica
+29,6.2491699835167855,2.1970721346656323,4.518272004616364,1.4886906814811818,Iris-versicolor
+30,4.816872692767026,3.0,1.4158360934196854,0.1,Iris-setosa
+31,4.739286147230324,3.0,1.429744011043568,0.26397739993909014,Iris-setosa
+32,6.507180421715402,2.790472934195278,4.581913092565266,1.5000063125891803,Iris-versicolor
+33,6.0091320509056425,2.200647089467288,3.9983087115121334,0.9917822595714413,Iris-versicolor
+34,4.590592467152344,3.1633974929675537,1.4311024939576025,0.1991060935543731,Iris-setosa
+35,5.650157185947507,2.502768063281009,3.880788377621196,1.081980069441555,Iris-versicolor
+36,7.013579814949939,3.117554704917577,5.302588515805134,2.292593137757387,Iris-virginica
+37,6.359637628451665,3.318068942822993,6.0116348565188265,2.5,Iris-virginica
+38,4.520793420673698,3.20179721824953,1.367960622675329,0.1964812509882965,Iris-setosa
+39,6.100790588461371,2.374314327724526,5.130299981697149,1.5459200595953886,Iris-virginica
+40,6.315922081687876,3.292657941010763,6.054084670291695,2.499999805753167,Iris-virginica
+41,7.697807578104614,2.6087001260337477,6.89999849855764,2.2824617426878855,Iris-virginica
+42,4.989755000884569,2.0,3.4757086512723934,0.9854164489581707,Iris-versicolor
+43,5.638890997035447,2.9086626851424415,3.91203406357067,1.2929102776382049,Iris-versicolor
+44,5.065502289996849,3.809916604204634,1.5804630678403213,0.19866541269325927,Iris-setosa
+45,4.787362715807266,3.3998347359851926,1.5993621241661564,0.1985925975065664,Iris-setosa
+46,4.395579448486041,3.0,1.34511631899201,0.19972548273765411,Iris-setosa
+47,6.095722636331116,3.3795282767263815,4.563288738096574,1.5800295636070691,Iris-versicolor
+48,5.000987396659026,3.0,1.5879008717880534,0.19561865715383747,Iris-setosa
+49,7.562931766403289,3.0,6.581984415876638,2.113846128447312,Iris-virginica
+50,6.333526797401706,2.687254386606399,4.916466032811225,1.833356084919926,Iris-virginica
+51,5.6673264627928805,3.7852194914802473,1.580936575716656,0.34954780295397325,Iris-setosa
+52,6.684981770882075,3.145814393571036,5.089432086571993,2.2432815549656793,Iris-virginica
+53,5.528217409312153,4.199999199286287,1.4084787886920491,0.20289254099376866,Iris-setosa
+54,6.190892663114408,2.1975405644839214,4.512040023708503,1.4981911948666908,Iris-versicolor
+55,5.657568655136268,3.0,4.534637735299216,1.5405292339370724,Iris-versicolor
+56,6.2221574342984285,3.396078721373827,5.424764975298071,2.3098721652649816,Iris-virginica
+57,5.427656973312765,3.0,4.4725825442896445,1.4988402082320718,Iris-versicolor
+58,4.300000881482407,3.0,1.1051585169544176,0.10000013216766013,Iris-setosa
+59,6.017786753140842,2.20389838029861,3.918187797122997,1.0393094569282875,Iris-versicolor
+60,6.003410416877612,2.218857931787139,5.016551439902707,1.5079143424527799,Iris-virginica
+61,5.654808121966639,3.7156898797936293,1.5859424691207067,0.27697546753261376,Iris-setosa
+62,4.437726368920011,3.2081145582875426,1.291785825302394,0.20176246976442297,Iris-setosa
+63,5.801915171580845,2.6894911270723765,5.1347902512982095,1.946724603840728,Iris-virginica
+64,5.5499096430459485,2.4773535429013016,3.836403737345204,1.1025489492843732,Iris-versicolor
+65,6.801947270283595,2.7966120564134584,4.842981584420602,1.4181386292420208,Iris-versicolor
+66,6.1949510939964085,2.807468244733117,4.784082786968384,1.7915287180433577,Iris-virginica
+67,6.193311973791386,2.2053553944488904,4.5252839070405715,1.503241021093504,Iris-versicolor
+68,5.697268439833479,3.791054480313462,1.8531422337634593,0.2982242094369743,Iris-setosa
+69,5.78469163908358,2.8052691017129026,5.077059491628665,2.390609626875715,Iris-virginica
+70,6.6845234157740165,3.102940310920432,4.745182197941124,1.510794927743375,Iris-versicolor
+71,5.468970983200924,3.881099412181971,1.3156543714650029,0.3558800037833483,Iris-setosa
+72,4.633047409968621,3.189659461807111,1.4091170923715213,0.20036538670287848,Iris-setosa
+73,4.40360619030463,3.1891133218465,1.2921652146647777,0.1974569454118467,Iris-setosa
+74,5.109687168590575,3.287663682963532,1.6148412341151948,0.4439061054269694,Iris-setosa
+75,5.4004523456254745,3.7714221837219175,1.4029898382872443,0.3986616479300054,Iris-setosa
+76,6.524319176517236,2.792872930100325,4.577417659726625,1.5059121259054724,Iris-versicolor
+77,5.208010636253033,2.645405163591762,3.8293075167618023,1.375454034890496,Iris-versicolor
+78,6.263303771033459,3.3907401243353115,5.408704953582809,2.276623277890021,Iris-virginica
+79,5.984150475156848,2.210749908362578,4.023275087439633,1.04134497586587,Iris-versicolor
+80,6.01635647813589,2.779849501481679,4.64311167770503,1.1977642357773977,Iris-versicolor
+81,7.6438604382137525,3.0,6.4494544746509295,2.188751489341801,Iris-virginica
+82,7.691504631737621,2.6070693091830086,6.899998750064309,2.2915510475650684,Iris-virginica
+83,5.215835284218984,3.3947486533129427,1.3982397220249552,0.20053984304019784,Iris-setosa
+84,6.8222593070108895,3.2042132449348295,5.903344959618094,2.308996635394205,Iris-virginica
+85,6.3163525039222606,2.5158413394785333,4.986484986400939,1.890014900352086,Iris-virginica
+86,7.699087530364817,2.5902833606017635,6.89999893837149,2.3008265457417707,Iris-virginica
+87,4.57960096757629,3.6195708855018345,1.0,0.18530310860553995,Iris-setosa
+88,6.798212797726315,3.204028237785562,5.879845596939349,2.3087799172889856,Iris-virginica
+89,6.100816783245897,2.5838976399769313,5.610414063011515,1.4576657416743204,Iris-virginica
+90,5.781788440983004,2.6992449268453953,5.147575371835739,1.9075494985314172,Iris-virginica
+91,5.509691700651765,2.397802851850906,3.880010656492065,1.1217403235455083,Iris-versicolor
+92,6.0736794537420336,2.8209156899240697,4.6533411178609345,1.1332120180897467,Iris-versicolor
+93,5.082089270086958,3.645739893955344,1.3988784506365777,0.20590167389433994,Iris-setosa
+94,5.531917186351559,2.5087057083129425,3.9981328697094893,1.2648686007024896,Iris-versicolor
+95,5.07784016620212,3.303247398018478,1.5758390080766405,0.592455343545909,Iris-setosa
+96,7.642181826410984,3.0,6.610533576798586,2.076513130329861,Iris-virginica
+97,5.540064313272014,3.0,4.482087877608646,1.5063589977841212,Iris-versicolor
+98,5.516340131704743,2.541815706760887,4.091726306744415,1.3215236845030387,Iris-versicolor
+99,5.580972686013122,2.513142133437873,3.861564262751043,1.0826407722691902,Iris-versicolor
+100,5.236630455727093,2.7110711140699153,3.9747825241941306,1.397039140021294,Iris-versicolor
+101,6.0760963076131915,2.587476395184884,5.57508969207403,1.4220260958123567,Iris-virginica
+102,4.39783371757877,3.213304781975688,1.28873567187032,0.19988008133410243,Iris-setosa
+103,5.387131199636272,3.8853553056191688,1.330380393165307,0.31164501160426195,Iris-setosa
+104,5.404816625896695,3.9081471255001703,1.2906186557709234,0.3655371441297027,Iris-setosa
+105,4.3,3.0,1.1010373263974536,0.1,Iris-setosa
+106,5.865636298086276,2.8620766490983875,4.356506798363109,1.4563466635033397,Iris-versicolor
+107,4.80581509845938,3.0,1.4269838928328882,0.10000010273493544,Iris-setosa
+108,5.864770166528172,2.621112317337767,5.0808341633623355,1.8662642680136368,Iris-virginica
+109,6.369556351668207,3.374729906962523,5.585022042950542,2.3793509201648346,Iris-virginica
+110,6.4678976530833605,2.771712996983277,4.590881598761291,1.4668503269646564,Iris-versicolor
+111,6.673245999530177,3.0,4.963035844519288,1.6868463705812236,Iris-versicolor
+112,4.7996550655118835,3.398710683499132,1.8038461721733299,0.19820997850460362,Iris-setosa
+113,5.817755048901788,2.698508620785574,5.092580476628215,1.8940826032582858,Iris-virginica
+114,6.683096913824725,3.0,4.982248411456365,1.7201178679714841,Iris-versicolor
+115,6.121745267472392,2.5920099253620505,5.639411374244901,1.409882535397085,Iris-virginica
+116,7.616687843863347,3.0,6.320115792811144,2.210771524258874,Iris-virginica
+117,6.890451538451537,3.0850755515891937,5.116691001070067,2.293161294178998,Iris-virginica
+118,7.711020395837186,2.5971963168140286,6.9,2.3082428599394302,Iris-virginica
+119,5.526858079311588,2.448085399067377,3.784134448479723,1.058917647787195,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/4/test.csv b/iris/tab_ddpm/5_0/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/4/train.csv b/iris/tab_ddpm/5_0/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/4/val.csv b/iris/tab_ddpm/5_0/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/5/synth.csv b/iris/tab_ddpm/5_0/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ae09783f7916331e275d767a36808df669bbfe61
--- /dev/null
+++ b/iris/tab_ddpm/5_0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.597146322888899,2.9190406054706677,3.496792559365161,1.3058496187150672,Iris-versicolor
+1,4.830148666970897,3.0,1.440072613658457,0.1,Iris-setosa
+2,6.522586696124656,2.7945035892222676,4.637324989439424,1.4960101021612529,Iris-versicolor
+3,5.315862810721565,2.899250615916298,4.280358094827918,1.4542155653451052,Iris-versicolor
+4,4.590503115058583,3.084831449751502,1.501772337926549,0.2015297805466866,Iris-setosa
+5,6.720573144966601,2.494506417688344,5.822439324741495,1.799708127831731,Iris-virginica
+6,5.7735343972637585,2.7812252350898974,4.240626952556822,1.1483888395577004,Iris-versicolor
+7,6.900965747687065,3.1697557655815483,5.535285347785973,2.3064941312485714,Iris-virginica
+8,7.57613632230683,3.0,6.572943215515647,2.0925784680403248,Iris-virginica
+9,5.96824517990738,3.408429986524227,4.49020617890546,1.6003861839420361,Iris-versicolor
+10,5.698478418936894,2.322669576995165,3.921930283426594,1.0571244171368652,Iris-versicolor
+11,5.242497121018859,2.7049663251575717,3.9080122580099226,1.4064913292920875,Iris-versicolor
+12,5.990497246034824,2.1737396810194913,5.006936276920082,1.4861039938731033,Iris-virginica
+13,4.798026421090235,3.405492558409508,1.7728504904536138,0.19850509876619937,Iris-setosa
+14,5.371556912722246,3.436588544584538,1.4932039859252275,0.4156767739849535,Iris-setosa
+15,5.494172747596946,3.0,4.49545774150408,1.5067899782182996,Iris-versicolor
+16,6.048720342105734,2.8910677268575053,4.533452467318966,1.4407469166538793,Iris-versicolor
+17,5.536179760271629,3.0,4.527902024688345,1.5003151540408297,Iris-versicolor
+18,7.176954942401048,3.203233237565111,6.001758069424115,1.7939625868615268,Iris-virginica
+19,6.70599345996418,3.1439587051075826,4.73159890238974,1.4921263893986718,Iris-versicolor
+20,6.688031673616712,3.0,4.9947730056544755,1.7137511322992338,Iris-versicolor
+21,5.596831602965391,2.5221097158203616,3.8926761599694353,1.1178055546164127,Iris-versicolor
+22,4.3,3.0,1.1089343288230054,0.10000009471548481,Iris-setosa
+23,6.009702368861359,2.897106919156776,4.515361968611695,1.4878732363963438,Iris-versicolor
