diff --git a/iris/tab_ddpm/4_0/0/synth.csv b/iris/tab_ddpm/4_0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1cb75e625320cb10586289d268f58758d3b71b63
--- /dev/null
+++ b/iris/tab_ddpm/4_0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.9401106251567475,3.2124418381198256,5.805976247718862,2.2553629758939273,Iris-virginica
+1,6.182037721823862,2.711469488762861,4.905686005512341,1.728125313511947,Iris-virginica
+2,6.431972370300765,2.8012077437349037,4.532307887128866,1.4900034596966887,Iris-versicolor
+3,5.83273095841086,2.7057002824345493,5.106048917805621,1.9088359099945564,Iris-virginica
+4,5.469385100155253,3.0,4.518539165120817,1.486316025024001,Iris-versicolor
+5,6.098788162773204,2.601771102499825,5.529536524127784,1.4029414242537737,Iris-virginica
+6,4.997911506549851,3.610149139011044,1.381722520807379,0.20087471165573334,Iris-setosa
+7,5.974978441149298,2.2229738999799458,3.981804033846225,1.008611879282546,Iris-versicolor
+8,6.689151962869978,2.824570239230677,4.705226905200704,1.4885038456246844,Iris-versicolor
+9,5.061105731762941,3.4284775857838525,1.400102109353399,0.19694941940102112,Iris-setosa
+10,5.340511371068084,3.0,4.486483047498729,1.5191683276943082,Iris-versicolor
+11,5.1476988479787815,3.8190298575811052,1.6182066968914761,0.19988837471072585,Iris-setosa
+12,5.5852049136729836,2.4982585290112134,4.041582224946149,1.2581872612499598,Iris-versicolor
+13,5.608644254319747,2.8460551651031887,3.74128171381178,1.2765329089666255,Iris-versicolor
+14,5.555119313277335,2.387095124753581,3.7028737851358136,1.0023238370492855,Iris-versicolor
+15,6.5905069139036945,3.0,4.43533466478536,1.4115504134467132,Iris-versicolor
+16,5.492984447732908,2.5176958223927626,4.015602180850045,1.3209244163344482,Iris-versicolor
+17,5.510500089207191,4.2,1.418691571712224,0.1981357075633325,Iris-setosa
+18,5.580197024385044,2.459439212105547,3.8728195372221816,1.1000607287687196,Iris-versicolor
+19,7.631596866276899,2.9533509355501084,6.607582151880999,2.0626461849258866,Iris-virginica
+20,4.678000569359336,3.072066844541242,1.385650199762736,0.220660265826015,Iris-setosa
+21,5.813963023056635,2.6993401552805647,5.103913392482392,1.896931067798179,Iris-virginica
+22,4.688694230431847,3.352102280220557,1.4694643042551598,0.19909659523900847,Iris-setosa
+23,5.8373064396299865,2.25253575808682,3.9316538256965057,1.0094801306632843,Iris-versicolor
+24,4.9126476145264775,3.053438161609706,1.4979106661561858,0.1,Iris-setosa
+25,6.017933702988314,3.3870616177550175,4.548764704236218,1.5999609895770812,Iris-versicolor
+26,5.871548299303548,3.1779815241216753,4.758078337836134,1.7303425644900692,Iris-versicolor
+27,6.511400389589678,3.1848886434879367,5.303157344951966,2.239664492348064,Iris-virginica
+28,6.230751599756349,3.3972584701906814,5.505736968893114,2.3955908337077068,Iris-virginica
+29,5.113197297619484,3.287267669390346,1.721830595389761,0.49185078704718366,Iris-setosa
+30,6.697547487946184,2.523636228463119,5.802719726730187,1.8174675196649046,Iris-virginica
+31,6.05889708388803,2.783665454205132,4.642422349442721,1.1999786945125608,Iris-versicolor
+32,4.769207237551651,3.0,1.3850383912405784,0.372328380376537,Iris-setosa
+33,5.044424745506996,3.0669981413010405,1.6652523204284846,0.2166418813903953,Iris-setosa
+34,5.031605346538169,2.000000491896851,3.6310256746446097,0.8175223463384524,Iris-versicolor
+35,7.899998833180854,3.7999661511274794,6.379488925806198,1.9780278868115218,Iris-virginica
+36,6.824251365453484,2.8031556309153105,4.7928306604737125,1.3984726871542101,Iris-versicolor
+37,5.040717432089192,2.0,3.6698859483521833,1.026153620571534,Iris-versicolor
+38,6.50968998646965,3.2089547470880833,5.074177299984238,2.00981027379183,Iris-virginica
+39,6.009845703407343,3.360821350223533,4.560916857845623,1.624827281943952,Iris-versicolor
+40,4.812938533722453,3.40744207706991,1.6439974126905235,0.2019536575447631,Iris-setosa
+41,5.018640340665559,3.361126310118869,1.5907372334073095,0.3961457782110531,Iris-setosa
+42,6.905412373592139,3.072415916131391,5.118246275382327,2.2841534300276707,Iris-virginica
+43,6.024525205432494,3.4008434622495884,4.4807814480035875,1.5918393777389805,Iris-versicolor
+44,6.376047993077481,3.26284719661941,4.728672429347192,1.590511477500973,Iris-versicolor
+45,5.751318331768601,2.7913934338597204,4.532014380448624,1.2854365236314491,Iris-versicolor
+46,6.206171942978218,2.765392768557558,4.843275053390762,1.7984165468184266,Iris-virginica
+47,4.7736440511042035,3.0,1.3886995139806086,0.3074109545293201,Iris-setosa
+48,6.259088590140734,2.746092322384385,4.8334830094077486,1.8084555608098973,Iris-virginica
+49,6.216832020444529,3.398579839926029,5.392555796386525,2.279175025650161,Iris-virginica
+50,7.69619356371675,2.7739351005300814,6.7287331261981365,1.9779267743614946,Iris-virginica
+51,5.002799502487706,3.382570571471041,1.6011523734655488,0.42574061387064166,Iris-setosa
+52,5.039598723490119,3.3886244790430036,1.593360389493531,0.3292524123250995,Iris-setosa
+53,6.283776061227572,3.3916829451333954,5.553498718720512,2.383057381433333,Iris-virginica
+54,7.5935780049187205,3.0,6.595361724176883,2.085141500171417,Iris-virginica
+55,5.476696851209083,3.0,4.522003128731169,1.4780299756707889,Iris-versicolor
+56,4.95422255211903,2.0,3.446652154480701,0.9205605974081177,Iris-versicolor
+57,6.331391169631622,3.304062427044017,5.982509985252075,2.499999739509672,Iris-virginica
+58,5.034279154032543,3.5663455779031357,1.3992061809630345,0.2019538379158439,Iris-setosa
+59,5.626769794725886,3.0,4.511824464220509,1.4737681556646003,Iris-versicolor
+60,5.209779998956391,2.5132597981809166,3.519912760352323,1.222585969528709,Iris-versicolor
+61,4.807085488605612,3.4012003145792753,1.808906349531323,0.2008429182301581,Iris-setosa
+62,5.08979428251714,3.3308637308819873,1.6730636838484145,0.4305961612250164,Iris-setosa
+63,6.294713566957555,3.399539592176966,5.55800320343681,2.3913095287342916,Iris-virginica
+64,5.9358836919101154,2.843945382057981,4.445112284932393,1.4483927579383034,Iris-versicolor
+65,4.566986654044806,3.1422031252264375,1.4470820317033892,0.19935356306329846,Iris-setosa
+66,5.5131421667521145,2.414474945889041,3.743183768834453,1.0092491323220296,Iris-versicolor
+67,6.252738152430735,3.3984432247268557,5.467033824430157,2.350160383276075,Iris-virginica
+68,4.994951294130239,3.0,1.5950063928222078,0.20235260949772443,Iris-setosa
+69,6.299663665283344,2.4754433316920013,5.0079570225695615,1.8884408561223212,Iris-virginica
+70,6.30103179878039,3.3958767665112877,5.6352897413634375,2.395721993757968,Iris-virginica
+71,6.812846404267365,3.2075959726838916,5.819720844223332,2.2568238453520744,Iris-virginica
+72,5.864018801894277,3.2121938681646096,4.811715789811919,1.8308996920279326,Iris-versicolor
+73,6.124496019741756,2.5869170854614403,5.562852397021732,1.382761326909496,Iris-virginica
+74,4.578121223585517,3.5635852195474658,1.000000491010871,0.19733650291729046,Iris-setosa
+75,5.02817036426414,3.3614230785836443,1.5873919041147937,0.4558177346942497,Iris-setosa
+76,5.086800130528655,3.5438281760584838,1.3939952685604797,0.20031778719672474,Iris-setosa
+77,4.386874997282072,2.884980018231817,1.384184799474515,0.19792733313979938,Iris-setosa
+78,5.924015061063531,2.1811241284940106,3.9993508172162855,0.8742480750363227,Iris-versicolor
+79,4.300000531576818,3.0,1.1012998849637305,0.10000010732921451,Iris-setosa
+80,4.395757853715605,2.8751342580493158,1.411989077907691,0.20103535183983196,Iris-setosa
+81,5.977382651370477,3.4056742535405085,4.5177703039270165,1.6121851496591388,Iris-versicolor
+82,4.9929838042132495,2.0,3.6078537700965185,1.014198568360393,Iris-versicolor
+83,5.140726460152019,3.422481155386368,1.4088292315081121,0.20472757800372066,Iris-setosa
+84,5.958471852666136,3.1882219670709726,4.790021187582154,1.7640785868312154,Iris-versicolor
+85,5.577079198586742,3.0,4.46773456677532,1.4592835216341982,Iris-versicolor
+86,5.083882761184473,2.484338510571103,2.9566189316468536,1.1073339497256396,Iris-versicolor
+87,6.587467644760078,2.82292454510655,4.683980463539847,1.5116416455388757,Iris-versicolor
+88,6.7147247635549085,3.1051686371508116,4.741105794473095,1.508056167778813,Iris-versicolor
+89,5.0543214090085495,3.20997070058988,1.7759219037668306,0.21034436424093111,Iris-setosa
+90,6.232999151901106,3.3104747732413085,4.668645055260467,1.5913954130297001,Iris-versicolor
+91,6.204168290458777,3.3902101480293028,5.451066468023423,2.3150983143039183,Iris-virginica
+92,7.689985485171171,3.0,6.089360642189123,2.2962679274820763,Iris-virginica
+93,4.985888060814647,3.0,1.5911585769158678,0.22006786814624726,Iris-setosa
+94,6.515200811174489,3.0,5.823574791888945,2.1924426671694897,Iris-virginica
+95,4.62592950277649,3.164055044747073,1.4497242392940244,0.20014780194072776,Iris-setosa
+96,4.830141740547188,3.0,1.4375498052853843,0.1,Iris-setosa
+97,4.300000466005607,3.0,1.1028233958434426,0.1,Iris-setosa
+98,6.907217442725211,3.130066661463268,5.379879500554477,2.3011974626244545,Iris-virginica
+99,6.067349546814191,2.88840933790919,4.607104079331708,1.4487273681861903,Iris-versicolor
+100,5.527941724953314,3.651382305977436,1.5305393747624711,0.3789271155583233,Iris-setosa
+101,5.813888290090188,2.687130322908667,5.119357286604306,1.872319386045927,Iris-virginica
+102,6.398632655795501,3.202060424650614,5.312686546587585,2.3076486089696995,Iris-virginica
+103,5.070025826191988,2.505670788322505,2.9207128621480276,1.1372169878866483,Iris-versicolor
+104,6.597089436685044,3.0,4.401863750577534,1.4084698866866119,Iris-versicolor
+105,6.709287679657174,2.463510267773329,5.803616115685106,1.8034375981504676,Iris-virginica
+106,5.914355646319182,3.211495854567099,4.783918339064075,1.7705783205242998,Iris-versicolor
+107,7.699634360371002,3.0,6.080056043819956,2.2857732960578394,Iris-virginica
+108,6.249993249936866,3.2766608097946768,5.991038252197738,2.4999996356370633,Iris-virginica
+109,4.657143357813622,3.1335829175700014,1.5169452842240014,0.20069418203435566,Iris-setosa
+110,6.239336179808357,2.6955352240962953,4.88154290450754,1.7878661348234348,Iris-virginica
+111,6.1073317434367365,2.813086610064967,4.719664851639194,1.2015949341920051,Iris-versicolor
+112,6.644801024959516,3.1323051279011564,4.768553034014045,1.5419569332348517,Iris-versicolor
+113,4.915503528087858,3.12136399696512,1.5199596527439323,0.1,Iris-setosa
+114,6.687282948746303,3.0873274505148136,4.698889955067191,1.4938661883671323,Iris-versicolor
+115,4.807629884463157,3.3926275888190545,1.8235298428126605,0.19769089035750176,Iris-setosa
+116,5.413624972174129,3.0,4.436235343653316,1.4789881130807045,Iris-versicolor
+117,6.655707219717817,2.8362300536448664,4.697850855772848,1.512597238760266,Iris-versicolor
+118,6.455414306563172,3.0,5.825470081560428,2.151012468865551,Iris-virginica
+119,5.021340448863706,3.6243505492204977,1.3640931451823526,0.20397439371544826,Iris-setosa
diff --git a/iris/tab_ddpm/4_0/0/test.csv b/iris/tab_ddpm/4_0/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/0/train.csv b/iris/tab_ddpm/4_0/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/0/val.csv b/iris/tab_ddpm/4_0/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/1/synth.csv b/iris/tab_ddpm/4_0/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..09418cd9dbc23735d6ce558aa915d7f214cbc870
--- /dev/null
+++ b/iris/tab_ddpm/4_0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,3.0,1.1034217637184764,0.1,Iris-setosa
+1,4.300001216907194,3.0,1.114538593843241,0.1000001675586633,Iris-setosa
+2,5.4938440207512835,3.584973447235682,1.5397628886293189,0.4237911491468072,Iris-setosa
+3,4.3,3.0,1.0980363918590201,0.1,Iris-setosa
+4,5.739425100333536,2.8138313726766726,4.18374168002646,1.1912833216699403,Iris-versicolor
+5,4.799732109242054,3.0,1.3792139848553033,0.3220448436777644,Iris-setosa
+6,5.688518239378997,2.7611503753160482,4.383220259604963,1.36746517445829,Iris-versicolor
+7,5.817319006600265,2.7047205431307253,5.126419672296361,1.9007978201727016,Iris-virginica
+8,6.052727891159286,3.392658694801848,4.531197416701171,1.603064153111875,Iris-versicolor
+9,5.040910693354365,2.5096430140830095,2.8252496900798376,1.0682073589384335,Iris-versicolor
+10,6.641197181687964,3.0728343184913136,4.686136555194219,1.4597979247512785,Iris-versicolor
+11,5.619042433793523,2.951320804653193,3.720985885336608,1.2711325212613365,Iris-versicolor
+12,7.215099063172164,3.1851882648015803,6.010076267517401,1.8068992101552102,Iris-virginica
+13,6.681310703954033,3.0,4.9997197583687685,1.7188564588654867,Iris-versicolor
+14,4.396535239639566,2.897951993116871,1.38119083672832,0.19887938297171842,Iris-setosa
+15,5.118292369522371,3.2719331551220168,1.6644319359610924,0.30383793936111003,Iris-setosa
+16,5.015171587236858,2.0000004656656225,3.2808038628774723,1.0031761751666202,Iris-versicolor
+17,5.057829599889754,3.0,1.751699948597717,0.2028775264751187,Iris-setosa
+18,6.028846560059356,2.8805333934652277,4.654628944636172,1.3938439845054096,Iris-versicolor
+19,6.475633655896456,3.2096794754400912,5.186867964505588,2.0547254394796464,Iris-virginica
+20,7.66524817263833,3.0,6.1595309800069264,2.2586571009169423,Iris-virginica
+21,6.331858447185919,3.2884745378113363,5.975751584427952,2.5,Iris-virginica
+22,7.7076166576358744,2.591243224479032,6.899998300857295,2.315526859831295,Iris-virginica
+23,7.22418360862169,3.1905884150117547,6.038275323674064,1.8080445078707201,Iris-virginica
+24,6.664450527070691,3.079872353327012,5.803016679906928,2.259329129301411,Iris-virginica
+25,4.6139181384616075,3.11555966839347,1.515148881241578,0.1998050260268739,Iris-setosa
+26,5.081142962649424,3.5143810932425184,1.4028377222085782,0.2051208991183824,Iris-setosa
+27,6.94329175693204,3.19428629887201,5.842118589679642,2.299419080416596,Iris-virginica
+28,7.6918570930155195,2.6154727508191424,6.9,2.290572743886998,Iris-virginica
+29,5.9292708105736,2.910418769287205,4.5039047227724565,1.5273400630667884,Iris-versicolor
+30,6.111610663923287,2.8307839043901115,4.711145073834167,1.224846797709379,Iris-versicolor
+31,5.786785174521297,2.7473033431297926,4.152635074952193,1.0600917740433848,Iris-versicolor
+32,6.693585655825079,2.508316226534565,5.739132422987179,1.79732819772909,Iris-virginica
+33,7.212018515077698,3.2046194907763175,6.056777670118718,1.7683524467384693,Iris-virginica
+34,6.434575840527896,3.225707702596381,5.403548473392431,2.3104239246336324,Iris-virginica
+35,5.412989108258789,3.883198416035901,1.3186070395189926,0.3765869509826033,Iris-setosa
+36,6.261483960772017,2.640564491950753,4.875302453905371,1.7996913132441397,Iris-virginica
+37,6.686790005641617,3.0,4.953757076645017,1.6961002137798824,Iris-versicolor
+38,6.063591696986148,3.364107330614698,4.566282896634481,1.5950628187979206,Iris-versicolor
+39,4.565156472228748,3.63694100492824,1.0,0.19442534638699693,Iris-setosa
+40,5.175029779257039,3.4098893566034807,1.3788374498978402,0.19577783647250602,Iris-setosa
+41,4.781447092656254,3.0,1.4028478193250753,0.10000012360928562,Iris-setosa
+42,6.054610429092438,2.89235701923951,4.657839911003304,1.3997542631144997,Iris-versicolor
+43,6.696829598708266,2.782316999200806,4.72839768451121,1.4385351935301387,Iris-versicolor
+44,5.724502038762205,2.8786519433787823,4.010477236357071,1.1809660848847052,Iris-versicolor
+45,5.700596493208891,3.804649958502709,1.87638548306951,0.31642888071907216,Iris-setosa
+46,6.3547894274662715,3.293605339983088,5.995385080884429,2.5,Iris-virginica
+47,6.218956117479146,2.1754045475624957,4.477910047796589,1.4947696662734538,Iris-versicolor
+48,4.988962965780218,2.000000794023306,3.495141332658558,0.971950537302631,Iris-versicolor
+49,4.7964401729092865,3.3957531921806936,1.5889058771179654,0.19982670061374158,Iris-setosa
+50,5.877722077475902,3.190827020051484,4.803234073146456,1.8023618856292951,Iris-versicolor
+51,4.3,3.0,1.098870139996024,0.1,Iris-setosa
+52,5.713803161695139,2.836843338795728,4.264013164659622,1.3108721939851793,Iris-versicolor
+53,6.110529607777534,2.5995534642522626,5.590914752752151,1.422436782011551,Iris-virginica
+54,5.7678102160539675,2.776826880731993,5.095922417258367,2.4003116057299367,Iris-virginica
+55,4.8129042890937415,3.4003870254996724,1.6491681848981166,0.20339968795645202,Iris-setosa
+56,6.805236163027318,3.201554187301025,5.827923302390608,2.2697590076117797,Iris-virginica
+57,5.672325553085087,2.9921786803583235,4.15189807456578,1.2352559479956668,Iris-versicolor
+58,5.804873375287322,2.710276059678702,5.091068785467727,1.9398265922636386,Iris-virginica
+59,5.0007871606582945,3.0,1.6068363748936831,0.2017224037008178,Iris-setosa
+60,4.986565447771818,2.0000008479133955,3.316095838990632,0.9747243993854475,Iris-versicolor
+61,6.82384656282231,3.0795205035594324,5.09174098722998,2.294323348944677,Iris-virginica
+62,4.805128561923806,3.3975660730978494,1.8899852430453554,0.19870445043445606,Iris-setosa
+63,4.606052360074197,3.1151565769467244,1.5276190416652689,0.20193275896057458,Iris-setosa
+64,4.3,3.0,1.105902940736966,0.1,Iris-setosa
+65,5.4746692835846185,3.0,4.537666401308215,1.502318381439319,Iris-versicolor
+66,5.408916958459239,2.433995429203034,3.662169597948821,1.0574271037866996,Iris-versicolor
+67,5.079469320147674,2.473032871724384,2.976692305220606,1.1096040157206475,Iris-versicolor
+68,5.3399341556322835,2.47956276223773,3.5744807758700423,1.0555438488761761,Iris-versicolor
+69,4.589845667925426,3.1163646163569223,1.4707971103744935,0.20026629515830738,Iris-setosa
+70,5.0048882914404285,3.0,1.7924625913337289,0.2009463060630733,Iris-setosa
+71,5.00830933417613,2.0000005908307665,3.5985801398405144,1.0356988715480284,Iris-versicolor
+72,4.818838788861701,3.0,1.401596051224899,0.29428655647575397,Iris-setosa
+73,5.482669595521017,3.0,4.5137172460387225,1.4989610537566032,Iris-versicolor
+74,5.5484868100061355,2.410954003431162,3.760119075021984,0.9859315756807648,Iris-versicolor
+75,5.6136023924316705,2.9191081124422746,3.716921002077637,1.3041090669601485,Iris-versicolor
+76,5.247413025582184,2.740472563316097,3.9789411716978,1.4289451403419735,Iris-versicolor
+77,4.543842123044033,3.1143700346873135,1.4807934451258429,0.20046759657466987,Iris-setosa
+78,4.97477566035433,2.000000453831958,3.3461088263430527,0.9001727567795075,Iris-versicolor
+79,6.512445931240071,3.187120008764781,5.141091774355775,2.029627486339179,Iris-virginica
+80,4.300000589882351,3.0,1.1192700446845554,0.10000018815141284,Iris-setosa
+81,5.099541105343708,3.410008054597389,1.3905979694323012,0.2005724098763152,Iris-setosa
+82,6.101443624397645,2.6061308401875625,5.579837565554348,1.415421720147065,Iris-virginica
+83,5.993081420253699,3.395986045778978,4.484451872431439,1.5743655889940933,Iris-versicolor