+24,6.53860749467616,3.209878675662515,5.097545083371863,1.9906937378957754,Iris-virginica
+25,4.300000650374163,3.0,1.0923519524317342,0.10000013233504823,Iris-setosa
+26,5.423273878390439,3.8759910471578762,1.317844517644825,0.3165506651079924,Iris-setosa
+27,4.959524478247311,3.610026152010552,1.4098288407945117,0.1959073655317165,Iris-setosa
+28,6.332727426149136,3.2886903112993178,4.674737227772417,1.5943574302960761,Iris-versicolor
+29,5.798182003874694,2.7895296298830488,5.117491199123645,2.3941452236428424,Iris-virginica
+30,6.085962286412164,2.6100353010795327,5.5800829916172034,1.3916335257032169,Iris-virginica
+31,6.2770102478549274,2.724807025717674,4.8725934211486654,1.8137537295020956,Iris-virginica
+32,4.963166266266427,3.5680444545457326,1.4026318140618783,0.1992297138155256,Iris-setosa
+33,6.003903442409726,3.392980027145964,4.465231271758537,1.591232369624484,Iris-versicolor
+34,6.276113832013913,2.951484553208955,5.582084752657556,2.179563942140097,Iris-virginica
+35,4.300000658143797,3.0,1.1165896906624688,0.10000013232576867,Iris-setosa
+36,5.154108869814817,2.6233910627569905,3.7948107540498794,1.3657712833587055,Iris-versicolor
+37,6.7255765396894525,3.182086097557706,5.850735904601015,2.276487729655598,Iris-virginica
+38,4.5803755200448,3.1814148509863864,1.418878002730222,0.19888779247686356,Iris-setosa
+39,5.5285252764809885,2.362372267626859,3.7493703532975817,1.0258109970828178,Iris-versicolor
+40,5.644308148759888,2.58046562066725,3.9070247269907425,1.076425961063661,Iris-versicolor
+41,5.007400713586978,2.0,3.5495716360759597,1.018776183258879,Iris-versicolor
+42,6.6829098631243316,2.5037110441706982,5.805925445971311,1.7963401152223273,Iris-virginica
+43,6.250936372732148,3.393592941798087,5.578967630202033,2.388770209084377,Iris-virginica
+44,6.693107452577297,3.0,5.004917390972188,1.7118772001357232,Iris-versicolor
+45,6.40522171946693,2.842547437422648,4.586612906744845,1.518146286013974,Iris-versicolor
+46,5.1653226544644575,3.344969245179134,1.613148811961773,0.49221302701342007,Iris-setosa
+47,5.029234206037935,3.0,1.5907884266365764,0.19338638521650264,Iris-setosa
+48,5.36508486237729,2.5132751153456314,3.7222982672832354,1.2182203703700876,Iris-versicolor
+49,4.573127981928201,3.5578720579099548,1.0,0.1970491056659317,Iris-setosa
+50,5.989362830045071,2.191207144235982,4.986051992364519,1.4771988665512703,Iris-virginica
+51,5.537112607218671,4.2,1.389116834625213,0.20499105375935003,Iris-setosa
+52,5.425157998921627,3.0,4.430039235673099,1.5158469312840404,Iris-versicolor
+53,5.651290818080279,3.788379045262616,1.5609092205556188,0.39340933173763926,Iris-setosa
+54,5.708441285721116,3.8096856190882016,1.6497016383134009,0.27251218622825657,Iris-setosa
+55,6.7031996450386035,3.0,4.998288085903886,1.7129024138033773,Iris-versicolor
+56,4.791505989416181,3.400961633715855,1.8434298348123317,0.19806122772676998,Iris-setosa
+57,7.702197997852377,3.0,5.958645878323902,2.310788686915387,Iris-virginica
+58,6.691960687992073,3.0,4.997792834738128,1.681389099731111,Iris-versicolor
+59,5.483885721575564,2.3919301013469774,3.6014687119704294,0.9585229851395692,Iris-versicolor
+60,5.307131737020622,3.377763150776257,1.4997719162248235,0.2773787169441603,Iris-setosa
+61,7.632190127547141,2.929325061482674,6.659136969739737,2.032005519198273,Iris-virginica
+62,7.724878500501925,2.6071157076793146,6.899998851338722,2.310813791214569,Iris-virginica
+63,4.903446438718085,3.1137928182546877,1.502045852103337,0.10000011557838635,Iris-setosa
+64,4.787708580256002,3.0,1.3954963556758615,0.3203845346119749,Iris-setosa
+65,5.841719477062819,2.716356436725598,5.090568969405321,1.8706311220959095,Iris-virginica
+66,5.049279038653042,2.0,3.60799580890385,0.9727112541317502,Iris-versicolor
+67,6.263439686892609,3.389967884525574,5.499746497174857,2.3379456761849235,Iris-virginica
+68,6.10370876761789,2.6024279788690117,5.55753467890527,1.4004213728493378,Iris-virginica
+69,6.503681632229561,2.8094499761945135,4.587654775264696,1.4806923475025902,Iris-versicolor
+70,5.805420023547629,2.8120288367986634,5.0981382603870244,2.4027048762288286,Iris-virginica
+71,5.956636647335204,3.361518936514972,4.587864609073872,1.631428723478872,Iris-versicolor
+72,5.9620558638166035,2.17551799764919,4.047423752746638,1.0410180471907446,Iris-versicolor
+73,5.54276502819359,2.4543552722191175,3.7552687536353044,1.0410533551540249,Iris-versicolor
+74,6.6529060559561675,2.8197426583627405,4.660687803225498,1.4651135357874876,Iris-versicolor
+75,5.454381091374648,3.4000100780497693,1.4917275142768367,0.385075228271621,Iris-setosa
+76,4.996083790047673,2.000000451087937,3.563350358601726,1.0123433211441863,Iris-versicolor
+77,6.714676839296753,3.097795487687943,4.709529639610605,1.5018617464816784,Iris-versicolor
+78,4.785889129687151,3.3993112847094458,1.7966552333461698,0.20046359409072165,Iris-setosa
+79,6.480495457820181,3.0,5.820270258066608,2.152746460979954,Iris-virginica
+80,5.860192995643901,2.6183668076153133,3.9501953846489952,0.953459613075594,Iris-versicolor
+81,7.658525476245607,2.588147424965174,6.899998877342552,2.295350350324674,Iris-virginica
+82,6.070900508508103,2.8070024564600207,4.6840657706613635,1.2418271649372328,Iris-versicolor
+83,5.432700746246881,3.0,4.457142143819952,1.5032933630396643,Iris-versicolor
+84,5.7110463931265745,2.9922708213838085,4.212631883851554,1.2392072625143111,Iris-versicolor
+85,4.603441146105015,3.0961185552414507,1.5123210405374796,0.19653405584351363,Iris-setosa
+86,5.088275532984539,3.2931250746037897,1.801609709629476,0.4798742304273048,Iris-setosa
+87,5.665892159021532,2.9196156190454783,3.9565858238996165,1.2782112589817123,Iris-versicolor
+88,7.690031568929232,3.0,6.096410244436045,2.2979545961752557,Iris-virginica
+89,5.684075080836061,2.9294731182839793,3.944491649721647,1.2672036349776201,Iris-versicolor
+90,6.262277558075197,3.2916558026242884,6.081354726513998,2.5,Iris-virginica
+91,6.672334934261338,3.0543496030975534,4.621409669166478,1.484588434201755,Iris-versicolor
+92,6.620891002848728,2.8092019270592385,4.737002498035616,1.4168736875113819,Iris-versicolor
+93,5.965607024934974,2.2283500585058973,5.002424698698839,1.5088771753231505,Iris-virginica
+94,4.808824972544558,3.0,1.402700268742429,0.3447146585148101,Iris-setosa
+95,5.490227540661504,2.4895993452304257,3.994320025547187,1.2878982596669397,Iris-versicolor
+96,5.867726541025164,2.8675303232068,4.495965701330281,1.4107817982250506,Iris-versicolor
+97,5.811048772505931,2.810196905960592,5.114881255259759,2.406431479769829,Iris-virginica
+98,7.223213623199554,3.2041047206284223,6.009673090336041,1.789933990642034,Iris-virginica
+99,6.070420942093754,2.8346989178815174,4.664688171728807,1.2374252053754327,Iris-versicolor
+100,5.617420718340425,2.880260853947444,3.683966532138768,1.298399918636574,Iris-versicolor
+101,5.280822589255485,3.810483475024534,1.3162325584941195,0.26252672230771346,Iris-setosa
+102,5.756604229877455,2.664838233928463,4.06854582297963,0.9951454572095015,Iris-versicolor
+103,4.803910320019914,3.394527356185724,2.015885273526589,0.19679476594499878,Iris-setosa
+104,6.673785512001808,2.7553828834542498,4.679836975350222,1.4375350012371468,Iris-versicolor
+105,6.717578388704714,2.8128847796452283,4.7260764455039785,1.4362939443141767,Iris-versicolor
+106,5.254502116342881,3.758831254816071,1.3576718913865984,0.23795791641971087,Iris-setosa
+107,5.512828459055237,4.199999173949462,1.3682265389150494,0.19525286490927374,Iris-setosa
+108,4.7968711489382185,3.3974768453438893,1.7774417288457027,0.20311735748850077,Iris-setosa
+109,4.3,3.0,1.0960960913631657,0.1,Iris-setosa
+110,6.473729583403363,3.191853384142575,5.147249191943813,2.0477766106839037,Iris-virginica
+111,5.084848493802878,3.321052964564347,1.6471671179920024,0.47357876537019894,Iris-setosa
+112,6.587936782041516,3.0,4.402535008946109,1.391437856019935,Iris-versicolor
+113,6.013879174137896,2.2157660483963095,4.033956212721519,1.0526055366413711,Iris-versicolor
+114,5.790358714421468,2.696079745437665,5.111914291682964,1.921704715224091,Iris-virginica
+115,5.548065253364058,2.43010735343591,3.7881548356284265,1.0735715290300532,Iris-versicolor
+116,6.699135037187262,2.5072791456145054,5.803981410228583,1.8116592846329684,Iris-virginica
+117,6.072404868910621,3.3921108432037714,4.530033241092106,1.5862656475867207,Iris-versicolor
+118,7.687725932614567,2.7820783289170667,6.689667296190186,1.9962582671823577,Iris-virginica
+119,5.892065257478976,2.9540704786827736,4.432668970341113,1.490692368441181,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/5/test.csv b/iris/tab_ddpm/5_0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/5/train.csv b/iris/tab_ddpm/5_0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/5/val.csv b/iris/tab_ddpm/5_0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/6/synth.csv b/iris/tab_ddpm/5_0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c8ad668df3bb3d2e0714ac5d4620bb5f658caf3
--- /dev/null
+++ b/iris/tab_ddpm/5_0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.789255486776465,2.6541017325492113,4.117605154979391,1.039945916656467,Iris-versicolor
+1,6.804580007249215,3.182446893512019,5.581078414958466,2.302409495894471,Iris-virginica
+2,6.180305013992828,2.7687764125115333,4.861307629307238,1.7719509312615094,Iris-virginica
+3,5.493167156548756,3.0,4.491683368730237,1.5009820738496726,Iris-versicolor
+4,5.7497293053484455,2.789237461711506,4.324410930241422,1.1738421940639703,Iris-versicolor
+5,6.827534144471449,2.8065477679122197,4.808594579559389,1.4227885375141072,Iris-versicolor
+6,5.05098285729008,3.559537257849091,1.4137244546960122,0.200283075312014,Iris-setosa
+7,7.707924808446638,2.5941128176417445,6.8999988499481635,2.2953154251085666,Iris-virginica
+8,6.256336444280292,2.730564493711325,4.869334141975547,1.800039247805962,Iris-virginica
+9,6.231389649007671,3.3987850415627494,5.431560721312963,2.32133859113128,Iris-virginica
+10,6.619930396677151,3.0,4.477440119082571,1.434031235065309,Iris-versicolor
+11,4.74261123733261,3.0,1.372764845836484,0.1,Iris-setosa
+12,6.892480083023335,3.1201325921248504,5.110390600577338,2.301816894486754,Iris-virginica
+13,6.63903292706579,3.1774351891644437,4.770948863545582,1.5245796775311562,Iris-versicolor
+14,6.810984070449047,3.209116558083618,5.798987976042185,2.3005598464824524,Iris-virginica
+15,6.29397379072028,2.7125598977268566,4.904638947972009,1.815542838552911,Iris-virginica
+16,4.300000656978973,3.0,1.091087854971857,0.10000013284473476,Iris-setosa
+17,4.916107080932696,3.1115331938446262,1.5015051714791106,0.10000009931270458,Iris-setosa