+84,6.789263320191503,3.0815684393027314,5.1361372074472325,2.3012181467465944,Iris-virginica
+85,7.686500273966076,3.0,6.031872783093252,2.279977683498435,Iris-virginica
+86,7.899998553820687,3.8046309789015877,6.362962591476581,1.9921966024776496,Iris-virginica
+87,7.691528519679289,2.7919362359669155,6.706684007560004,1.9966099388945413,Iris-virginica
+88,7.703513939218506,2.6068128673899036,6.9,2.2895196019660466,Iris-virginica
+89,4.394933584640949,2.929984808500816,1.3830094550793235,0.19934990005881964,Iris-setosa
+90,6.007645520986427,2.195825136377362,5.006378025480248,1.5077983788042901,Iris-virginica
+91,6.200497050799822,3.3325761404872196,4.666151706151978,1.6099522420355707,Iris-versicolor
+92,6.561309613848756,2.8030621526648787,4.677599028410901,1.4565163338538738,Iris-versicolor
+93,6.047662104005274,2.816223089532579,4.636746207439479,1.2845673544362826,Iris-versicolor
+94,6.667059081536158,2.507333371476539,5.759176118106688,1.7963576489989763,Iris-virginica
+95,5.446778381495435,3.0,4.508123940182452,1.4964216646894606,Iris-versicolor
+96,5.1823034995737975,3.4076214700302834,1.3930230909305243,0.19655722420503907,Iris-setosa
+97,7.700371170428514,2.6127687483542408,6.899998649744258,2.3130923225181355,Iris-virginica
+98,7.693801063181337,2.5988884226516973,6.9,2.3007442482899907,Iris-virginica
+99,7.678984108946206,2.779587690647814,6.686286144594883,1.991047254188304,Iris-virginica
+100,7.729087661363941,2.604966270119234,6.899998992164473,2.291703956157069,Iris-virginica
+101,5.9852352041370125,3.4023719609160663,4.528359851168701,1.5866456963337525,Iris-versicolor
+102,5.509512897576191,3.0,4.500024268442452,1.4884163328765612,Iris-versicolor
+103,6.177897983307831,2.8322768025855933,4.762689260290284,1.7870035929823616,Iris-virginica
+104,6.99047510466984,3.098779089684764,5.155818681969837,2.300560075730692,Iris-virginica
+105,6.0094169265178845,3.3964138774169133,4.498805520129257,1.5883648260021033,Iris-versicolor
+106,5.676732419223266,2.923807369979405,4.232346367400906,1.2958402678542065,Iris-versicolor
+107,5.6517968099613265,3.0,3.911052168011876,1.2912177882990876,Iris-versicolor
+108,7.241421038181188,3.200662651226584,5.997174253287975,1.8239833586588996,Iris-virginica
+109,5.775576712503456,2.7288744572044816,4.217478279205373,1.0437886059491517,Iris-versicolor
+110,5.970312946041949,2.201229855043751,5.001387145945606,1.4962871622759908,Iris-virginica
+111,6.897829552883921,3.2016914020792275,5.720250809758229,2.3005006626236963,Iris-virginica
+112,6.263441973988886,2.4841360633304514,4.996238830920702,1.8656185238380136,Iris-virginica
+113,4.3,3.0,1.084752359261545,0.1,Iris-setosa
+114,4.404027716918357,3.1122850387438183,1.299444962420245,0.20075410901160842,Iris-setosa
+115,4.881120718717074,3.0973349568506596,1.5102545892481103,0.1,Iris-setosa
+116,6.83947682820459,3.104016198550178,5.203994394974469,2.2805185083473836,Iris-virginica
+117,6.7757982178302445,2.8035018046089557,4.7753820249435845,1.3783023559436751,Iris-versicolor
+118,5.68653912191465,3.7803638711208856,1.5766983448433685,0.3494829911663021,Iris-setosa
+119,5.017403585432996,2.00000052453882,3.423286497826266,0.8466827718878506,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/1/test.csv b/iris/tab_ddpm/4_0/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/1/train.csv b/iris/tab_ddpm/4_0/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/1/val.csv b/iris/tab_ddpm/4_0/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/10/synth.csv b/iris/tab_ddpm/4_0/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..659414f8718e2a052fae9621dc8be24e070f25d8
--- /dev/null
+++ b/iris/tab_ddpm/4_0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.522832834755181,2.501215030813557,3.9886559731238846,1.3034026171709159,Iris-versicolor
+1,6.084585478807709,2.8967275236415424,4.729580891337201,1.396568013359144,Iris-versicolor
+2,5.983311776246101,2.703950318063197,5.024884535736523,1.894164859309718,Iris-virginica
+3,6.005789374901127,3.4004849610060464,4.48816172629802,1.59936368088521,Iris-versicolor
+4,6.319102207405493,3.2973947538097343,6.018360113486288,2.499999797628791,Iris-virginica
+5,5.72528773949549,2.9650177171854373,4.22252491453507,1.278594338396843,Iris-versicolor
+6,5.1935500228263995,2.5023973537865025,3.1682073602601015,1.010392505348097,Iris-versicolor
+7,5.794129829579478,2.7594034363148543,4.201218448838721,1.0816516006134766,Iris-versicolor
+8,6.611558956535857,2.863239949806755,4.648294214698831,1.5064129828445412,Iris-versicolor
+9,7.643730392899702,2.6053806562981956,6.899997842122374,2.278343742474183,Iris-virginica
+10,5.021330111367259,2.0,3.631463061825515,0.9572554590639867,Iris-versicolor
+11,5.924697730437304,3.201180535537035,4.781982142511469,1.8316794166759924,Iris-versicolor
+12,4.754476024294176,3.332341039135348,1.5653122290070287,0.20248472599788678,Iris-setosa
+13,6.767551860703627,2.5194589307667465,5.976417977736986,1.816829600354522,Iris-virginica
+14,4.984641730990292,3.6016233383729808,1.382203953141317,0.20170279876687638,Iris-setosa
+15,5.512372829227779,2.4576645843718548,3.9523432250839274,1.2325202348768838,Iris-versicolor
+16,4.80113524605193,3.395033420531122,1.824187982799045,0.20117902881345695,Iris-setosa
+17,7.686367822566773,3.0,6.184464310972882,2.274223978617583,Iris-virginica
+18,5.592672671464043,3.0,4.46968508852686,1.4859160926277268,Iris-versicolor
+19,5.966062555591392,3.406931323959167,4.484694856906695,1.5908840011276117,Iris-versicolor
+20,4.8466060607475585,3.3933286308101063,1.593669060033432,0.21694034976669258,Iris-setosa
+21,4.300000451138913,3.0,1.1129676582902404,0.1,Iris-setosa
+22,6.014592389356821,2.8969114629235806,4.584402968144955,1.4664959695490896,Iris-versicolor
+23,5.912326383240094,3.1880677025843016,4.813081411637449,1.7882990566672297,Iris-versicolor
+24,6.451685353720906,3.2146995821112894,5.24410166545381,2.1789458693636123,Iris-virginica
+25,7.899998743716273,3.7659656218136175,6.384693056212567,2.0250390862376353,Iris-virginica
+26,4.809566636277262,3.0,1.402506490462387,0.10000011242637795,Iris-setosa
+27,7.9,3.764022778485512,6.360357349914633,1.9362707785103803,Iris-virginica
+28,5.338883869992839,3.4016823829610168,1.4904001284556696,0.4880895362622706,Iris-setosa
+29,6.109509303680433,2.5860382749220867,5.52082419079467,1.4225578217068566,Iris-virginica
+30,4.428590853982041,3.139601487691637,1.3446491807340457,0.20103670110635402,Iris-setosa
+31,6.695366694315474,3.0,4.986514921117393,1.6864450923358456,Iris-versicolor
+32,6.298794002976182,2.681773511585296,4.91397545262147,1.7651906885722228,Iris-virginica
+33,7.707414253843673,3.0,6.107843220697035,2.2923230719461,Iris-virginica
+34,5.0272329183651685,3.6093245871367032,1.4060273475229979,0.20303548489399562,Iris-setosa
+35,6.27328158893825,3.4004088773650527,5.557261392810617,2.3802829928874365,Iris-virginica
+36,5.9708891847443315,3.401522074607457,4.523382541392162,1.6171610931342582,Iris-versicolor
+37,5.101899278067182,3.34078741111616,1.6881065482635615,0.49006181098869295,Iris-setosa
+38,5.208586057642215,3.3951427844513455,1.402446109790908,0.2028122454863431,Iris-setosa
+39,5.531786550123181,2.49962873622403,3.9385552127388785,1.1768468211061476,Iris-versicolor
+40,5.849962028655895,2.6901347412763923,4.136959567938734,0.932221358917177,Iris-versicolor
+41,6.746268110746034,3.180468439243777,5.723682294026743,2.292184174103061,Iris-virginica
+42,6.710615467850652,3.0,4.977700337625352,1.7021591631278161,Iris-versicolor
+43,5.777782919936445,2.792545585097185,5.087005795235352,2.409090785676046,Iris-virginica
+44,5.411383567739618,3.8976837003152647,1.3430949527134708,0.3458772627010122,Iris-setosa
+45,4.999271472826726,2.0000006798053414,3.355663193184736,1.0047184877451292,Iris-versicolor
+46,4.300000461946318,3.0,1.1024997372704015,0.10000010628898585,Iris-setosa
+47,5.055968546579925,3.598000725384058,1.4027390750967947,0.2038687753312323,Iris-setosa
+48,5.813732865133346,2.6605330830548226,4.0821275583648955,0.8918908160362367,Iris-versicolor
+49,6.187120003657804,2.8111789900697515,4.774564593904791,1.8024862299788005,Iris-virginica
+50,6.013690891352705,2.196464324498952,5.025130181882399,1.4868880210475057,Iris-virginica
+51,6.249983232235099,2.1692414973577163,4.446277091953523,1.5056543523712063,Iris-versicolor
+52,5.496383687708231,3.0,4.44833058495938,1.4638117159089528,Iris-versicolor
+53,6.084008749905408,2.189447225026256,4.157496667033894,1.1319677211829182,Iris-versicolor
+54,5.989937894907757,2.8096571711128537,4.6504986389600145,1.2575513103826808,Iris-versicolor
+55,5.81491891076354,2.698362126769035,5.104677668946634,1.9143833984505076,Iris-virginica
+56,5.8799242333245685,3.1891884810218616,4.79152715107477,1.7873290555006147,Iris-versicolor
+57,5.900242450695463,3.2063309709988,4.792129122730549,1.7765623284875205,Iris-versicolor
+58,5.800354107677636,2.6951223388721837,5.119935599329587,1.894684133559729,Iris-virginica
+59,6.778685455132288,3.2032585682369143,5.5783159642400975,2.286839853973176,Iris-virginica
+60,6.177558083028455,2.1974526961447243,4.480220595012879,1.490030367136172,Iris-versicolor
+61,6.038452181351859,2.2029078958970896,5.032238773172633,1.5062749658242574,Iris-virginica
+62,6.374262339302379,3.2101072724648745,5.309649971038758,2.266646709885678,Iris-virginica
+63,6.193810948757715,2.8081370583617296,4.774353192269557,1.7997577574837094,Iris-virginica