+18,6.198901829106494,2.1925485024645432,4.495713618278058,1.5072323422695593,Iris-versicolor
+19,5.722125325648494,3.828813236998084,1.840867939363884,0.27565178025030707,Iris-setosa
+20,6.687546612075488,3.105998888522288,4.7201271102419575,1.5080034186260336,Iris-versicolor
+21,5.788175325445851,2.792841689121764,5.104297965312093,2.3953616480375617,Iris-virginica
+22,6.300540168043668,3.3987503148511817,5.618764830420966,2.4044506201621445,Iris-virginica
+23,4.781284153903152,3.0,1.405433367856974,0.2727003628816033,Iris-setosa
+24,4.785154231001239,3.0,1.3863673076813323,0.27713652820222,Iris-setosa
+25,7.593595505770632,3.0,6.572498430579228,1.9637269101446206,Iris-virginica
+26,6.518597052962068,2.8074937541830742,4.631076739217109,1.5006414641932464,Iris-versicolor
+27,4.801417744902884,3.0,1.3785081534104044,0.10000011116231572,Iris-setosa
+28,6.496704128616558,3.1897761258838484,5.0818540956758,1.9973785587855122,Iris-virginica
+29,5.92493537200679,2.88162564801643,4.591829943947595,1.4078136352873565,Iris-versicolor
+30,6.087050633078848,2.6110186810099045,5.6553129224679,1.408357741082153,Iris-virginica
+31,4.300000491182746,3.0,1.0956126144768321,0.1,Iris-setosa
+32,5.649225598765473,3.0,4.585719446831194,1.575810743212258,Iris-versicolor
+33,6.287186207508111,2.5056958806667606,5.005473348769948,1.8908111794902203,Iris-virginica
+34,6.402045673598957,3.1931289047981917,5.325945340941865,2.3092141691433423,Iris-virginica
+35,4.800848913982073,3.0,1.3970313746260827,0.27480970030232804,Iris-setosa
+36,6.191554763040229,3.3957894427808766,5.381337489714186,2.325336075290144,Iris-virginica
+37,6.773957233579113,2.7953798640804055,4.7795669799052405,1.406180089209259,Iris-versicolor
+38,6.593421329808201,3.0,4.40411063698312,1.4044760819715736,Iris-versicolor
+39,4.481421831845855,3.205560906851358,1.336486014061785,0.20033656242431253,Iris-setosa
+40,7.220684023916373,3.194589064368081,5.96193791486207,1.7925617591592586,Iris-virginica
+41,6.3163557893895375,3.3120829463058974,6.013609849812336,2.5,Iris-virginica
+42,6.108677061364328,2.5884566200722205,5.609268251000641,1.4360369060908558,Iris-virginica
+43,4.300000482992152,3.0,1.0955962778759258,0.1000001200926183,Iris-setosa
+44,6.692635867259012,3.099450393121138,4.702827084536458,1.5223148444855448,Iris-versicolor
+45,5.637200364493687,2.970850782976269,4.434502360867369,1.45333204290132,Iris-versicolor
+46,6.136879219036002,2.8718803815263994,4.713329134338784,1.3798247857381274,Iris-versicolor
+47,6.260196368770535,2.7484495027921585,4.8170801796476805,1.8341059245159999,Iris-virginica
+48,7.9,3.8460980103597437,6.393561033472011,1.9529446582600913,Iris-virginica
+49,6.285120812992527,3.400651980063827,5.5988216299295726,2.3957869875897404,Iris-virginica
+50,4.300000457858032,3.0,1.1020925357674047,0.10000011190152684,Iris-setosa
+51,6.53069976142754,3.0,4.413567074885914,1.3903129180118727,Iris-versicolor
+52,4.866007316323422,3.4025065264168743,1.7613527990443147,0.21906970918582527,Iris-setosa
+53,5.080862666699674,3.533337745200464,1.4005786445765904,0.20024098202667234,Iris-setosa
+54,5.772183198626872,2.7968427906071915,5.137078821461246,2.3844406002825793,Iris-virginica
+55,6.30114555285008,3.278378024977398,5.958003624642619,2.499999738864312,Iris-virginica
+56,5.507964829491627,4.2,1.3830556208586895,0.204573394919652,Iris-setosa
+57,4.8006685874367125,3.4057767640381913,1.6404211122034937,0.19655440823968967,Iris-setosa
+58,7.703494039406675,2.585345149107125,6.899998881796344,2.2951209656384752,Iris-virginica
+59,5.281616038916597,2.685677098129325,3.94577261943074,1.3897794112734758,Iris-versicolor
+60,5.181574796097415,3.319796939593295,1.633683961725994,0.43851802815031393,Iris-setosa
+61,5.795006944920457,2.7057182506438946,5.084256005864812,1.9197874761297289,Iris-virginica
+62,6.800773697694906,3.1969291770726413,5.802420189440683,2.2909370902533586,Iris-virginica
+63,6.0835916545439,2.797945565336233,4.674798341425531,1.2245256065931296,Iris-versicolor
+64,5.9862588179344725,3.2743303569664755,4.700436211757291,1.7222638452298649,Iris-versicolor
+65,4.3,3.0,1.1095205790501366,0.1,Iris-setosa
+66,7.114648278854702,3.2184278678398934,5.875281619220835,1.8083061484767773,Iris-virginica
+67,5.613758419748919,2.9560798239348887,3.8733919417541767,1.2537408806373933,Iris-versicolor
+68,5.553792397656434,2.4153221738400323,3.800258884153827,1.035628654804215,Iris-versicolor
+69,5.680692948616055,3.782315871278374,1.6672548853015565,0.29812120143142185,Iris-setosa
+70,4.975946477708077,3.0,1.5767888105882182,0.19427622752286608,Iris-setosa
+71,6.712390492384696,3.0,4.9831006015285295,1.7123680601824167,Iris-versicolor
+72,5.408608024529307,3.0,4.5152716731158336,1.4941765770654185,Iris-versicolor
+73,5.009920726247003,2.0000008418603534,3.400201569529731,0.9459610030792414,Iris-versicolor
+74,6.962018685846531,3.1783815203319463,5.868168052427718,2.2992446901599934,Iris-virginica
+75,4.9918059777148995,2.0,3.2086043344127613,0.982078210405645,Iris-versicolor
+76,6.2921214104871,2.7691423289812893,4.837430730513543,1.8322017271003972,Iris-virginica
+77,5.9293924153166495,3.2216915355959426,4.838034468449571,1.8339052681570769,Iris-versicolor
+78,6.646845881701754,3.125284652714921,5.087164817347408,2.1569259282942035,Iris-virginica
+79,6.69356256572838,3.080873957896979,4.714355375247166,1.5157484100175018,Iris-versicolor
+80,6.192093210787998,2.195992890854247,4.567791428859519,1.503710051664492,Iris-versicolor
+81,7.694238983972653,2.817220346126953,6.695104007603996,2.0220317801256438,Iris-virginica
+82,5.202270086948956,2.702784970431813,3.9042014515926744,1.4137299075091854,Iris-versicolor
+83,6.016809553063469,3.392575871317633,4.488985767917038,1.5968521150036303,Iris-versicolor
+84,5.185771433039057,2.6295910552722535,3.803581131524555,1.340258347719345,Iris-versicolor
+85,5.79788680575461,2.7173366945395814,5.126346733314975,1.8991096508978038,Iris-virginica
+86,7.2490143802710945,3.203806257718019,6.052871818509829,1.84281438940442,Iris-virginica
+87,5.257118721398107,2.66888908691734,3.898055469441976,1.3845936495843578,Iris-versicolor
+88,6.525803639886754,3.0,5.803188410987102,2.1952188363435456,Iris-virginica
+89,6.061391675785609,2.9066183621449584,4.610977316669624,1.4175501317387194,Iris-versicolor
+90,6.237762252907741,2.782468815687335,4.826143904528746,1.804211885065254,Iris-virginica
+91,5.705040744408439,3.7910384750756676,1.7698790332891245,0.27652322840125576,Iris-setosa
+92,6.320452329546459,3.3037817394839877,6.103742778061923,2.5,Iris-virginica
+93,4.813615696689455,3.0,1.4149307505855242,0.10000011260092162,Iris-setosa
+94,7.2154297677031325,3.207401038504878,6.039330632351996,1.7701144083566658,Iris-virginica
+95,6.960385867920716,3.178912753777924,5.716428257402862,2.3106078445882003,Iris-virginica
+96,6.675534636941607,3.054582988768253,4.6148205477841735,1.4694303294113698,Iris-versicolor
+97,6.775343256482919,3.209784493605056,5.809450489743695,2.3007602778230547,Iris-virginica
+98,6.192308111898619,2.1962157237266005,4.489400696033809,1.4800455069264509,Iris-versicolor
+99,5.008841595746229,3.0,1.6698541249686476,0.20080508269006248,Iris-setosa
+100,4.847103113597399,3.007570324450797,1.5588140653724263,0.20368791216291038,Iris-setosa
+101,7.700139317622092,2.78706999773219,6.725080145677129,2.0028199414145855,Iris-virginica
+102,6.169873457335061,2.182570968235264,4.474357246597766,1.4865476650197087,Iris-versicolor
+103,6.038882478059054,2.9134207486970722,4.637837264001395,1.4167039271335957,Iris-versicolor
+104,5.940792986924133,2.9264333523120505,4.48856393226356,1.505821203729402,Iris-versicolor
+105,5.491727944022061,4.2,1.3803454489082982,0.1972653643373115,Iris-setosa
+106,5.575995336619612,2.507051011371836,3.914905071310604,1.0911020417243247,Iris-versicolor
+107,5.001895259366571,3.0,1.5976286966158044,0.2054899844372262,Iris-setosa
+108,5.0602130143790935,3.5269504467344843,1.402235035780081,0.20079503038585517,Iris-setosa
+109,5.970101735518265,2.1670108980552776,3.962781376840008,0.972054770493776,Iris-versicolor
+110,5.559842896016468,2.986020828029488,4.32997506073229,1.40199283671834,Iris-versicolor
+111,6.744890658862893,3.0,4.975483191404476,1.6646530168163525,Iris-versicolor
+112,7.703671145846002,2.597034243450874,6.899998848123893,2.304387277641683,Iris-virginica
+113,6.31514496849217,2.4939011569952734,5.017011578515796,1.8867689776258187,Iris-virginica
+114,7.568163978293089,3.0,6.509517350527323,2.100724443355209,Iris-virginica
+115,6.54822816433412,3.193440082981533,5.130255428698602,2.0492478682785515,Iris-virginica
+116,5.029907292733143,2.0,3.4939840278540277,1.0340022864306442,Iris-versicolor
+117,7.56199173163154,3.009289381339137,6.058183119567857,2.239546065093182,Iris-virginica
+118,6.247472084317859,3.3025562219059754,6.108081436928261,2.5,Iris-virginica
+119,6.491263047039013,2.777288201890305,4.632380633146157,1.5052533572677074,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/6/test.csv b/iris/tab_ddpm/5_0/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/6/train.csv b/iris/tab_ddpm/5_0/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/6/val.csv b/iris/tab_ddpm/5_0/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/7/synth.csv b/iris/tab_ddpm/5_0/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..61b4eca15bfd9095b295edf99224e736863c3dc0
--- /dev/null
+++ b/iris/tab_ddpm/5_0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.4007706392729125,2.891988383638211,1.398075121782997,0.19762809727600192,Iris-setosa
+1,4.477010356414258,3.0,1.4508953022782816,0.2041767677756634,Iris-setosa
+2,6.993474968470564,3.0921832031794803,5.085949586017133,2.307603236117963,Iris-virginica
+3,5.596817961465249,2.917887408240209,3.60751304163225,1.3030178461526942,Iris-versicolor
+4,5.770070044773229,2.8056050713489102,5.113204016692374,2.4094191662749904,Iris-virginica
+5,6.865254048301593,3.197938758273149,5.797539495590497,2.307171169602498,Iris-virginica
+6,5.004847441944444,3.395727774704779,1.5933342342439643,0.4080985000019832,Iris-setosa
+7,5.699213114415109,2.865471874111808,4.141296531969748,1.2628105531344507,Iris-versicolor
+8,6.250898035196535,3.4079693998566447,5.5233292703293,2.386712311026547,Iris-virginica
+9,5.785886509812803,2.710733521205635,5.148190540889988,1.9073117093667835,Iris-virginica
+10,4.538114909759198,3.0,1.4616938622179245,0.21009760732784774,Iris-setosa
+11,4.887811844252659,3.074423934170101,1.4665339755266642,0.1,Iris-setosa
+12,4.793681940553491,3.401870829614194,1.686177458192581,0.20020664358999937,Iris-setosa
+13,4.611168043549697,3.6131524488933184,1.0,0.197562555634295,Iris-setosa