+64,5.456793549388769,3.0,4.517401979245835,1.4964210694886553,Iris-versicolor
+65,5.114664966378202,2.537426040041441,3.335770045297792,1.2441688740061778,Iris-versicolor
+66,4.300001101819945,3.0,1.1153530395335034,0.10000009061594213,Iris-setosa
+67,6.189873931566498,2.2117605840274415,4.51359401902958,1.503493208722064,Iris-versicolor
+68,5.8597846890709935,2.8271225249587477,4.592808181329292,1.3277229641703512,Iris-versicolor
+69,7.055863935594808,3.1248418612247777,5.421671950007493,2.273410547312536,Iris-virginica
+70,7.688449909433901,2.7963268537485915,6.685493131197128,2.0292542541631953,Iris-virginica
+71,6.627404846464562,3.0,4.460664433652501,1.4219417810320494,Iris-versicolor
+72,6.527696155124063,3.0,5.898419845738159,2.18556962111047,Iris-virginica
+73,5.6053335606488375,2.934768483470047,3.76088014234505,1.2956356739993278,Iris-versicolor
+74,5.025399015250875,2.0000010146398526,3.528215556917454,0.899522808513542,Iris-versicolor
+75,4.597069064142008,3.1128875916186116,1.5151925357979255,0.20078010562135998,Iris-setosa
+76,5.150128461509575,3.4701169655825166,1.3933312794085269,0.2012153206876999,Iris-setosa
+77,4.3,3.0,1.1229092744085396,0.1,Iris-setosa
+78,6.6642598850623616,2.8186817902830583,4.705697641114481,1.4623058815501637,Iris-versicolor
+79,4.3,3.0,1.083994487703138,0.10000009687260208,Iris-setosa
+80,4.982500529958391,3.3919000500397942,1.5952020646700475,0.48451115650593546,Iris-setosa
+81,5.621147144111393,2.9507763240464135,3.6876149193685137,1.2619588138799267,Iris-versicolor
+82,6.13657152106797,2.9031763927523313,4.718017370440588,1.3898120386567907,Iris-versicolor
+83,4.3,3.0,1.103999098822921,0.10000012377185351,Iris-setosa
+84,4.6012438358604415,3.0448227110902897,1.481959014859102,0.2004160521060039,Iris-setosa
+85,5.0182102077913475,3.6223498301325514,1.3861214203117598,0.1989680725801654,Iris-setosa
+86,7.001199947627805,3.084904176872076,5.08387652389548,2.306650447321025,Iris-virginica
+87,6.286882947919375,3.4086786836196405,5.621425813493254,2.4030163167839076,Iris-virginica
+88,6.195520551558649,2.8029447030169727,4.786101279074333,1.7867393107359673,Iris-virginica
+89,5.090873861820653,3.3438471808515127,1.5776957760306087,0.5185408685507011,Iris-setosa
+90,4.3,3.0,1.1069639414595571,0.1000001323964702,Iris-setosa
+91,6.18164375478903,2.2036599224072013,4.512593084199349,1.4940495965107428,Iris-versicolor
+92,6.049760556918295,2.9000891570850817,4.544200041994602,1.514818589749508,Iris-versicolor
+93,5.248209778183554,2.8109377289065445,4.069275882986354,1.4580258317852597,Iris-versicolor
+94,6.5022697509616885,3.0,5.853763674303782,2.1942824438258954,Iris-virginica
+95,7.625235909272579,3.0,6.617108665537603,2.10691056875759,Iris-virginica
+96,4.80997596851424,3.396861998775697,1.831349100223126,0.19913830940081617,Iris-setosa
+97,7.9,3.8660274358613114,6.410866048613287,2.0252178124629734,Iris-virginica
+98,6.818411796800585,3.1965705818546617,5.735438586032214,2.292319697476864,Iris-virginica
+99,5.54464318320266,2.4614581993020472,3.7971649954961277,1.0736473303441758,Iris-versicolor
+100,5.42468590535256,3.873731651040471,1.3050036014112925,0.38355133476752185,Iris-setosa
+101,7.697714588239144,3.0,6.122900483636444,2.2767658023646464,Iris-virginica
+102,5.965395667563496,3.4099508910538754,4.438520307914171,1.5920436831020286,Iris-versicolor
+103,6.690259947712098,3.0,4.960922613752318,1.685653771435633,Iris-versicolor
+104,5.197501890387485,2.5025684874615113,3.5915825364366247,1.1370563325270657,Iris-versicolor
+105,5.788599520771953,2.7982291478821946,5.169192037857372,2.398307825240588,Iris-virginica
+106,4.300000884438122,3.0,1.1088805476483938,0.10000012852897884,Iris-setosa
+107,7.635409833717212,3.0,6.619532731153735,2.106120983687712,Iris-virginica
+108,4.564389030065683,3.6425220088768095,1.0,0.19998797359928705,Iris-setosa
+109,5.788924620815166,2.6514065341502384,4.101905196633601,1.0095812779932425,Iris-versicolor
+110,7.637578192571297,3.0,6.628780600451855,2.0719361053016425,Iris-virginica
+111,4.795061486566453,3.4045134062166604,1.596264482785277,0.19938783679567018,Iris-setosa
+112,4.80585678052293,3.4013820905458427,1.7249607141389227,0.2013526016864263,Iris-setosa
+113,4.808425473913458,3.0,1.4180595801440072,0.1,Iris-setosa
+114,6.697063889303253,3.0,4.9064243018946865,1.611694267709869,Iris-versicolor
+115,6.188144895200178,2.788569493536833,4.8262291991541115,1.8051665793222915,Iris-virginica
+116,6.107409642279706,2.7775043187836235,4.719128175153187,1.172670601740472,Iris-versicolor
+117,5.052010750586438,2.000000831588255,3.6029708191792675,1.0503876420983707,Iris-versicolor
+118,4.606845144509779,3.212785039428619,1.4197880423368787,0.19761497480499562,Iris-setosa
+119,4.679291367608734,3.0674631336901124,1.495499279707782,0.20425494287996626,Iris-setosa
diff --git a/iris/tab_ddpm/4_0/10/test.csv b/iris/tab_ddpm/4_0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/10/train.csv b/iris/tab_ddpm/4_0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/10/val.csv b/iris/tab_ddpm/4_0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/11/synth.csv b/iris/tab_ddpm/4_0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..398ccdfd4860153aa17189bbc55c458ea30cb322
--- /dev/null
+++ b/iris/tab_ddpm/4_0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.096797458876666,3.2953064388556808,1.7131936634465237,0.5417385382397675,Iris-setosa
+1,6.243494938190553,3.394347016063494,5.520639999024699,2.353087979250267,Iris-virginica
+2,6.296240519460595,3.290644727902288,6.032267038529025,2.4999997925490116,Iris-virginica
+3,5.697414193831747,2.891673196968936,4.272961565279157,1.333646956534582,Iris-versicolor
+4,5.104220059643072,2.478857307972774,2.953192841108508,1.1355227310071911,Iris-versicolor
+5,4.3,3.0,1.1083148034760972,0.10000009896288167,Iris-setosa
+6,4.79585972177125,3.0,1.4157677190797904,0.10000009358589404,Iris-setosa
+7,4.3,3.0,1.0916495501009826,0.1,Iris-setosa
+8,5.79149501388873,2.701209320856638,5.10225462569699,1.888281455691564,Iris-virginica
+9,5.491427077732834,3.0,4.534409524085435,1.5013352510689233,Iris-versicolor
+10,7.033575867557924,3.150818538438226,5.618010533287375,2.290617396711095,Iris-virginica
+11,6.027986827889782,2.2201910525758812,4.999354307360127,1.49312327737137,Iris-virginica
+12,7.601400956872203,2.914129093555863,6.625996012555925,2.026398047059165,Iris-virginica
+13,5.690864227484082,2.7845941296123975,4.440519857068555,1.2722379982618035,Iris-versicolor
+14,5.100880522997212,3.3507492613797325,1.6223388965496388,0.5230600167315076,Iris-setosa
+15,5.1176655188797895,3.8460573501824586,1.7731848359945828,0.20007819675277844,Iris-setosa
+16,7.89999842132389,3.7908986212181373,6.390767215266536,2.004078835889173,Iris-virginica
+17,4.839842699807351,3.0,1.442832401024874,0.1,Iris-setosa
+18,5.796288169371865,2.6936378988941074,5.116277299063437,1.9018715645917683,Iris-virginica
+19,5.852572753433391,3.1971969508093676,4.782198228246034,1.780170752992781,Iris-versicolor
+20,6.015132162194983,2.9233093380932806,4.488091514061205,1.4956571527535507,Iris-versicolor
+21,7.6996665000623326,2.613460167973766,6.899998306945195,2.302585173238403,Iris-virginica
+22,6.28616964428409,3.2969820839948745,5.937466611935762,2.499999683028027,Iris-virginica
+23,7.1550209690994215,3.210762848924377,6.030658519890915,1.820792393051225,Iris-virginica
+24,5.795608437812248,2.8111954886699317,5.10768257358401,2.4030106504891457,Iris-virginica
+25,7.715943687260501,2.594284212326993,6.9,2.3087781580931797,Iris-virginica
+26,5.996799022044663,2.2346073776871846,4.110237758357357,1.065564653417078,Iris-versicolor
+27,7.899999004950157,3.844496107035102,6.41134609898652,2.006134912835542,Iris-virginica
+28,4.805839676194403,3.0,1.403160112028789,0.1,Iris-setosa
+29,6.668895442183318,3.0,4.609607284348791,1.4250423202581017,Iris-versicolor
+30,4.981803769694376,2.0000005310102025,3.570967446458962,0.8971533764058904,Iris-versicolor
+31,6.692612122507588,3.0,5.0111811211323625,1.6999651087972076,Iris-versicolor
+32,5.396054270394723,3.9257557853703746,1.2660448597340195,0.38548417434478494,Iris-setosa
+33,5.48801345867779,3.5824418865382994,1.50575498478484,0.3052723761259356,Iris-setosa
+34,5.049749000950555,3.2936655779827535,1.6294232363372771,0.5251743551052898,Iris-setosa
+35,6.48012324098039,3.1612190804752895,5.077994409883706,2.0477028696467436,Iris-virginica
+36,6.063874875795885,2.5909337276137787,5.578842634453563,1.3966124466148988,Iris-virginica
+37,6.12428910576183,2.829488027001287,4.709106460543748,1.264468256116337,Iris-versicolor
+38,4.3,3.0,1.1035833873201595,0.10000009665714836,Iris-setosa
+39,4.776311840118027,3.390768734533649,1.6891801064543412,0.1996611436460296,Iris-setosa
+40,5.1714093675853094,2.703760799733649,3.9160219354463273,1.4104861262823012,Iris-versicolor
+41,6.283356572387506,3.2989118101066386,5.9751158063172625,2.5,Iris-virginica
+42,5.608703018777926,2.5104458282569073,3.9356851961300414,1.106217051611844,Iris-versicolor
+43,5.009386557009186,3.580548237282728,1.4004341927881454,0.19795708342780505,Iris-setosa
+44,4.884536734928115,3.0570369209515618,1.4956501484226656,0.1,Iris-setosa
+45,5.523556539928202,2.3558985288423653,3.704606774061887,0.8543866846087207,Iris-versicolor
+46,5.063997555644787,3.7848160424744544,1.5711329389431696,0.20420449981301791,Iris-setosa