+14,4.790434459709213,3.3963572146183294,1.6443686758046092,0.20218643414067078,Iris-setosa
+15,6.097547711005055,2.589418990942683,5.599462095514319,1.4116053549099594,Iris-virginica
+16,4.413399620683783,2.9347401891972167,1.410076542969893,0.2006699878568322,Iris-setosa
+17,6.277126656456693,3.2761148335970898,6.012557385423093,2.499999697980342,Iris-virginica
+18,5.395143251373886,3.9023325433715863,1.297617083500367,0.33167307577416677,Iris-setosa
+19,5.80815811099209,2.696925817868873,5.114758935281419,1.8921486990917276,Iris-virginica
+20,7.9,3.812831392216169,6.407082423676779,1.9452407589111305,Iris-virginica
+21,7.134130948303677,3.0846235420447576,5.316204041115425,2.3153083442202695,Iris-virginica
+22,6.120894562228363,2.852851420970996,4.740552949605994,1.3080546225296779,Iris-versicolor
+23,5.99115323886353,2.19379286190176,3.949483423559481,1.0103956510019654,Iris-versicolor
+24,6.693687313029811,2.4785380092593123,5.723798504045877,1.8065849164820131,Iris-virginica
+25,5.79786755216731,2.7055599344182055,5.141634578973221,1.892405895619878,Iris-virginica
+26,7.706056212408484,2.7952783171246853,6.729083682873892,2.001963936280459,Iris-virginica
+27,7.696401623089931,2.788236176584744,6.699358927539284,2.009115151915368,Iris-virginica
+28,5.02921524303994,3.4016102803758734,1.5897793135570444,0.43006915760191355,Iris-setosa
+29,5.79684506896365,2.806509819626945,5.084458993641291,2.3955780009509557,Iris-virginica
+30,6.4329591852775,3.0,4.445237498399814,1.3794235145624871,Iris-versicolor
+31,5.2480457954465125,3.8033057867152933,1.3161509949800436,0.24551278836173462,Iris-setosa
+32,5.379300311639161,2.4157027615715494,3.600583510904066,1.0379663576430826,Iris-versicolor
+33,5.999986658654071,2.182971077367827,4.993502580273828,1.4910506388918017,Iris-virginica
+34,6.593855896027612,3.0,4.41400413610739,1.422905848020132,Iris-versicolor
+35,4.795416966347522,3.0,1.4173692095830768,0.27453048102928607,Iris-setosa
+36,4.7644236108771105,3.0,1.3988225858349967,0.2754750757926197,Iris-setosa
+37,4.794879234928479,3.399205791477416,1.8292304632581673,0.20014753888324752,Iris-setosa
+38,6.1747752541966445,2.8095009194912177,4.79098523211059,1.8061892195303768,Iris-virginica
+39,5.9390884043838295,2.2031100001587367,3.9517257023765646,0.9267629102838837,Iris-versicolor
+40,6.712138158439996,3.0887060833547424,4.725128851807147,1.5155050861419201,Iris-versicolor
+41,6.329545771915639,3.3024210086445427,6.008746083796628,2.4999997864535066,Iris-virginica
+42,6.028536098412767,2.241420310243404,3.9955978202447944,1.0375211399167603,Iris-versicolor
+43,5.565357669556743,3.0,4.49267348945122,1.4780477838769075,Iris-versicolor
+44,5.341052268503736,3.5966360662370276,1.4207381586253054,0.39125194887291215,Iris-setosa
+45,4.931931852464825,3.1450316987434737,1.5058380800637239,0.10000009736708101,Iris-setosa
+46,6.314776755073043,2.50553158817196,4.985214080842347,1.9175996064536078,Iris-virginica
+47,6.782174643551301,2.7925389330097636,4.780761148823712,1.4563352663352778,Iris-versicolor
+48,4.985273500082809,2.0000005097169122,3.5918898467268483,1.0030130204233791,Iris-versicolor
+49,6.549401036133263,3.0195799258166773,5.700431040022,2.258704286610605,Iris-virginica
+50,4.5646171887167934,3.6119764983668,1.0000004509933391,0.20508238006310417,Iris-setosa
+51,6.159475337248413,2.8237862178817728,4.727492171000336,1.2124933625159073,Iris-versicolor
+52,4.448309689644091,3.20450842212693,1.341890156808317,0.2030264851260861,Iris-setosa
+53,6.734044747977563,2.4940637154271497,5.827333832622707,1.7994038210282501,Iris-virginica
+54,6.731888838726036,2.501943325366668,5.824686418228966,1.7547688288730208,Iris-virginica
+55,5.760757073487562,2.7955374977489837,5.091171284653021,2.4057915014830207,Iris-virginica
+56,7.191927564808498,3.197961358718666,5.959288705913186,1.7958423445894194,Iris-virginica
+57,6.102133646105804,2.6032223022546543,5.623096883134836,1.3829759672436088,Iris-virginica
+58,7.721688684308975,2.57151646509742,6.9,2.3128480601461985,Iris-virginica
+59,5.771582825335223,2.7097906269482652,5.151547348798952,1.8991698334882512,Iris-virginica
+60,7.6217380471376215,3.0,6.6007276910696095,2.1314511426918337,Iris-virginica
+61,5.609827422621954,2.47845067004927,3.9226964919424203,1.1077847418496112,Iris-versicolor
+62,5.815219684044914,2.716204503429823,5.1196331154803625,1.9166828758142371,Iris-virginica
+63,5.557193517275786,2.4243115402301942,3.860062476719592,1.0295785251469804,Iris-versicolor
+64,5.669930924225233,2.878439241723108,4.012161996016877,1.2639457086524242,Iris-versicolor
+65,5.110602047218071,2.513330490679468,2.950578007856083,1.137079186661876,Iris-versicolor
+66,4.300000575552793,3.0,1.1026465505140346,0.10000011395739403,Iris-setosa
+67,6.619506278046856,2.8113397747393116,4.695395944808819,1.4941157418547082,Iris-versicolor
+68,5.70503180514148,2.855353416799651,4.519847598792668,1.36327105714719,Iris-versicolor
+69,5.665498247935633,3.0,4.165901306820092,1.2315460832468983,Iris-versicolor
+70,5.686619121972128,3.0,4.231140901563153,1.2488492761645607,Iris-versicolor
+71,5.823968492412598,3.0,4.548861839926928,1.5448806715020331,Iris-versicolor
+72,5.126764034811663,3.7707655793886614,1.8889291481776127,0.20354533129987165,Iris-setosa
+73,5.530947428261972,4.2,1.4125969590274665,0.2123483929193733,Iris-setosa
+74,5.6954069000383365,3.7744072333729806,1.5915369608462488,0.3303966122817915,Iris-setosa
+75,5.974944447045388,2.2037233582153677,4.997230833163157,1.4729772516139963,Iris-virginica
+76,5.450608142884277,2.405211204361055,3.641153218293993,0.9594877944956688,Iris-versicolor
+77,5.993070747861068,2.1959844150545056,4.024337117093721,0.9994672310686277,Iris-versicolor
+78,6.184486063189408,3.332359684037297,4.634794983821259,1.6008248766962403,Iris-versicolor
+79,4.3,3.0,1.1027849679741981,0.1,Iris-setosa
+80,6.289425854254597,3.30696146827625,5.907553972736405,2.4999997723945353,Iris-virginica
+81,6.520197965009996,3.0,5.76822230372323,2.224542119590168,Iris-virginica
+82,5.801876171541451,2.7241602269525282,5.103358457625391,2.0651166152400795,Iris-virginica
+83,7.9,3.8034475649740056,6.427871325479653,1.9462045039886935,Iris-virginica
+84,5.748446077662833,3.7929672967277037,1.6485539567751233,0.27591149119924674,Iris-setosa
+85,5.779628891635344,2.7082408612823676,5.134006279568809,1.884832330411251,Iris-virginica
+86,5.52105611418993,3.0,4.54505160112036,1.5142553367056972,Iris-versicolor
+87,7.710206699886949,3.0,6.136817914872605,2.3045350216376366,Iris-virginica
+88,4.99219331000629,3.65323858260044,1.400122255205574,0.19734088511441716,Iris-setosa
+89,4.3,3.0,1.1141549428487862,0.10000009582443316,Iris-setosa
+90,5.912040824633928,3.180065411763996,4.810670300840402,1.794471379172401,Iris-versicolor
+91,4.8795118554238455,3.4056642063103784,1.4845230746706766,0.20106042731378196,Iris-setosa
+92,4.602885240993248,3.622039672956582,1.0,0.20053399568440172,Iris-setosa
+93,6.120420849073825,2.801010430349763,4.719903710936075,1.22975309802524,Iris-versicolor
+94,5.668804723296136,2.913525274905122,4.05464893078004,1.301834353549591,Iris-versicolor
+95,5.615807580685912,3.0,4.510730561677584,1.5015211403703956,Iris-versicolor
+96,5.772462189364756,2.817570488851714,5.114585763366296,2.4236995763231306,Iris-virginica
+97,6.315712316987281,3.3148266217698716,5.997030761603633,2.5,Iris-virginica
+98,6.436631351662382,2.815437488439804,4.5990856031120355,1.5199025811316749,Iris-versicolor
+99,4.602786872131211,3.5812686677321777,1.0,0.19987827931906493,Iris-setosa
+100,6.115488179207449,2.2474856090164383,4.977023108616875,1.6077395261521663,Iris-virginica
+101,4.8312936650441936,3.0,1.4313291622232411,0.2697077950018315,Iris-setosa
+102,6.263318605457846,3.3948508420623513,5.470486722681013,2.358070388183628,Iris-virginica
+103,7.711975413828488,2.8002588903988057,6.69897783341942,1.9829853243544253,Iris-virginica
+104,6.165382783177134,2.1876514619548826,4.483778231446295,1.4821231220754014,Iris-versicolor
+105,4.810618856163296,3.4047101624911495,1.5841759022187778,0.20376759205332304,Iris-setosa
+106,6.289381243476618,3.2940221452137077,6.026355851730803,2.4999997236801046,Iris-virginica
+107,5.979419402873586,3.4043540061611477,4.494711370034227,1.6039879832353003,Iris-versicolor
+108,6.201621563480638,2.196762072704135,4.533088386827673,1.5159279830966133,Iris-versicolor
+109,7.557920692493861,3.0,6.539172511390797,2.1143068870199144,Iris-virginica
+110,5.898942227662323,3.194898571100398,4.793715995285301,1.7999275590777337,Iris-versicolor
+111,5.683495407051613,2.637121713211991,4.032293086133047,1.11300174571962,Iris-versicolor
+112,6.20370431946589,3.3971585776706306,5.385144478835679,2.2832397055301104,Iris-virginica
+113,7.017933848185971,3.1631384149703408,5.6189212736705025,2.2899832050671254,Iris-virginica
+114,6.244206157674801,3.301864825020424,5.972377339777187,2.5,Iris-virginica
+115,6.710004364466137,2.4982596647445208,5.830448456075392,1.8177427869823308,Iris-virginica
+116,5.694387984539233,3.0283246249548945,4.3063763572481,1.3425926594975888,Iris-versicolor
+117,6.21269821740955,3.3924284246430774,5.4366915923366275,2.3239032395213366,Iris-virginica
+118,6.335058044685637,3.3052782169912915,5.974345014140195,2.5,Iris-virginica
+119,5.803171230557712,2.7150814681906863,4.127522405769435,0.9891307465057491,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/7/test.csv b/iris/tab_ddpm/5_0/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/7/train.csv b/iris/tab_ddpm/5_0/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/7/val.csv b/iris/tab_ddpm/5_0/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/8/synth.csv b/iris/tab_ddpm/5_0/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..484ef318998b805c402bf2382a835f31f87accbc
--- /dev/null
+++ b/iris/tab_ddpm/5_0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.781058500278199,3.1469359157625427,5.221094686531823,2.2655596290939233,Iris-virginica
+1,5.729257422392232,2.9292405555263037,4.55544204935382,1.4214921523278234,Iris-versicolor
+2,5.161363396468848,3.4029789596046145,1.4064993653484832,0.20168657000243587,Iris-setosa
+3,5.090966460501301,3.766051275156557,1.6385433361205917,0.19974940229060714,Iris-setosa
+4,6.1033526238383855,2.8014060929382354,4.70310854117556,1.206048424953375,Iris-versicolor
+5,5.776992376444228,2.688529231927043,4.065677339437384,0.9952520832984978,Iris-versicolor
+6,5.986122397169286,2.195619370036974,4.016330296958202,1.004083584486544,Iris-versicolor
+7,4.300000757999812,3.0,1.1103370533944852,0.10000016687527248,Iris-setosa
+8,6.024467902191153,2.806314630549645,4.641701771967887,1.2816318260435986,Iris-versicolor
+9,7.20704505299167,3.2018307983489342,6.008344467462859,1.7720210529406037,Iris-virginica
+10,5.07896142585542,2.5036809465288434,2.9364077256419545,1.0780294184439703,Iris-versicolor
+11,7.715290549479458,2.8090568908031144,6.72044590243003,2.0073768663225495,Iris-virginica
+12,6.027278844913903,2.197506936934181,4.027347144188153,1.0058736440428055,Iris-versicolor
+13,6.19075799588966,3.4037907745441887,5.383105162306479,2.2785636998980117,Iris-virginica
+14,5.062148963277667,3.558540612678441,1.391271932204469,0.2015432872837502,Iris-setosa
+15,6.189478075170894,2.187049936064949,4.50132429278036,1.4925990823313242,Iris-versicolor
+16,4.811606321995701,3.402438555759024,1.6671249683705343,0.20168155286874748,Iris-setosa
+17,5.475160658592645,2.4366742614651624,3.741017006744224,1.0220702508874535,Iris-versicolor
+18,5.988845285215873,3.4008727564022916,4.483892877055241,1.6051543229956367,Iris-versicolor
+19,4.5620377892825035,3.693410058628163,1.0,0.19557312403574537,Iris-setosa
+20,6.319236417464676,2.7274571539951946,4.86647835207091,1.817378547306932,Iris-virginica
+21,6.112768858497916,2.600821697735757,5.618695770333929,1.4106784001617194,Iris-virginica
+22,6.266697272622784,2.4650582663887337,5.003051798894598,1.8747756163880405,Iris-virginica
+23,7.654112468924195,2.5814834186652695,6.9,2.289891356121782,Iris-virginica
+24,4.602881701915282,3.658598974044481,1.0,0.19584792754224012,Iris-setosa
+25,5.731182939983623,2.7724997371693667,4.2486000495305465,1.1115911137356131,Iris-versicolor
+26,5.118216699845471,3.309972997656545,1.7595612475412377,0.5091073668383547,Iris-setosa
+27,4.5571593827622765,3.22422049779735,1.4000784144070115,0.1997806513732009,Iris-setosa
+28,6.68460690739112,3.0,4.97274092209954,1.6954921523240367,Iris-versicolor
+29,6.281961357409519,2.697461148665802,4.891609047296399,1.8006147342594072,Iris-virginica
+30,7.6954582872913715,2.5980956220445424,6.9,2.3066326467305296,Iris-virginica
+31,4.3,3.0,1.0916808856754872,0.1,Iris-setosa
+32,4.300000681889902,3.0,1.108707766109601,0.10000012057591869,Iris-setosa
+33,5.792595990101385,2.7598364407683342,5.08079745302773,2.3395875099648658,Iris-virginica
+34,6.111164434618545,2.611447825586982,5.573501463292546,1.4576038559870825,Iris-virginica
+35,5.792792664298823,2.695918217882319,5.166521867844237,1.9036217102607982,Iris-virginica
+36,7.721162736969241,2.8030153669569744,6.725057634053953,1.980013570565909,Iris-virginica
+37,4.3,3.0,1.0867467217874323,0.1,Iris-setosa
+38,6.781751207471997,2.798671001113624,4.808499568762094,1.4163882359363311,Iris-versicolor
+39,5.004389693375863,3.0,1.7357407995907312,0.2036642870997101,Iris-setosa
+40,5.795431363449674,2.8108335605053063,5.163913234757284,2.378508085898925,Iris-virginica
+41,5.417440591048444,3.8953471960119224,1.3276033346693867,0.3990792705816348,Iris-setosa
+42,5.330454325819849,3.0,4.474859343838824,1.5048713305918073,Iris-versicolor
+43,6.6839370521189245,3.0,5.000520742076978,1.720071724919681,Iris-versicolor
+44,6.188022099993498,3.3958605369860213,5.371855415672467,2.3052315742767338,Iris-virginica
+45,5.672619274006736,3.7246904566186534,1.5995843363741962,0.2716371672978185,Iris-setosa
+46,5.289274959599957,2.5097496120191685,3.7563471593728694,1.1868506626301043,Iris-versicolor
+47,6.089489041033218,2.590903136883243,5.623115824570918,1.3986121594897696,Iris-virginica
+48,7.505701749580648,3.015440326526008,6.498427821636586,2.065908727054038,Iris-virginica
+49,4.50432355001303,3.2081365808462627,1.405432790789668,0.20358730541732317,Iris-setosa
+50,5.879796975304013,3.199656564535881,4.787837927927343,1.823981681489089,Iris-versicolor
+51,4.818036258161551,3.0,1.4095486387494958,0.10000010528705307,Iris-setosa
+52,6.206855596775809,3.403582290856708,5.472141179839256,2.2860317130858845,Iris-virginica
+53,4.607227605208636,3.204736537674857,1.3828394030073434,0.20059097951742005,Iris-setosa
+54,5.119325836297909,3.776556904728152,1.7543604138371367,0.20318701903696448,Iris-setosa
+55,5.8272187520351295,2.66869896589378,4.1604838911830795,0.8589273001569924,Iris-versicolor
+56,6.488799655213425,2.805314907209576,4.616873890957664,1.502018504826917,Iris-versicolor
+57,5.466509791013823,2.60513759446806,3.9994635001040364,1.3367995391919028,Iris-versicolor
+58,6.298293046149189,3.312721472914607,5.9958301142671235,2.5,Iris-virginica
+59,5.908971295769203,3.208251443219669,4.807446228048493,1.8117910253701925,Iris-versicolor
+60,5.019800987762578,3.0,1.7020273268006427,0.20229882578475367,Iris-setosa
+61,6.2463158767961495,3.31096792585539,6.0583969497663706,2.5,Iris-virginica
+62,7.703193611109116,2.624600710771008,6.899997337596085,2.312020391508675,Iris-virginica
+63,6.799255655191746,2.8182773263254943,4.814700972422868,1.4149123673295307,Iris-versicolor
+64,5.090362652390801,3.4698952227882844,1.4012650252115306,0.20256699857456062,Iris-setosa
+65,5.08969934651892,3.289687250427577,1.7413984337942143,0.4452816569973832,Iris-setosa
+66,5.473441528824447,3.0,4.423805952033262,1.4988182777143786,Iris-versicolor
+67,6.463919828568219,3.204745431715095,5.09115086478206,1.985580154173907,Iris-virginica
+68,7.738511235710681,2.975216207473902,6.392262512371305,2.2073791528741906,Iris-virginica
+69,7.899999018323026,3.775777318240793,6.4151711656472195,1.966143632352492,Iris-virginica
+70,6.321261628411688,3.406557429405766,5.557557099526611,2.388561980945696,Iris-virginica
+71,6.00632776449895,3.3922445075036016,4.537413433725792,1.6191011253612855,Iris-versicolor
+72,5.759837372227906,2.650765594558587,4.099400637024776,1.002202822133222,Iris-versicolor
+73,4.610458549066802,3.5572043324921654,1.0000005974744586,0.20009993439079313,Iris-setosa
+74,4.607908195500756,3.0735599203102377,1.4998174452010773,0.20049139712747302,Iris-setosa
+75,5.575788176575833,2.4750573806754375,3.9707985191117414,1.1913604988928677,Iris-versicolor
+76,7.899998534728095,3.7776211046109087,6.365761365308256,1.9541783088955234,Iris-virginica
+77,6.379312239086803,3.117309450366119,5.438183317319404,2.295037520651155,Iris-virginica
+78,6.287111181445657,2.67379398258525,4.92325794783379,1.7838576813439393,Iris-virginica
+79,6.947216018092224,3.1848404954257763,5.751896778260503,2.30551359145035,Iris-virginica
+80,4.571930781635815,3.1308034260323794,1.4817068944909186,0.19951624380482996,Iris-setosa
+81,5.970606960122426,2.762600329210005,4.616564418954247,1.124418138961702,Iris-versicolor
+82,5.864179574497697,3.2026550078380422,4.795911807986643,1.7939562151896806,Iris-versicolor
+83,5.666030231600727,2.9788690369277453,4.081762306155308,1.231669004031342,Iris-versicolor
+84,7.594716016268096,3.0,6.593654538969945,2.137187770074479,Iris-virginica
+85,5.990833572660957,3.4021973066486115,4.5234873083765414,1.5907170301783293,Iris-versicolor
+86,4.584916925062125,3.127630128050553,1.4669469611621109,0.19798436229239924,Iris-setosa
+87,7.694762896426591,2.8112627310310834,6.697529223266665,2.0232771569554853,Iris-virginica
+88,6.122136680026579,2.8862332461369387,4.563654909086047,1.500793288085548,Iris-versicolor
+89,4.9921679241774335,2.0000005107993797,3.586096172187441,0.9281274590502201,Iris-versicolor
+90,5.118042463468022,3.293603011079762,1.703225667101458,0.4666697196141195,Iris-setosa
+91,4.798430447326101,3.0,1.3805116889722957,0.34134098803325114,Iris-setosa
+92,6.678932129528066,3.0,4.98934765089096,1.6934471042583055,Iris-versicolor
+93,6.605284689730146,3.0,4.447920658680705,1.3884274454775614,Iris-versicolor
+94,4.593389157025476,3.207480204334154,1.3782605058976694,0.20165823908849576,Iris-setosa
+95,5.884796015485861,2.284555386397625,3.950290832832273,1.006611946507257,Iris-versicolor
+96,6.166249889301594,3.324956621398191,4.674028845911885,1.6252563200398706,Iris-versicolor
+97,4.997779551754215,3.0,1.5934593250537556,0.20467586020742987,Iris-setosa
+98,4.898008721950693,3.5565310176888794,1.577671901575588,0.20297221924532136,Iris-setosa
+99,4.923266624117085,3.4008815588868653,1.5869796454648866,0.26435108138848346,Iris-setosa
+100,4.395919224842321,3.180926578163407,1.2970999041551057,0.20150991663758464,Iris-setosa
+101,5.456471237673963,3.459346986037987,1.5231026815636193,0.44286560856051904,Iris-setosa
+102,6.1792706436684695,2.2110523891971603,4.508596560676972,1.5004852865585458,Iris-versicolor
+103,4.3,3.0,1.0973011401963508,0.1,Iris-setosa
+104,5.8054383700985435,2.792592511159985,5.0838788412653555,2.388422436577943,Iris-virginica
+105,6.691068877642164,3.074837522030966,4.717069769912851,1.520612555243803,Iris-versicolor
+106,6.694647355562251,3.0,4.985171411096646,1.7200606882947163,Iris-versicolor
+107,4.849256193862996,3.062555233089692,1.473535210496944,0.1,Iris-setosa
+108,4.52793256960709,3.193783275491508,1.4103488277112624,0.194877221437252,Iris-setosa
+109,4.803496681218198,3.0,1.4039567137960056,0.1,Iris-setosa
+110,5.827327297026925,2.697304431168969,5.1234607596206185,1.8998718386321478,Iris-virginica
+111,4.609947616761071,3.598172259964465,1.0,0.1929660557152153,Iris-setosa
+112,7.608356842239384,3.0,6.607666230560278,2.070025970575072,Iris-virginica
+113,6.59218368761678,3.0,4.4219828695360155,1.406100877428681,Iris-versicolor
+114,5.7066212810247325,2.848875367381503,4.305927029867654,1.3620537737963232,Iris-versicolor
+115,6.205331704565541,2.193132891560025,4.530860973361786,1.4766331616830686,Iris-versicolor
+116,7.570631653119263,3.0,6.5459869282273075,2.1058956493757712,Iris-virginica
+117,6.905357850684025,3.0729486587636727,5.0990262581348755,2.3088106888390607,Iris-virginica
+118,6.239461973848763,2.2594456534388483,4.526851903412736,1.5096488144194489,Iris-versicolor
+119,6.241371022195007,2.843031006610973,4.698242409174009,1.372436268436952,Iris-versicolor
diff --git a/iris/tab_ddpm/5_0/8/test.csv b/iris/tab_ddpm/5_0/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/8/train.csv b/iris/tab_ddpm/5_0/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/8/val.csv b/iris/tab_ddpm/5_0/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/9/synth.csv b/iris/tab_ddpm/5_0/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..87b0b0e99a0ac884ccf378010793cae7d7b808ca
--- /dev/null
+++ b/iris/tab_ddpm/5_0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.01774072199499,3.0,1.5966734161202356,0.2137275040650299,Iris-setosa
+1,6.895053644123086,3.0848782522795366,5.101717331083109,2.2894450478053705,Iris-virginica
+2,5.526657487167224,2.5185876980792843,4.036833367219988,1.3063311321228606,Iris-versicolor
+3,5.012252857125702,3.0,1.6375991304691129,0.19972735853187307,Iris-setosa
+4,4.3,3.0,1.1051504197593247,0.10000009345089463,Iris-setosa