+47,4.3,3.0,1.101560422428865,0.1,Iris-setosa
+48,4.807217088677198,3.4056063719314,1.8128354326497305,0.20112206476036315,Iris-setosa
+49,4.987729543876148,2.0,3.3461834590230475,0.9233517329025845,Iris-versicolor
+50,6.007539926237903,3.3922752393587556,4.522026820313284,1.6033986835823966,Iris-versicolor
+51,5.648416681360851,2.8986900200353056,3.943374760810858,1.3346024988552536,Iris-versicolor
+52,6.872097514232665,3.0958196730497396,5.091102218124975,2.294539104711312,Iris-virginica
+53,6.090705402872602,2.777114849226286,4.690861077600275,1.180373328857182,Iris-versicolor
+54,6.276950727022313,3.2948347794843706,6.017810090341126,2.4999998032948776,Iris-virginica
+55,6.716387428069774,2.501792310725016,5.868786755934782,1.8089130279688959,Iris-virginica
+56,6.040836726168969,3.38854629904555,4.554331491956557,1.604570479377508,Iris-versicolor
+57,4.3,3.0,1.0907134070227829,0.1,Iris-setosa
+58,4.805290147399275,3.4085487089153754,1.9701155909439865,0.1966048733186997,Iris-setosa
+59,6.333615671093657,2.622644972348433,4.943886522330001,1.8181217040495916,Iris-virginica
+60,6.294577828669969,3.305644483955641,4.674400957247162,1.5972180285802633,Iris-versicolor
+61,6.20154300771613,2.2140331976092744,4.502161842370439,1.4839300514826883,Iris-versicolor
+62,6.977781122445596,3.083311789774858,5.077439246123277,2.3021111807565258,Iris-virginica
+63,4.804928696684434,3.394619391579948,1.695923484081917,0.19466131648744156,Iris-setosa
+64,7.63912306949177,3.0,6.382044137017978,2.207970315101428,Iris-virginica
+65,6.143337658320384,2.612550517600026,5.593558712832558,1.44028914996305,Iris-virginica
+66,6.709541825122037,3.0,5.008520495580254,1.7058349668655683,Iris-versicolor
+67,6.472001294393243,3.204932880740736,5.107060821682079,2.040812894147433,Iris-virginica
+68,5.005456002889154,3.4051501873660466,1.7124226683167572,0.42319207003651094,Iris-setosa
+69,6.06945771308672,2.5958958449865013,5.603024118722767,1.3770957808374986,Iris-virginica
+70,6.302365029343725,2.4867595289363997,4.98580994745331,1.8979312675212014,Iris-virginica
+71,6.030010668537868,2.217300666684314,4.970568467315913,1.4977425793006576,Iris-virginica
+72,4.395916420235094,3.1865934737181094,1.284459160694561,0.2026577580610875,Iris-setosa
+73,7.89999874608391,3.8336334151704765,6.3951535260913035,1.9955985129205174,Iris-virginica
+74,5.82810051735024,2.8132334235493928,4.591034960866316,1.2792721247829562,Iris-versicolor
+75,5.810915831785346,2.78100116566372,5.080247655027653,2.4130135281768874,Iris-virginica
+76,5.389579506822996,3.8993269488942097,1.2918825941811627,0.44429544005473587,Iris-setosa
+77,5.606809535900026,2.9022674641834527,3.61331280220838,1.2922937190886794,Iris-versicolor
+78,6.679990710642068,3.0,4.991700228063846,1.7046385026759563,Iris-versicolor
+79,5.776622566935671,2.6996966985054613,5.0861557604627885,1.8936350074892077,Iris-virginica
+80,5.086697864538588,3.240574421973035,1.6702678829218263,0.38559559514306974,Iris-setosa
+81,6.695415504802875,3.0785632374653393,4.768645868212502,1.5296898996209598,Iris-versicolor
+82,5.64606732813342,2.786989727840044,4.3353290925067425,1.3550958877226147,Iris-versicolor
+83,5.726393239863968,2.7820258094142183,4.402836518681966,1.2374940924212785,Iris-versicolor
+84,5.798048880149428,2.7041607488120096,5.10498981392276,1.9225659015530097,Iris-virginica
+85,4.580212943968345,3.2074030056372425,1.3738751763872912,0.1958578567092578,Iris-setosa
+86,6.010138523383303,2.2332884355127347,4.994033190085189,1.4989246797263478,Iris-virginica
+87,4.824366304719982,3.403934673577875,1.7953526289086976,0.20360609195767265,Iris-setosa
+88,6.000275100862734,2.2174325330342857,4.993995189790988,1.503615180612152,Iris-virginica
+89,5.892031156446818,3.2103339035619514,4.823227140246381,1.772061917187535,Iris-versicolor
+90,5.515388018137543,4.2,1.403254156613279,0.20825991191028273,Iris-setosa
+91,5.680935308985177,2.877524292679643,4.380027076295192,1.3019456052947576,Iris-versicolor
+92,4.754112542700613,3.3963419322348756,1.974087943350487,0.19962836760417918,Iris-setosa
+93,5.485941926132762,4.199999281868138,1.4025552081999246,0.19907910933832218,Iris-setosa
+94,4.59256202185877,3.628378785285892,1.0,0.19439221840239412,Iris-setosa
+95,6.339920585101688,3.2932869072859843,6.038720298396227,2.4999996261734907,Iris-virginica
+96,5.0342394926941605,3.3743335587188823,1.6353978620707512,0.5080856147855917,Iris-setosa
+97,6.023584166108816,2.2041525470902443,5.000293767283346,1.507579738222531,Iris-virginica
+98,5.106178847103008,3.2809827583076254,1.6294384396201484,0.3694235050350786,Iris-setosa
+99,5.812159440314948,2.8161832526125767,5.189570694635257,2.405382769451874,Iris-virginica
+100,6.676436414296984,3.0,4.981732166278297,1.6716009338670301,Iris-versicolor
+101,5.615351852151244,2.8946730760155566,3.662122314316387,1.2716788916332384,Iris-versicolor
+102,4.922595741994451,2.0,3.5334826552015643,1.0189160460567936,Iris-versicolor
+103,6.105290409979444,2.6017194069966987,5.618514204855336,1.3977871973191298,Iris-virginica
+104,5.5457034352301475,2.5534977144868063,3.879433930437136,1.1831188166642288,Iris-versicolor
+105,4.774293780987808,3.0,1.4063556226890341,0.2775259944385493,Iris-setosa
+106,5.721735775457058,3.0,4.228103725154604,1.2255015813543526,Iris-versicolor
+107,5.481298982980353,3.0,4.445554830742919,1.48287974843583,Iris-versicolor
+108,6.733837393436153,2.5042786859769457,5.890808261182147,1.818029100168201,Iris-virginica
+109,5.037206455621858,2.0,3.4718710536714905,0.9863087750471898,Iris-versicolor
+110,5.807061661161768,2.7928137128951143,5.123579748036489,2.381342935470573,Iris-virginica
+111,6.642493126203818,3.0,4.489008297779294,1.4051394288737242,Iris-versicolor
+112,6.054273627785625,2.9084714728226113,4.614207798111303,1.443165226006868,Iris-versicolor
+113,7.9,3.7600720522900324,6.408992868419067,2.0426937253853086,Iris-virginica
+114,4.584582671021858,3.6477477139223655,1.0,0.20073511460897214,Iris-setosa
+115,7.605512384799524,3.0,6.60940678237866,2.1118703899079634,Iris-virginica
+116,5.318232983298731,3.3859328391991053,1.511367080232546,0.46903669577556384,Iris-setosa
+117,6.0155439978522045,2.2040797700273207,5.012475887790157,1.4984652357891823,Iris-virginica
+118,6.266245569791248,2.605966788855922,4.9327802069815245,1.8513785889622971,Iris-virginica
+119,7.9,3.83979734805923,6.389998397475933,2.0386395888242705,Iris-virginica
diff --git a/iris/tab_ddpm/4_0/11/test.csv b/iris/tab_ddpm/4_0/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/11/train.csv b/iris/tab_ddpm/4_0/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/11/val.csv b/iris/tab_ddpm/4_0/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/12/synth.csv b/iris/tab_ddpm/4_0/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f93d5bd97240f27d2ee1b04e9f964639bf9d965b
--- /dev/null
+++ b/iris/tab_ddpm/4_0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.447000115717665,3.1677880280605972,5.277500455912124,2.2937174146439974,Iris-virginica
+1,6.616422818784609,3.0,4.410386529032011,1.3933003727494544,Iris-versicolor
+2,5.476869747460068,4.2,1.379703808517678,0.1969089802653804,Iris-setosa
+3,5.091199832408442,3.2915984559822604,1.8140326188327751,0.5144361138568935,Iris-setosa
+4,5.8155222517937695,2.812620784756876,5.093019384083061,2.373110895452125,Iris-virginica
+5,5.9260139972416255,2.8418509814200688,4.606013933041658,1.3075989366214797,Iris-versicolor
+6,5.689077455648548,3.0084304359715563,4.596874913712992,1.5807983265803636,Iris-versicolor
+7,5.787973413533124,2.6884974303150964,4.10268238665748,0.8862099793736178,Iris-versicolor
+8,6.370713191958414,3.204697821626969,5.214130191558158,2.1532554826448047,Iris-virginica
+9,4.3,3.0,1.0949337380955024,0.1,Iris-setosa
+10,4.798141793319392,3.3988504526989,1.7291251467002562,0.20078449671702644,Iris-setosa
+11,5.371257042521991,3.8798109353322,1.3022174679937892,0.41842657475139455,Iris-setosa
+12,7.9,3.8691595264715954,6.4550010493278425,2.040603454316423,Iris-virginica
+13,5.6683325088501775,2.575683114464476,4.026393314221161,1.1554461302108388,Iris-versicolor
+14,5.403063300250503,3.0,4.495201371916372,1.4884323868721392,Iris-versicolor
+15,5.813472119334196,2.695315638368865,4.075498025088414,0.9094426275113775,Iris-versicolor
+16,6.0442414231963655,3.1829971225056117,4.847510622258419,1.7638511523564997,Iris-versicolor
+17,4.80403714852803,3.0,1.4022401992173852,0.33154351193342785,Iris-setosa
+18,5.085430256045997,3.7566669316663224,1.5989331491627656,0.1952767863631833,Iris-setosa
+19,4.580877552802474,3.647609383217359,1.0,0.19407343854842693,Iris-setosa
+20,6.776132363831185,3.1803053912563675,5.865627416317609,2.2860527295015722,Iris-virginica
+21,6.100550074713377,2.9068058272234665,4.69028093146162,1.4170814346117653,Iris-versicolor
+22,6.151790211008296,2.276651365087287,5.011042708082997,1.6501635125168177,Iris-virginica
+23,4.300000667796367,3.0,1.1023821481186205,0.10000009671733069,Iris-setosa
+24,6.254195901352045,3.2934557089151615,5.940019305387866,2.499999688572599,Iris-virginica
+25,4.841082194786973,3.0,1.4213482918604199,0.10000011380185089,Iris-setosa
+26,4.4061983025924105,3.200083646938386,1.3023735823631646,0.1995412705770478,Iris-setosa
+27,6.591950466610409,3.0,4.431585397741786,1.3954164374233682,Iris-versicolor