+5,5.668127632313922,3.0,4.1478793422899285,1.2047894672855852,Iris-versicolor
+6,4.900024859294892,3.1134236956232817,1.4963277423270342,0.10000010646019047,Iris-setosa
+7,5.061683186826984,3.5982756479671663,1.4041758034236564,0.2035000580670154,Iris-setosa
+8,5.127009132521851,3.8272662985701005,1.7792036218274778,0.19824352138249018,Iris-setosa
+9,5.17820871887899,2.7233176899068465,4.020822680372847,1.4161559012711014,Iris-versicolor
+10,5.560429860197132,2.467197029171448,3.9013505591289186,1.0306189246513155,Iris-versicolor
+11,5.192363495627772,3.4008218360535154,1.3984270641718215,0.20159229428172246,Iris-setosa
+12,5.891032918660058,3.202326543643665,4.803367028472152,1.8029334876745797,Iris-versicolor
+13,5.99908540839267,3.4075179524656916,4.4957073803386445,1.6027142070583262,Iris-versicolor
+14,7.711865363751034,2.6045415543426387,6.899998891228603,2.2499358757481076,Iris-virginica
+15,5.429924404848556,3.901136040820313,1.30214242809888,0.45203884789584403,Iris-setosa
+16,4.781828126296282,3.4053957448043723,1.5838240560967756,0.1964270951352114,Iris-setosa
+17,6.702046386026167,3.2043887648251057,5.76924518672598,2.305517571793806,Iris-virginica
+18,6.250094976284891,3.4016002245690733,5.4809627310878435,2.375869565759781,Iris-virginica
+19,6.526338893977168,3.0,4.364638949712131,1.4048693883606374,Iris-versicolor
+20,5.905189000067063,2.878372638866017,4.593922629956799,1.400723291440578,Iris-versicolor
+21,4.798114118982612,3.4001745119000746,1.7973751564573581,0.20368677363924098,Iris-setosa
+22,6.522271753183352,2.782761914469616,4.598338717239889,1.5082349381477989,Iris-versicolor
+23,6.193768625263102,2.8018218628159177,4.7830313061174845,1.797127144156169,Iris-virginica
+24,4.801220240789739,3.0,1.4057108323215068,0.10000010642349973,Iris-setosa
+25,4.300000801144224,3.0,1.1090480900972013,0.10000017122142149,Iris-setosa
+26,7.714628877571042,2.821913273915488,6.718055966263108,1.9949386990484694,Iris-virginica
+27,6.715462340080989,3.0,5.021131475091792,1.702030077124534,Iris-versicolor
+28,4.987186258850696,3.404691901316849,1.6147646697251292,0.3602995216249656,Iris-setosa
+29,6.131866011273881,2.890457111246755,4.640756410243983,1.4452688383475318,Iris-versicolor
+30,4.406088803490333,3.177536837146479,1.3053014295890206,0.19761905301707744,Iris-setosa
+31,6.3342915018178765,3.304249909942695,5.99498819265966,2.5,Iris-virginica
+32,4.300000568830612,3.0,1.1098555816098776,0.10000013225455869,Iris-setosa
+33,6.18963169785079,3.400366714102824,5.453596452097166,2.31091386122153,Iris-virginica
+34,7.8999986022033815,3.84050413907876,6.393125400814431,2.0388729515614235,Iris-virginica
+35,6.293411653645781,3.295341382359905,5.243084022908665,2.169719269525184,Iris-virginica
+36,5.110336345998222,3.8141422244670014,1.5787897657353136,0.19953989811203715,Iris-setosa
+37,6.803389436196383,3.099977138837664,5.086820299834095,2.273338018334967,Iris-virginica
+38,5.777309488310611,2.696762289623659,4.031405903297025,1.0488163705825368,Iris-versicolor
+39,5.592893946753938,3.0,4.516403103368004,1.4847433413235707,Iris-versicolor
+40,6.768309017512141,2.776852839381269,4.833395803125897,1.382873387239956,Iris-versicolor
+41,5.640549475676871,3.0,4.574157845919743,1.5273825651318673,Iris-versicolor
+42,5.849030926351777,2.6938178947344906,5.099185406407866,1.914754272886608,Iris-virginica
+43,4.812752530306466,3.0,1.4060307827687077,0.31614681249880844,Iris-setosa
+44,5.537151214892376,3.0,4.45162304650491,1.4627513709135787,Iris-versicolor
+45,6.2305472144041305,2.77522680685645,4.831400548303652,1.7869493912458732,Iris-virginica
+46,5.911958885825434,3.177628673529447,4.819195463093537,1.8067372837827662,Iris-versicolor
+47,7.703185434741228,2.5972173914400822,6.9,2.3088784768751816,Iris-virginica
+48,6.381664553792516,3.230650870399647,5.270248089656979,2.2651282206807783,Iris-virginica
+49,7.698407504963083,2.8077312082761803,6.700510175438052,2.012833040452407,Iris-virginica
+50,5.005226228754404,3.689265932100924,1.431090503930686,0.20283655351488283,Iris-setosa
+51,7.674614576393027,3.0,6.029465739745066,2.309077419389271,Iris-virginica
+52,6.243961412152292,2.192104294976392,4.514980080003055,1.5154026444290094,Iris-versicolor
+53,6.57431863749075,2.8225986482334906,4.6156313122866655,1.4687985166911417,Iris-versicolor
+54,6.273734371667516,3.40014016399469,5.517451303526579,2.387267373769107,Iris-virginica
+55,4.30000045706228,3.0,1.1047115839807455,0.10000009589304146,Iris-setosa
+56,5.221466180727638,3.4081936756995894,1.3798937344459483,0.2026342314437067,Iris-setosa
+57,4.401616723696401,3.1995172067106212,1.322715574335639,0.20045653643290504,Iris-setosa
+58,4.788600760358339,3.4007597659010464,1.6129642994150284,0.1976749028485916,Iris-setosa
+59,7.899998292146345,3.7565508148852707,6.430721841948747,2.02091228132095,Iris-virginica
+60,5.118216245754443,3.7617769401107375,1.586275188434894,0.19401803709953103,Iris-setosa
+61,5.785289981358055,2.6919495332318144,5.098724532429558,1.8933080362476555,Iris-virginica
+62,5.784954232544664,2.7859912689033655,5.107558239844401,2.3923291406927656,Iris-virginica
+63,5.53621850016029,2.414021349624707,3.738895137156963,1.0074466249376897,Iris-versicolor
+64,5.529827788686532,2.480315589961546,3.9548794110089722,1.1908826748943018,Iris-versicolor
+65,7.9,3.813488840860408,6.387240505156481,1.975310608326981,Iris-virginica
+66,5.37279155023889,3.3891702323324813,1.5138896855776802,0.5118700411006493,Iris-setosa
+67,5.813912067144933,2.6916266255074337,5.108006166001193,1.9156041478255523,Iris-virginica
+68,4.3,3.0,1.1022328776549186,0.10000009741457985,Iris-setosa
+69,5.188725000660156,2.6793602065247595,3.8693715260363097,1.4179979837133836,Iris-versicolor
+70,5.149400965263329,3.410187780576139,1.4030573127005892,0.19661386819118948,Iris-setosa
+71,5.629844930980307,2.529765529750262,3.946968246557985,1.0790989293351176,Iris-versicolor
+72,6.6155282161275375,3.0,5.929353057332191,2.221076301833491,Iris-virginica
+73,7.220211813257134,3.2028532771846314,5.996310175512389,1.7609465822452752,Iris-virginica
+74,6.292005138405924,3.2828799488319365,6.000479192799017,2.499999563997981,Iris-virginica
+75,4.989870516965302,3.6883577384173165,1.3979452710789475,0.20466867940682473,Iris-setosa
+76,6.191140259359478,2.8098308314146645,4.792248749473093,1.813179631662686,Iris-virginica
+77,5.805334724372953,2.6969421829925078,5.097765503085593,1.903619574762592,Iris-virginica
+78,4.996368165005292,2.0000005018003426,3.440146078135921,0.9371081790855142,Iris-versicolor
+79,6.306713485880764,3.399792112683855,5.616912254991428,2.4024326921803687,Iris-virginica
+80,6.943282023508535,3.1835261459508524,5.967401070456915,2.2731353376200767,Iris-virginica
+81,4.300000604195387,3.0,1.1069600135435622,0.10000013170220022,Iris-setosa
+82,6.672795386396318,2.5034913704205612,5.774561449131137,1.8100300576649841,Iris-virginica
+83,4.906492102725915,3.1124819622743902,1.4993771438202526,0.1,Iris-setosa
+84,5.650436549147978,2.852391024526269,3.78817970788665,1.2595919380103373,Iris-versicolor
+85,5.054573190478002,3.6142960084266504,1.3820055127320259,0.2062999917116169,Iris-setosa
+86,6.127117611907559,2.885116728530375,4.681231873832182,1.325285733473149,Iris-versicolor
+87,4.979052407758546,2.0,3.588902311096821,0.9052801839096837,Iris-versicolor
+88,4.786555794737496,3.0,1.4144365801041419,0.1,Iris-setosa
+89,7.702239714169641,2.615410825330144,6.899997504927972,2.3013292498986084,Iris-virginica
+90,4.845912605052989,3.0519839600596046,1.454493583907928,0.10000009148540363,Iris-setosa
+91,5.623388094265994,3.0,4.489362249493706,1.4993558425570526,Iris-versicolor
+92,4.5930432343398495,3.5992795998616147,1.0,0.20242185177225802,Iris-setosa
+93,5.810137370663152,2.6973150187693187,5.114493417847203,1.8921018035957766,Iris-virginica
+94,6.510499767382915,2.8045497784009727,4.580349626375481,1.5100199309499962,Iris-versicolor
+95,6.945747662351521,3.115845943118744,5.1179545825192045,2.2968557386868786,Iris-virginica
+96,5.020550948762324,3.586010098085293,1.4027311368128843,0.19861953830639922,Iris-setosa
+97,5.030522687383058,3.6479987694682716,1.4032397069000146,0.2045592991971087,Iris-setosa
+98,5.529795548507756,2.4870132987925944,4.015755554427112,1.2472329446800439,Iris-versicolor
+99,6.260997665266941,3.312963364870646,4.683634156414854,1.615327365978221,Iris-versicolor
+100,5.13642224674221,3.2877295552642893,1.8162524051938531,0.5034293817959294,Iris-setosa
+101,5.918167875502008,3.1742389770503783,4.765540620362423,1.8207579634253017,Iris-versicolor
+102,6.097729479852211,2.8156087088731976,4.7043127687237805,1.1748795050987584,Iris-versicolor
+103,6.690077476506044,3.2403580039268585,5.583439140562076,2.3180172093335893,Iris-virginica
+104,6.4838660134700925,2.8195137036619724,4.669180542170829,1.5109490022217724,Iris-versicolor
+105,6.675573038158919,2.791525255036218,4.723022087633863,1.4163156978910978,Iris-versicolor
+106,7.683938316731249,3.0,6.332573804481351,2.2763827098174017,Iris-virginica
+107,5.798220789603308,2.7047944997804736,4.0920351933478845,1.0138717707453506,Iris-versicolor
+108,6.706637925392684,3.0,5.019818215205289,1.7207184259547517,Iris-versicolor
+109,4.421611964505704,2.918548191796051,1.3799432209985538,0.20389369326977258,Iris-setosa
+110,6.2961968858252915,2.469937353099555,5.007223632544121,1.905786737794559,Iris-virginica
+111,5.1206185938522495,3.282206996906992,1.7921778930120114,0.5535919157277893,Iris-setosa
+112,7.685222146699767,2.6059149728716435,6.899998904001346,2.2745121384516014,Iris-virginica
+113,5.55726824963671,2.48158637802509,3.9029738581271576,1.176393595896616,Iris-versicolor
+114,6.710780412382321,3.0,4.983088266162818,1.6817723437469771,Iris-versicolor
+115,6.312476212288341,2.8528029694028723,4.544094553098258,1.5067349956238862,Iris-versicolor
+116,6.611132212499657,3.0,4.40923388728645,1.4098961207034248,Iris-versicolor
+117,5.006630686020739,3.6457481060880537,1.4040941625162202,0.20154409417592936,Iris-setosa
+118,6.002986903870597,2.1992930463506197,5.008283093315563,1.498766263856328,Iris-virginica
+119,4.971450769605858,3.6764865790016845,1.6556562786306521,0.1996875567314483,Iris-setosa
diff --git a/iris/tab_ddpm/5_0/9/test.csv b/iris/tab_ddpm/5_0/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/9/train.csv b/iris/tab_ddpm/5_0/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/9/val.csv b/iris/tab_ddpm/5_0/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_0/params.json b/iris/tab_ddpm/5_0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad9511be7bc223ac6a477bd52d511f1951fc0fb3
--- /dev/null
+++ b/iris/tab_ddpm/5_0/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:736f90396b11be64d38e50cf131306b3dc9b4746a61359007654bac099c45411
+size 331
diff --git a/iris/tab_ddpm/5_0/tab_ddpm_eval.ipynb b/iris/tab_ddpm/5_0/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..fa49280831d05ad9c69fafc61cf1ede799011ee7
--- /dev/null
+++ b/iris/tab_ddpm/5_0/tab_ddpm_eval.ipynb
@@ -0,0 +1,2038 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "d5896236",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:25.128608Z",
+     "iopub.status.busy": "2024-07-21T23:50:25.127986Z",
+     "iopub.status.idle": "2024-07-21T23:50:35.657172Z",
+     "shell.execute_reply": "2024-07-21T23:50:35.656065Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.540843,
+     "end_time": "2024-07-21T23:50:35.659518",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:25.118675",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 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",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 99%\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",
+      "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": "ba200518",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:35.682097Z",
+     "iopub.status.busy": "2024-07-21T23:50:35.681784Z",
+     "iopub.status.idle": "2024-07-21T23:50:35.689468Z",
+     "shell.execute_reply": "2024-07-21T23:50:35.688646Z"
+    },
+    "papermill": {
+     "duration": 0.021258,
+     "end_time": "2024-07-21T23:50:35.691359",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:35.670101",
+     "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": "f512af0e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009208,
+     "end_time": "2024-07-21T23:50:35.709794",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:35.700586",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "e49b0687",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:35.729716Z",
+     "iopub.status.busy": "2024-07-21T23:50:35.729455Z",
+     "iopub.status.idle": "2024-07-21T23:50:35.736306Z",
+     "shell.execute_reply": "2024-07-21T23:50:35.735487Z"
+    },
+    "papermill": {
+     "duration": 0.018939,
+     "end_time": "2024-07-21T23:50:35.738150",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:35.719211",
+     "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": "e319e903",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:35.759560Z",
+     "iopub.status.busy": "2024-07-21T23:50:35.759292Z",
+     "iopub.status.idle": "2024-07-21T23:50:35.764397Z",
+     "shell.execute_reply": "2024-07-21T23:50:35.763567Z"
+    },
+    "papermill": {
+     "duration": 0.018752,
+     "end_time": "2024-07-21T23:50:35.766225",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:35.747473",
+     "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/5_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 = 0.6\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "9c301f6c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:35.787707Z",
+     "iopub.status.busy": "2024-07-21T23:50:35.786968Z",
+     "iopub.status.idle": "2024-07-21T23:50:35.793086Z",
+     "shell.execute_reply": "2024-07-21T23:50:35.792106Z"
+    },
+    "papermill": {
+     "duration": 0.018753,
+     "end_time": "2024-07-21T23:50:35.794984",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:35.776231",
+     "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": "30eeb929",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:35.815646Z",
+     "iopub.status.busy": "2024-07-21T23:50:35.815381Z",
+     "iopub.status.idle": "2024-07-21T23:50:37.106654Z",
+     "shell.execute_reply": "2024-07-21T23:50:37.105736Z"
+    },
+    "papermill": {
+     "duration": 1.304213,
+     "end_time": "2024-07-21T23:50:37.108994",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:35.804781",
+     "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": "defebf69",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:37.131036Z",
+     "iopub.status.busy": "2024-07-21T23:50:37.130699Z",
+     "iopub.status.idle": "2024-07-21T23:50:38.117870Z",
+     "shell.execute_reply": "2024-07-21T23:50:38.116812Z"
+    },
+    "papermill": {
+     "duration": 1.000987,
+     "end_time": "2024-07-21T23:50:38.120038",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:37.119051",
+     "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": "20c868b9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:38.142918Z",
+     "iopub.status.busy": "2024-07-21T23:50:38.142582Z",
+     "iopub.status.idle": "2024-07-21T23:50:38.152462Z",
+     "shell.execute_reply": "2024-07-21T23:50:38.151619Z"
+    },
+    "papermill": {
+     "duration": 0.023796,
+     "end_time": "2024-07-21T23:50:38.154474",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:38.130678",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/5_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": "b9812b5d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:38.178070Z",
+     "iopub.status.busy": "2024-07-21T23:50:38.177460Z",
+     "iopub.status.idle": "2024-07-21T23:50:38.536569Z",
+     "shell.execute_reply": "2024-07-21T23:50:38.535782Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.373514,
+     "end_time": "2024-07-21T23:50:38.539070",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:38.165556",
+     "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": "6cc3f8d3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:38.562034Z",
+     "iopub.status.busy": "2024-07-21T23:50:38.561236Z",
+     "iopub.status.idle": "2024-07-21T23:50:40.168780Z",
+     "shell.execute_reply": "2024-07-21T23:50:40.167971Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.621334,
+     "end_time": "2024-07-21T23:50:40.171136",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:38.549802",
+     "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": "40fdefa2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:40.195819Z",
+     "iopub.status.busy": "2024-07-21T23:50:40.195394Z",
+     "iopub.status.idle": "2024-07-21T23:50:40.203542Z",
+     "shell.execute_reply": "2024-07-21T23:50:40.202686Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.02246,
+     "end_time": "2024-07-21T23:50:40.205443",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:40.182983",
+     "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": "6e8d30c7",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:40.227568Z",
+     "iopub.status.busy": "2024-07-21T23:50:40.227302Z",
+     "iopub.status.idle": "2024-07-21T23:50:40.231507Z",
+     "shell.execute_reply": "2024-07-21T23:50:40.230661Z"
+    },
+    "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": 0.017659,
+     "end_time": "2024-07-21T23:50:40.233452",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:40.215793",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "2dac914c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:40.256150Z",
+     "iopub.status.busy": "2024-07-21T23:50:40.255886Z",
+     "iopub.status.idle": "2024-07-21T23:50:40.388200Z",
+     "shell.execute_reply": "2024-07-21T23:50:40.387230Z"
+    },
+    "papermill": {
+     "duration": 0.147093,
+     "end_time": "2024-07-21T23:50:40.391023",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:40.243930",
+     "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": "5d59bcfa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:40.419887Z",
+     "iopub.status.busy": "2024-07-21T23:50:40.419549Z",
+     "iopub.status.idle": "2024-07-21T23:50:44.700089Z",
+     "shell.execute_reply": "2024-07-21T23:50:44.699245Z"
+    },
+    "papermill": {
+     "duration": 4.296444,
+     "end_time": "2024-07-21T23:50:44.702549",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:40.406105",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 23:50:42.162243: 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 23:50:42.162297: 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 23:50:42.163856: 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": "a7bda142",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:44.726613Z",
+     "iopub.status.busy": "2024-07-21T23:50:44.725710Z",
+     "iopub.status.idle": "2024-07-21T23:50:44.731526Z",
+     "shell.execute_reply": "2024-07-21T23:50:44.730630Z"
+    },
+    "papermill": {
+     "duration": 0.019704,
+     "end_time": "2024-07-21T23:50:44.733505",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:44.713801",
+     "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": "2cc3363e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:44.758356Z",
+     "iopub.status.busy": "2024-07-21T23:50:44.758065Z",
+     "iopub.status.idle": "2024-07-21T23:50:47.540564Z",
+     "shell.execute_reply": "2024-07-21T23:50:47.539756Z"
+    },
+    "papermill": {
+     "duration": 2.797889,
+     "end_time": "2024-07-21T23:50:47.543206",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:44.745317",
+     "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": "57621fcd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:47.570356Z",
+     "iopub.status.busy": "2024-07-21T23:50:47.570022Z",
+     "iopub.status.idle": "2024-07-21T23:50:47.576695Z",
+     "shell.execute_reply": "2024-07-21T23:50:47.575804Z"
+    },
+    "papermill": {
+     "duration": 0.022436,
+     "end_time": "2024-07-21T23:50:47.578584",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:47.556148",
+     "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": "9ac6bdc0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:47.602768Z",
+     "iopub.status.busy": "2024-07-21T23:50:47.602249Z",
+     "iopub.status.idle": "2024-07-21T23:50:48.089682Z",
+     "shell.execute_reply": "2024-07-21T23:50:48.088918Z"
+    },
+    "papermill": {
+     "duration": 0.502313,
+     "end_time": "2024-07-21T23:50:48.092105",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:47.589792",
+     "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": "94c72d34",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:48.119801Z",
+     "iopub.status.busy": "2024-07-21T23:50:48.118849Z",
+     "iopub.status.idle": "2024-07-21T23:50:48.125609Z",
+     "shell.execute_reply": "2024-07-21T23:50:48.124665Z"
+    },
+    "papermill": {
+     "duration": 0.022955,
+     "end_time": "2024-07-21T23:50:48.127588",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:48.104633",
+     "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": "c0656d2e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:48.152361Z",
+     "iopub.status.busy": "2024-07-21T23:50:48.151624Z",
+     "iopub.status.idle": "2024-07-21T23:50:48.198666Z",
+     "shell.execute_reply": "2024-07-21T23:50:48.197958Z"