+28,4.597866746725547,3.626176738076476,1.00000039708469,0.2005296004128044,Iris-setosa
+29,5.825329956078178,2.7353327758657473,4.183987161021681,1.0719575619127943,Iris-versicolor
+30,5.813611115729477,2.8234803389686327,5.092261493181475,2.400302924943057,Iris-virginica
+31,6.584537139910983,2.5024882438286657,5.707394062944364,1.783422626764314,Iris-virginica
+32,5.67300427442223,3.0,4.2479674891834796,1.2768660852130675,Iris-versicolor
+33,4.817919148643234,3.0,1.4048244420110794,0.32607475917083223,Iris-setosa
+34,4.62707348687646,3.601272576218581,1.0,0.20201798635689422,Iris-setosa
+35,5.000581572184444,3.0,1.6629935367617104,0.19572974940613785,Iris-setosa
+36,6.2476077306063695,3.358899466445002,5.291869514703806,2.2091916322275145,Iris-virginica
+37,6.139271074256467,2.855530177001158,4.542914191812741,1.4669613731982112,Iris-versicolor
+38,6.204896522791097,3.394087425419572,5.501399109572311,2.3065042364939883,Iris-virginica
+39,5.1811709105063,3.4062557253207766,1.3926533852417986,0.19922978756801962,Iris-setosa
+40,6.105394807191168,2.8793881651745576,4.53639783237806,1.5032546867505026,Iris-versicolor
+41,5.372616213902061,3.3942908412140005,1.5199124950051748,0.4277531921225981,Iris-setosa
+42,5.696594724166279,3.0,4.222001715625392,1.2231438450973033,Iris-versicolor
+43,5.343277472040733,3.0,4.4373157176298115,1.5003020306702195,Iris-versicolor
+44,6.498398177039686,2.797461184502136,4.549070932232597,1.5220267129998668,Iris-versicolor
+45,5.125020602376988,2.4654180319065166,2.8501090548390824,1.082012393951359,Iris-versicolor
+46,6.571420076286802,3.0,4.4113391816236485,1.4033276044471859,Iris-versicolor
+47,5.5160394985342664,2.412765632537049,3.7851100744351593,0.9808903679727505,Iris-versicolor
+48,5.856153629143459,2.800595812503488,4.610799369881463,1.2268313563720972,Iris-versicolor
+49,5.032547245522527,3.7899499179128044,1.5816047990576942,0.19684534378072122,Iris-setosa
+50,5.152840815334946,2.559926363623002,3.427136654421565,1.1850258749053537,Iris-versicolor
+51,4.978743822243238,3.0,1.5736082360783548,0.19973360286541375,Iris-setosa
+52,7.67473930168026,2.6008299516095557,6.899998907684804,2.302965294093965,Iris-virginica
+53,4.789878814357065,3.3982970762229345,1.795968026628806,0.19704920940123555,Iris-setosa
+54,7.120352629972655,3.200311077920082,6.013282986843926,1.7706875592131333,Iris-virginica
+55,5.036691557924847,2.0000006435115663,3.616319304533855,1.0058834834259447,Iris-versicolor
+56,7.611541203010589,3.0,6.607078498814804,2.0694767770049096,Iris-virginica
+57,5.6994583662437455,3.0,4.222775328423003,1.1944147287395477,Iris-versicolor
+58,6.285928750438322,3.4058714192233768,5.610353022165976,2.397675125757142,Iris-virginica
+59,7.694749045567305,2.586642272853662,6.9,2.288498254009653,Iris-virginica
+60,4.924978818614884,3.113403826696277,1.4968520059372785,0.1,Iris-setosa
+61,5.201046632336572,2.5084611264595327,3.401376121874792,1.1149926432830481,Iris-versicolor
+62,6.494518233683469,2.811879072831573,4.580078863769877,1.4932071196851258,Iris-versicolor
+63,5.475888156690726,3.0,4.539641566254175,1.5060715415359187,Iris-versicolor
+64,4.7919136114451755,3.398074759308064,1.8031042164148938,0.20132177489477485,Iris-setosa
+65,4.3,3.0,1.0973819431724474,0.1,Iris-setosa
+66,6.37497820007306,2.7973439473402646,4.585073277860566,1.4749820429513654,Iris-versicolor
+67,5.04123782404782,3.6132075324228152,1.3970199314721687,0.20092335647942167,Iris-setosa
+68,6.0599989333003315,2.7907590840916647,4.688071474786446,1.2187521005160953,Iris-versicolor
+69,5.540005838087566,3.0,4.5313168566007676,1.5154016603493385,Iris-versicolor
+70,7.623820180841923,3.0,6.522511026111911,2.184614820081207,Iris-virginica
+71,5.458837138298676,4.199999151525096,1.3888484018491447,0.2120376595180735,Iris-setosa
+72,4.3,3.0,1.0945746165459322,0.1,Iris-setosa
+73,5.031113295066806,2.000001034534499,3.5684082482681054,1.0265655567996002,Iris-versicolor
+74,5.502909516238308,3.4913226010475467,1.5184609423898459,0.3672015209629767,Iris-setosa
+75,5.033711962469629,2.0000006211806935,3.6146637357481217,0.9568869942333084,Iris-versicolor
+76,4.980007828345767,2.000000580957737,3.33817910139887,1.0098096120537394,Iris-versicolor
+77,6.055676119835274,2.249284389364743,4.998878171931511,1.5539274951051094,Iris-virginica
+78,5.804410273587494,2.789821866449194,5.111346848307649,2.3658502011920226,Iris-virginica
+79,5.394872117754157,3.0,4.476424027460837,1.5022731174535477,Iris-versicolor
+80,6.787053712836955,2.8153624371675288,4.804242358022421,1.4203577427543268,Iris-versicolor
+81,5.615641181445494,2.517024982385807,3.836151450572253,1.0713607603615287,Iris-versicolor
+82,5.174621108990029,2.51657175026515,3.4943108916029733,1.1936660327983193,Iris-versicolor
+83,5.7787025377378605,2.707382678798173,4.140759039099812,1.0176328309462852,Iris-versicolor
+84,5.008397687728913,3.0,1.7537219365547632,0.2048101045221495,Iris-setosa
+85,4.3,3.0,1.0957017618536145,0.1,Iris-setosa
+86,5.92561651070923,3.206575778846125,4.8116877196076455,1.790043350053365,Iris-versicolor
+87,6.017359360380849,2.20951417922094,3.9910170435313814,1.0143472037304677,Iris-versicolor
+88,4.626233317764864,3.189650058175928,1.3997640529813298,0.20195909670914966,Iris-setosa
+89,6.429050115979295,3.1753036476822887,5.169709769288322,2.1510129516303484,Iris-virginica
+90,6.536557611309883,3.165210050881677,5.227113674950658,2.276481196945864,Iris-virginica
+91,5.88523638751806,3.1908403557658387,4.766735099829136,1.7723604840538922,Iris-versicolor
+92,5.693487447731443,2.786643675882036,4.474788809804522,1.261679337787931,Iris-versicolor
+93,5.3031776134773825,2.5523615891114195,3.8150970733386687,1.3316810118525488,Iris-versicolor
+94,7.708124957085707,2.806664667309901,6.700464691384086,1.9973577190392386,Iris-virginica
+95,6.875331313308461,3.1044196471125387,5.144382115417009,2.283906307812688,Iris-virginica
+96,6.706305043037779,3.0,4.978028483112899,1.696170778185323,Iris-versicolor
+97,6.296051773190353,3.3902704472190877,5.610388688396038,2.3956090870691664,Iris-virginica
+98,4.39224297375457,2.8944733762521437,1.3862900133427098,0.19673282938191355,Iris-setosa
+99,5.953506099831463,2.1760207799131384,4.958684164735196,1.455863451102164,Iris-virginica
+100,7.159167294484995,3.193065875236862,6.020178307824786,1.8251995686899092,Iris-virginica
+101,4.634078729401992,3.148406311316104,1.4359035853992845,0.19867981108726224,Iris-setosa
+102,7.706337942635563,2.561052600332271,6.9,2.3019192813175544,Iris-virginica
+103,5.111681650471814,3.4745336403726643,1.402791945549472,0.20130490762351583,Iris-setosa
+104,5.243605585340105,2.519148924002917,3.665612886872423,1.241849664634104,Iris-versicolor
+105,5.256046570207987,3.7878634527248676,1.3605487877125413,0.23948656522217177,Iris-setosa
+106,6.83024632470336,3.076780057668516,5.103327417553324,2.2901235692328985,Iris-virginica
+107,5.935944960482553,3.249259426380055,4.725171793548032,1.7079022939949147,Iris-versicolor
+108,7.704426847153752,2.8277834625926093,6.698776300703316,2.0286654286811663,Iris-virginica
+109,6.012617026544547,2.194068173854944,3.968519405234292,1.00479669191632,Iris-versicolor
+110,6.269493804721693,3.2978051201485084,5.951389007546427,2.5,Iris-virginica
+111,4.3000007422337685,3.0,1.1030911166852728,0.10000009458992319,Iris-setosa
+112,5.758339050402689,2.8062351631987426,5.111572294958165,2.412439892438055,Iris-virginica
+113,5.007239466251219,3.0,1.5975591442798132,0.19369353501154257,Iris-setosa
+114,4.509827231369034,3.2197442438483246,1.3757434845048229,0.19547256363444535,Iris-setosa
+115,5.001138529433783,3.6035430171973455,1.3891465801511487,0.19807176343267857,Iris-setosa
+116,7.685859209155925,2.7868494008003832,6.6973812849400565,1.982405560742019,Iris-virginica
+117,7.682939315744656,2.808988817009654,6.691228413558858,1.997604004010108,Iris-virginica
+118,6.062767661940424,2.748904320665839,4.648465741150987,1.127594848202496,Iris-versicolor
+119,6.267148208192716,3.327141861538555,4.672617626367559,1.6052172777486147,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/12/test.csv b/iris/tab_ddpm/4_0/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/12/train.csv b/iris/tab_ddpm/4_0/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/12/val.csv b/iris/tab_ddpm/4_0/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/13/synth.csv b/iris/tab_ddpm/4_0/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e7a3c8789a3f0ff202886ce41b7942cee2668b7b
--- /dev/null
+++ b/iris/tab_ddpm/4_0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.810040307265792,2.680737891540062,5.080966889768723,1.8880896066273605,Iris-virginica
+1,5.006535435836777,2.000000527258025,3.435999866997608,0.8382953967674112,Iris-versicolor
+2,4.573612916388542,3.0,1.4846132054005383,0.20219435903309388,Iris-setosa
+3,5.799502345179148,2.695939602371564,5.102294881753424,1.8895512194361117,Iris-virginica
+4,6.022491083439203,2.1984137811114692,5.037168179178531,1.5457694705825824,Iris-virginica
+5,5.018378574575863,2.000000604042834,3.4802873483773715,0.9738460298690783,Iris-versicolor
+6,5.656217746814886,2.9994617028121575,3.9390586418072555,1.261243790976609,Iris-versicolor
+7,4.300001107521312,3.0,1.1151918133860603,0.10000016043342062,Iris-setosa
+8,4.408557360496647,2.8915819147275004,1.3895569071470146,0.19463139667879814,Iris-setosa
+9,6.014225581550316,2.215090483685741,5.024668301048468,1.4880420520675368,Iris-virginica
+10,7.174455024557183,3.177524988578487,6.027219669423683,1.797868274777961,Iris-virginica
+11,4.300000576858348,3.0,1.1084631828742684,0.10000009783562393,Iris-setosa
+12,7.1392385097586555,3.187529683149966,6.019441564544107,1.786345294291997,Iris-virginica
+13,4.891158854440318,3.096214471780986,1.49221025142668,0.1,Iris-setosa
+14,6.485187627121303,2.803237292136209,4.593836923348605,1.482397627068728,Iris-versicolor
+15,6.074239020870307,2.7839781472600387,4.6677025158437075,1.1710376307011192,Iris-versicolor
+16,5.7973659450387345,2.758651146759737,5.0894620721145145,2.282586096514157,Iris-virginica
+17,6.176316875598346,2.804395259818788,4.769034176857602,1.789500932541481,Iris-virginica
+18,4.300000510020661,3.0,1.0995512601607615,0.10000010053558721,Iris-setosa
+19,7.695738241589778,2.5999257805770344,6.899998751693104,2.285882459297193,Iris-virginica
+20,6.285969365261189,3.4027898582508187,5.557912887342246,2.3886560832436112,Iris-virginica
+21,5.199311804619736,3.4020729739269853,1.3890956829265457,0.1993495462581843,Iris-setosa
+22,4.785612867032179,3.0,1.4018820977048978,0.10000009015972859,Iris-setosa
+23,5.0033240076162935,2.000000954861154,3.6251857427056375,0.9916325495195945,Iris-versicolor
+24,6.218400152903116,2.2320873758103383,4.460232870375304,1.4764717285781659,Iris-versicolor
+25,5.086323843701572,3.2937993801061776,1.6280684058632224,0.5142086853810333,Iris-setosa
+26,6.762653940571743,3.1857948381411285,5.773796870127826,2.3007993328808887,Iris-virginica
+27,5.0100222665772725,2.0,3.23904803854938,1.0404414946078493,Iris-versicolor
+28,5.799082454819262,2.700395564049843,5.085265635785574,1.9168625927011498,Iris-virginica
+29,7.7324751549233115,2.5940045686140403,6.9,2.307402771061311,Iris-virginica
+30,6.171487935117707,2.7846132803424686,4.811756892694249,1.8143153692682354,Iris-virginica
+31,5.376810223585252,3.9342589266746573,1.3013178282286826,0.47246039250986277,Iris-setosa
+32,6.700761683220557,3.0,5.010758559692574,1.7216744844796266,Iris-versicolor
+33,7.705187142368737,2.6009122663534794,6.899998706397452,2.285517301123948,Iris-virginica
+34,6.18529748224139,3.403452028350248,5.407735018639721,2.304539132481932,Iris-virginica
+35,4.736232219093825,3.0,1.40116391798243,0.26773819631081985,Iris-setosa
+36,4.911601553212637,3.1152060009975346,1.5066364658456268,0.1,Iris-setosa
+37,6.463103867804842,3.1314849664825393,5.158504531362987,1.9701657048637284,Iris-virginica
+38,6.034548176609377,3.3853255815717045,4.539047495013028,1.6129369759216041,Iris-versicolor
+39,5.797421709174469,2.711051719852472,5.096622590552416,1.9022680963703678,Iris-virginica
+40,4.528784484041051,3.1446020382690687,1.3852967700069674,0.1965575339858972,Iris-setosa
+41,5.094115383784991,3.7653683981841626,1.5782806899484605,0.20198844572785793,Iris-setosa
+42,4.3,3.0,1.1007868831427614,0.1,Iris-setosa
+43,6.1274349193297954,2.610881881904782,5.633020002499483,1.4164790124155218,Iris-virginica
+44,4.396666271504262,2.9161534778649134,1.3886582905133045,0.20163094786033145,Iris-setosa
+45,4.300000760177181,3.0,1.102017005747922,0.10000014471324296,Iris-setosa
+46,6.12443665998438,2.5979191131890382,5.623245668520948,1.4073484958192901,Iris-virginica
+47,4.822612455483509,3.0,1.4035642555216696,0.10000009341946596,Iris-setosa
+48,6.257955644711022,3.366113355170509,5.377430734548095,2.2934280700005827,Iris-virginica
+49,4.773754090752165,3.401832840939981,1.6953257246408604,0.20000235918882053,Iris-setosa
+50,5.4988776785833675,4.2,1.402973491069809,0.20735766150651863,Iris-setosa
+51,6.196539142767932,3.3990858225143112,5.412358283289949,2.300674011517854,Iris-virginica
+52,4.970379444984314,2.0,3.5730136002910173,0.9766635643431714,Iris-versicolor
+53,5.69833708583903,3.804252839636558,1.9243976097413102,0.3254854799653061,Iris-setosa
+54,6.306352934881005,2.6772839401103585,4.929053596429993,1.8199225196122315,Iris-virginica
+55,6.312150611602609,3.3045122759079564,5.935696865370139,2.4999997702696564,Iris-virginica
+56,5.842773664348227,2.8775419451153352,4.419456373796152,1.4226102471077948,Iris-versicolor
+57,7.682280552963138,2.5822281436997443,6.9,2.301117963717462,Iris-virginica
+58,7.220707317711915,3.2045080866311424,5.966132337151527,1.8000002362769103,Iris-virginica
+59,5.012638052576865,3.0,1.6450555568985537,0.19973078612554146,Iris-setosa
+60,5.792866541819291,2.697663746706327,5.114313452549698,1.8990172752861045,Iris-virginica
+61,6.822886367721143,3.1954494425425097,5.563390469362904,2.3018421072029827,Iris-virginica
+62,6.495231525962912,3.0,5.780070124030163,2.203907691375623,Iris-virginica
+63,4.996116133522374,3.6038110105878163,1.4070303540635876,0.1984857948786371,Iris-setosa
+64,7.671874524788935,2.780956349579984,6.683176813531594,1.9733371956482004,Iris-virginica
+65,5.136414052223275,3.8126343919291497,1.678159907896175,0.20085111587143922,Iris-setosa
+66,6.862543858860446,3.18160409306542,5.809390645201661,2.3096839989629703,Iris-virginica
+67,4.3979222823451805,2.908789999673254,1.3953016805953313,0.19084071483128173,Iris-setosa
+68,5.516788295470572,4.2,1.410638283678485,0.21148513783904135,Iris-setosa
+69,5.751073385742478,2.85785729894915,4.36961383670117,1.3814615450666607,Iris-versicolor
+70,4.603645938178689,3.2098449084663594,1.4018852069358285,0.20259074366840077,Iris-setosa
+71,5.801721755872254,2.6989223105468776,5.091802017282906,1.9058342372635333,Iris-virginica
+72,4.60113980237843,3.2071892593003537,1.427203396473379,0.19800962421536894,Iris-setosa
+73,6.045930411021361,2.917917400427208,4.5852486706354805,1.4359439277936317,Iris-versicolor
+74,4.778982143586291,3.0,1.3709403618387932,0.1000001015516571,Iris-setosa
+75,6.3144919799312635,3.291240422036476,5.882831708192988,2.4999997848279456,Iris-virginica
+76,4.388596612265937,3.1901847139825796,1.2925986776309513,0.20027161463169907,Iris-setosa
+77,4.403258466553016,2.943091852375212,1.4033904003802982,0.2060372175395458,Iris-setosa
+78,6.542781802289682,2.7939901135218945,4.660111318867053,1.488216001408049,Iris-versicolor
+79,6.248433453813116,3.409709086131412,5.448247147242276,2.3185559196070447,Iris-virginica
+80,6.345973461117497,2.5819567164316832,4.954947367439749,1.8740662829560888,Iris-virginica
+81,4.99368324491522,3.0,1.6251058174864257,0.19753256694021515,Iris-setosa
+82,4.790436089408108,3.0,1.3914768619181601,0.277738987719677,Iris-setosa
+83,5.159086986755807,2.5173531548010564,3.615451545797779,1.194388258013865,Iris-versicolor
+84,6.287063461738306,3.2946354765647548,5.971134148735076,2.4999997261030846,Iris-virginica
+85,6.943102614284004,3.078047097950611,5.143154097186095,2.3023448794329227,Iris-virginica
+86,4.591758104056393,3.1928077979659495,1.408332414954929,0.19640585196498725,Iris-setosa
+87,7.180945195372951,3.2046763444135067,6.035731404380432,1.795198900556414,Iris-virginica
+88,7.615159745558269,3.0,6.4170601466864605,2.215051871537756,Iris-virginica
+89,5.819080696040829,2.8042387771387394,5.109743847321523,2.4119242642036767,Iris-virginica
+90,6.129604710958061,2.837559300204024,4.740689552760024,1.250310279611036,Iris-versicolor
+91,6.272110683270025,2.749620443011956,4.90325019899295,1.7883651460141798,Iris-virginica
+92,7.666188893214618,2.6205942024135753,6.899998535954094,2.294587116493344,Iris-virginica
+93,5.8256467883176954,2.7964392168833747,5.09328412872272,2.3451536645089663,Iris-virginica
+94,5.983519299395318,2.844978192274467,4.553440281285661,1.2645501344746086,Iris-versicolor
+95,7.720301898431095,2.601726051790008,6.9,2.305459118532961,Iris-virginica
+96,7.722727106141826,2.603890890369684,6.9,2.3175340685055374,Iris-virginica
+97,6.7182922199208726,2.5055545884428096,5.839220878925949,1.8058361314103202,Iris-virginica
+98,5.112296896983096,2.543626161442339,3.422002717315091,1.2146450371544582,Iris-versicolor
+99,7.733346174153259,2.6297028741892605,6.9,2.302078865470235,Iris-virginica
+100,6.318758213094708,3.3162184540093076,6.02122688451651,2.4999998121229914,Iris-virginica
+101,6.006342781692229,3.3955447138640404,4.537099091166281,1.5943891774047745,Iris-versicolor
+102,7.652821763071748,3.0,6.300092744538502,2.218624646299279,Iris-virginica
+103,5.968753739791074,3.4041750992160895,4.4895264875032606,1.600766202993948,Iris-versicolor
+104,7.9,3.8615276362864552,6.387550451003934,2.006957667764072,Iris-virginica
+105,4.797151756155212,3.0,1.392070251514503,0.31526920165846795,Iris-setosa
+106,6.939503278034118,3.2102703442417444,5.7046006982996,2.2981213170776225,Iris-virginica
+107,5.299203334589548,2.5720136687724433,3.853317839177585,1.3457825611350815,Iris-versicolor
+108,7.7128422921942645,2.7798313126235805,6.711757015900214,2.0084590783391016,Iris-virginica
+109,6.012352404474253,2.903616856811123,4.454985116690174,1.5218907725515598,Iris-versicolor
+110,5.77807035212721,2.801104908465657,5.170565242350158,2.4151509399290605,Iris-virginica
+111,6.280690096856806,2.7744391066511507,4.868415901365003,1.8373279579884596,Iris-virginica
+112,5.647164418511938,2.948838079078773,3.7769032022921296,1.3012056136472554,Iris-versicolor
+113,5.689412588310868,2.8806749301992043,4.017495959959197,1.114939441001126,Iris-versicolor
+114,5.711017235262418,3.0,4.525276481448596,1.493795366464138,Iris-versicolor
+115,5.09276740478438,3.576569749033374,1.3897286328403453,0.20538900110907551,Iris-setosa