+    },
+    "papermill": {
+     "duration": 0.061804,
+     "end_time": "2024-07-21T23:50:48.200692",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:48.138888",
+     "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": "3646dee0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:48.227106Z",
+     "iopub.status.busy": "2024-07-21T23:50:48.226809Z",
+     "iopub.status.idle": "2024-07-21T23:50:48.232563Z",
+     "shell.execute_reply": "2024-07-21T23:50:48.231784Z"
+    },
+    "papermill": {
+     "duration": 0.021117,
+     "end_time": "2024-07-21T23:50:48.234397",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:48.213280",
+     "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": "33d047b4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:48.259118Z",
+     "iopub.status.busy": "2024-07-21T23:50:48.258615Z",
+     "iopub.status.idle": "2024-07-21T23:50:48.262668Z",
+     "shell.execute_reply": "2024-07-21T23:50:48.261859Z"
+    },
+    "papermill": {
+     "duration": 0.018759,
+     "end_time": "2024-07-21T23:50:48.264620",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:48.245861",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "34c55e12",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:48.288888Z",
+     "iopub.status.busy": "2024-07-21T23:50:48.288594Z",
+     "iopub.status.idle": "2024-07-21T23:50:48.294376Z",
+     "shell.execute_reply": "2024-07-21T23:50:48.293516Z"
+    },
+    "papermill": {
+     "duration": 0.020218,
+     "end_time": "2024-07-21T23:50:48.296294",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:48.276076",
+     "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": "fb4f1473",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:48.321016Z",
+     "iopub.status.busy": "2024-07-21T23:50:48.320677Z",
+     "iopub.status.idle": "2024-07-21T23:50:48.327298Z",
+     "shell.execute_reply": "2024-07-21T23:50:48.326576Z"
+    },
+    "papermill": {
+     "duration": 0.021442,
+     "end_time": "2024-07-21T23:50:48.329244",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:48.307802",
+     "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": "3461c4ce",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:48.356858Z",
+     "iopub.status.busy": "2024-07-21T23:50:48.356571Z",
+     "iopub.status.idle": "2024-07-21T23:50:48.365516Z",
+     "shell.execute_reply": "2024-07-21T23:50:48.364559Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.026338,
+     "end_time": "2024-07-21T23:50:48.367900",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:48.341562",
+     "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": "dc3164f8",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:50:48.393608Z",
+     "iopub.status.busy": "2024-07-21T23:50:48.393356Z",
+     "iopub.status.idle": "2024-07-21T23:54:39.037401Z",
+     "shell.execute_reply": "2024-07-21T23:54:39.036366Z"
+    },
+    "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": 230.659125,
+     "end_time": "2024-07-21T23:54:39.039874",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:48.380749",
+     "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 1000/50898 MLoss: 0.0 GLoss: 0.3497 Sum: 0.3497\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/50898 MLoss: 0.0 GLoss: 0.3018 Sum: 0.3018\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/50898 MLoss: 0.0 GLoss: 0.2883 Sum: 0.2883\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/50898 MLoss: 0.0 GLoss: 0.2783 Sum: 0.2783\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/50898 MLoss: 0.0 GLoss: 0.2717 Sum: 0.2717\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/50898 MLoss: 0.0 GLoss: 0.2629 Sum: 0.2629\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/50898 MLoss: 0.0 GLoss: 0.2546 Sum: 0.2546\n"
+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
+      "Step 8000/50898 MLoss: 0.0 GLoss: 0.2497 Sum: 0.2497\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/50898 MLoss: 0.0 GLoss: 0.2452 Sum: 0.2452\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/50898 MLoss: 0.0 GLoss: 0.2449 Sum: 0.2449\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/50898 MLoss: 0.0 GLoss: 0.242 Sum: 0.242\n"
+     ]
+    },
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+     "name": "stdout",
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+      "Step 12000/50898 MLoss: 0.0 GLoss: 0.2375 Sum: 0.2375\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 13000/50898 MLoss: 0.0 GLoss: 0.2365 Sum: 0.2365\n"
+     ]
+    },
+    {
+     "name": "stdout",
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+      "Step 14000/50898 MLoss: 0.0 GLoss: 0.2326 Sum: 0.2326\n"
+     ]
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+      "Step 15000/50898 MLoss: 0.0 GLoss: 0.2308 Sum: 0.2308\n"
+     ]
+    },
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+      "Step 16000/50898 MLoss: 0.0 GLoss: 0.2283 Sum: 0.2283\n"
+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
+      "Step 17000/50898 MLoss: 0.0 GLoss: 0.2233 Sum: 0.2233\n"
+     ]
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+    {
+     "name": "stdout",
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+      "Step 18000/50898 MLoss: 0.0 GLoss: 0.2252 Sum: 0.2252\n"
+     ]
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+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 19000/50898 MLoss: 0.0 GLoss: 0.2211 Sum: 0.2211\n"
+     ]
+    },
+    {
+     "name": "stdout",
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+      "Step 20000/50898 MLoss: 0.0 GLoss: 0.2196 Sum: 0.2196\n"
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+     "name": "stdout",
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+     "text": [
+      "Step 21000/50898 MLoss: 0.0 GLoss: 0.2207 Sum: 0.2207\n"
+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
+      "Step 22000/50898 MLoss: 0.0 GLoss: 0.2197 Sum: 0.2197\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/50898 MLoss: 0.0 GLoss: 0.2188 Sum: 0.2188\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/50898 MLoss: 0.0 GLoss: 0.2174 Sum: 0.2174\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/50898 MLoss: 0.0 GLoss: 0.2172 Sum: 0.2172\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/50898 MLoss: 0.0 GLoss: 0.213 Sum: 0.213\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/50898 MLoss: 0.0 GLoss: 0.2146 Sum: 0.2146\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/50898 MLoss: 0.0 GLoss: 0.2112 Sum: 0.2112\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/50898 MLoss: 0.0 GLoss: 0.2121 Sum: 0.2121\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/50898 MLoss: 0.0 GLoss: 0.2075 Sum: 0.2075\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/50898 MLoss: 0.0 GLoss: 0.2104 Sum: 0.2104\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/50898 MLoss: 0.0 GLoss: 0.2112 Sum: 0.2112\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/50898 MLoss: 0.0 GLoss: 0.2081 Sum: 0.2081\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/50898 MLoss: 0.0 GLoss: 0.2058 Sum: 0.2058\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/50898 MLoss: 0.0 GLoss: 0.2048 Sum: 0.2048\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/50898 MLoss: 0.0 GLoss: 0.2032 Sum: 0.2032\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/50898 MLoss: 0.0 GLoss: 0.2042 Sum: 0.2042\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/50898 MLoss: 0.0 GLoss: 0.2018 Sum: 0.2018\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/50898 MLoss: 0.0 GLoss: 0.2007 Sum: 0.2007\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/50898 MLoss: 0.0 GLoss: 0.199 Sum: 0.199\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/50898 MLoss: 0.0 GLoss: 0.2005 Sum: 0.2005\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/50898 MLoss: 0.0 GLoss: 0.1974 Sum: 0.1974\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/50898 MLoss: 0.0 GLoss: 0.1978 Sum: 0.1978\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/50898 MLoss: 0.0 GLoss: 0.1994 Sum: 0.1994\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/50898 MLoss: 0.0 GLoss: 0.1975 Sum: 0.1975\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/50898 MLoss: 0.0 GLoss: 0.1965 Sum: 0.1965\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/50898 MLoss: 0.0 GLoss: 0.1978 Sum: 0.1978\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/50898 MLoss: 0.0 GLoss: 0.1959 Sum: 0.1959\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/50898 MLoss: 0.0 GLoss: 0.1962 Sum: 0.1962\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/50898 MLoss: 0.0 GLoss: 0.1948 Sum: 0.1948\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": "0326f210",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016376,
+     "end_time": "2024-07-21T23:54:39.073235",
+     "exception": false,
+     "start_time": "2024-07-21T23:54:39.056859",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "0a42b32a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:54:39.108900Z",
+     "iopub.status.busy": "2024-07-21T23:54:39.108088Z",
+     "iopub.status.idle": "2024-07-21T23:54:39.116090Z",
+     "shell.execute_reply": "2024-07-21T23:54:39.115221Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.027175,
+     "end_time": "2024-07-21T23:54:39.118134",
+     "exception": false,
+     "start_time": "2024-07-21T23:54:39.090959",
+     "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": "39b275ad",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:54:39.151322Z",
+     "iopub.status.busy": "2024-07-21T23:54:39.150633Z",
+     "iopub.status.idle": "2024-07-21T23:54:55.401643Z",
+     "shell.execute_reply": "2024-07-21T23:54:55.400593Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.270598,
+     "end_time": "2024-07-21T23:54:55.404260",
+     "exception": false,
+     "start_time": "2024-07-21T23:54:39.133662",
+     "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": "ca27fefa",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016932,
+     "end_time": "2024-07-21T23:54:55.438578",
+     "exception": false,
+     "start_time": "2024-07-21T23:54:55.421646",
+     "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": 274.169883,
+   "end_time": "2024-07-21T23:54:57.885376",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/5_0/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/5_0/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 0,
+    "epoch_scale": 0.6,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/5_0",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-21T23:50:23.715493",
+   "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