+116,4.825574658854874,3.4037075610447705,2.017997346668309,0.20039316997404052,Iris-setosa
+117,7.692361178304911,2.598106478021636,6.9,2.279076921979759,Iris-virginica
+118,6.165203766035421,2.2178145877001474,4.473444100914304,1.4651700829344865,Iris-versicolor
+119,7.2862688625619745,3.187242901320095,6.02945148002048,1.7864417686046272,Iris-virginica
diff --git a/iris/tab_ddpm/4_0/13/test.csv b/iris/tab_ddpm/4_0/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/13/train.csv b/iris/tab_ddpm/4_0/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/13/val.csv b/iris/tab_ddpm/4_0/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/14/synth.csv b/iris/tab_ddpm/4_0/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4e0c7c4b5812c181e8c65e27d066bd70985fd15b
--- /dev/null
+++ b/iris/tab_ddpm/4_0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.550220755406004,2.423016412365303,3.747784677286921,1.0112278307222786,Iris-versicolor
+1,6.052121939688986,2.7919428442060905,4.632069202994806,1.1654030245945348,Iris-versicolor
+2,5.931868927323188,2.780736631159849,4.602176622538425,1.1986216565314003,Iris-versicolor
+3,4.978911332853153,2.0,3.0633679701837613,0.9629725149282667,Iris-versicolor
+4,5.577287642503605,2.882237048019807,3.361334304862355,1.3112175980447398,Iris-versicolor
+5,4.591086991668787,3.626804592065359,1.0,0.20045406626517864,Iris-setosa
+6,6.9686597919284345,3.192084842942314,5.91718322671227,1.9009763986609673,Iris-virginica
+7,6.134400128397218,2.601932142195138,5.591180143091713,1.4259473163752667,Iris-virginica
+8,4.582858141685193,3.1138100280057737,1.4720974073180888,0.19591010313620957,Iris-setosa
+9,5.055513218939968,3.549373011976917,1.3905421926836037,0.20143355622118547,Iris-setosa
+10,7.621777854603679,3.0,6.619778077151684,2.1080639971231414,Iris-virginica
+11,6.301186965411028,2.7157024311006386,4.906462140673625,1.7771922700440692,Iris-virginica
+12,5.6858268500948075,3.0,4.143461633474026,1.1759132874871336,Iris-versicolor
+13,4.999339780353793,3.0,1.6648633915965307,0.20259539824206213,Iris-setosa
+14,5.022498057465295,2.0000008948906216,3.583699877788439,0.9093819304306303,Iris-versicolor
+15,4.3,3.0,1.0948817227628462,0.1,Iris-setosa
+16,7.611141719075915,3.0,6.599010474994455,2.086957086768291,Iris-virginica
+17,5.682877492522603,3.0,4.129665317278452,1.182928676208707,Iris-versicolor
+18,6.513805603390422,3.2063033826912775,5.088707320179376,2.0365922271759396,Iris-virginica
+19,6.803098612067406,3.2031066617761756,5.910586708867084,2.291396322984158,Iris-virginica
+20,6.2225000850175425,3.4010900390703154,5.424360674613388,2.3088706164620905,Iris-virginica
+21,5.14631605788727,2.4675494029521783,3.0384901387044554,1.0952059006495776,Iris-versicolor
+22,6.091591065231782,2.81262462038203,4.702086424660195,1.2182057533324953,Iris-versicolor
+23,6.747385474691544,3.1150480253403154,4.731141023568709,1.5123689492853727,Iris-versicolor
+24,5.374435471013775,3.4061555037842286,1.5333337885389469,0.4545323506717482,Iris-setosa
+25,6.175004478376976,2.2126998214308338,4.456869190343594,1.446217429044279,Iris-versicolor
+26,6.4175516208065195,3.1725913401515253,5.3044358181211315,2.3006002996370882,Iris-virginica
+27,6.018076805155891,2.915902508089512,4.6144856431806485,1.4449447810227112,Iris-versicolor
+28,6.783330601817661,3.190256759904968,5.934800538118336,2.2793874944417736,Iris-virginica
+29,6.1089307634227525,2.8392481861888865,4.723461423984131,1.2463312135944917,Iris-versicolor
+30,6.633650877199225,3.107331688300289,5.671295152191669,2.2773189336166455,Iris-virginica
+31,6.739684208889858,2.508199518949117,5.886556118605833,1.818018796229621,Iris-virginica
+32,6.287562844208816,2.493658451188769,5.001532087727039,1.8698772387448428,Iris-virginica
+33,6.313691972692638,2.7252817101719944,4.836018215914653,1.8042138041207871,Iris-virginica
+34,4.451430736304967,3.222347011056086,1.3350643276195742,0.19981040173285292,Iris-setosa
+35,6.014946195718786,2.1826390598362453,3.9701896675718755,1.0050189008816748,Iris-versicolor
+36,6.343690856955923,3.2907373457688074,4.715939111188196,1.6019158830777058,Iris-versicolor
+37,6.532002558137183,2.818864608338853,4.624526896872041,1.5215632785984408,Iris-versicolor
+38,6.823854035951784,3.210719896107923,5.762875863505097,2.3050525032012694,Iris-virginica
+39,6.797186683135587,3.102319478705477,5.127265446934668,2.30728217443718,Iris-virginica
+40,4.64903134027726,3.1735726994949736,1.4498335270514286,0.19829352408798748,Iris-setosa
+41,6.130445016790039,2.605101321572739,5.6319373914994895,1.4242444773127354,Iris-virginica
+42,4.3,3.0,1.1158347076110322,0.1,Iris-setosa
+43,6.1232934879717495,2.2914683084003804,5.0872897141238544,1.5974485242580274,Iris-virginica
+44,5.676953806876338,3.7812697901501946,1.6747637375856457,0.3006335768769657,Iris-setosa
+45,5.56629845853787,2.4791948757331457,3.8560223963637,1.0555082300662901,Iris-versicolor
+46,5.547333568134677,2.500351113915246,3.9961321142977715,1.2196667550124154,Iris-versicolor
+47,6.570420328696198,3.0,5.8102277687560155,2.2058195678888115,Iris-virginica
+48,6.304366580434543,2.563439204040964,4.980676103673445,1.869132927301246,Iris-virginica
+49,4.989895103216778,2.000000604758097,3.321544471104537,1.0277128097814847,Iris-versicolor
+50,5.025725458607626,3.527682756069693,1.3974411757563603,0.20023626306993172,Iris-setosa
+51,4.391273208565867,3.22751684017818,1.306197018076564,0.2002395235368618,Iris-setosa
+52,5.362500665419781,2.4623261489060355,3.710292664185121,1.03855660945041,Iris-versicolor
+53,6.106044762322955,2.820887902095473,4.668525708751868,1.2056147926298406,Iris-versicolor
+54,4.804920004065637,3.410108322923913,1.7496177925032992,0.19609012007480078,Iris-setosa
+55,4.3,3.0,1.1067500250886204,0.1,Iris-setosa
+56,5.975579620731212,2.7550874376581977,4.570403556017351,1.0912473331942845,Iris-versicolor
+57,6.824520857743424,2.52503273427755,6.061126262111184,1.8551352345681125,Iris-virginica
+58,4.995593999084528,3.537682522874235,1.4091281998656522,0.19889775854091019,Iris-setosa
+59,5.380950067727604,3.4039214609604564,1.5373811980384642,0.38311645933132515,Iris-setosa
+60,7.134787566015267,3.1795716258112123,5.976393374819407,1.7872559617540724,Iris-virginica
+61,6.232511280482245,2.779158214333255,4.8061096346609755,1.8058060553568072,Iris-virginica
+62,6.6905485016765525,3.1074749727988666,4.714955837709295,1.494746344811987,Iris-versicolor
+63,5.445345397183286,3.0,4.455581090487952,1.5038268051685328,Iris-versicolor
+64,5.9147912737597075,3.2163059567457473,4.787506662556281,1.8087496735970723,Iris-versicolor
+65,5.80840724951116,2.6920978173703562,4.079581714262189,0.9882958141289275,Iris-versicolor
+66,5.898690763330182,2.751165010845069,5.129976105402116,1.9568428976780412,Iris-virginica
+67,6.253534104799218,3.3856201569988524,5.464827546848349,2.316906027119666,Iris-virginica
+68,5.481997167348234,2.501314780154958,3.975880030820007,1.3047655818912238,Iris-versicolor
+69,7.715150091007432,2.6013895211568454,6.899998728678383,2.307767456157231,Iris-virginica
+70,7.6830862289165305,2.601605686134423,6.899998987697779,2.3002408909895964,Iris-virginica
+71,5.544904875850931,2.4296566462280893,3.833396663219766,1.1126737483588847,Iris-versicolor
+72,4.973086965208394,2.0,3.316879841642743,1.0176399658760902,Iris-versicolor
+73,6.533949371874303,2.8430786350100257,4.634843916143677,1.4961042498535873,Iris-versicolor
+74,7.7376857716451255,2.590532965537574,6.899998746158263,2.317536894820615,Iris-virginica
+75,5.1447138858006385,2.508595512279373,2.9600221954370762,1.124550003479014,Iris-versicolor
+76,4.409275545235096,2.9010990223928492,1.4120745283042577,0.19992214223082494,Iris-setosa
+77,4.787209662699924,3.397135244109658,1.6284740561042168,0.20045779347027626,Iris-setosa
+78,4.3,3.0,1.1061800498733347,0.1,Iris-setosa
+79,7.695342728468972,3.0,6.138508864816059,2.294918323696691,Iris-virginica
+80,5.003678859657934,3.6828398943506295,1.4034256054971077,0.20605102045597576,Iris-setosa
+81,4.576054640327698,3.614886937629811,1.0,0.20483043311853122,Iris-setosa
+82,5.629469468021203,2.873633182442749,3.7619652541511908,1.2784444228457033,Iris-versicolor
+83,6.5251748915343395,3.186290328752012,5.095047554045396,1.9875238506971629,Iris-virginica
+84,4.914694603317243,3.09114728111434,1.5284740360625695,0.10000010978981543,Iris-setosa
+85,5.7112552382599295,3.0,4.239122696351011,1.2280418572780276,Iris-versicolor
+86,7.245549716541648,3.0860928715466116,6.192699012929084,2.2359687570944913,Iris-virginica
+87,4.875659448641867,3.0,1.426688947800883,0.1,Iris-setosa
+88,4.3,3.0,1.1111353575681466,0.10000012018719584,Iris-setosa
+89,5.673241945381972,3.0,4.503178036890517,1.5309954636229661,Iris-versicolor
+90,6.0214310304595555,2.19316313976933,4.952476813278256,1.513962056614194,Iris-virginica
+91,6.178897444201959,3.401446985949916,5.460072945002651,2.3253005017516477,Iris-virginica
+92,5.000378903686074,2.0,3.087931752312641,1.0071586657543694,Iris-versicolor
+93,4.3,3.0,1.1022217594004646,0.1,Iris-setosa
+94,6.081962152715009,2.9317417185758163,4.596401173311576,1.5121870670446105,Iris-versicolor
+95,5.031098605052365,3.4434437816889365,1.818829326385014,0.3278523473480853,Iris-setosa
+96,6.239632572434808,2.1834329139222537,4.517063140893074,1.4891996979094315,Iris-versicolor
+97,6.292625115934742,3.4064787079180987,5.598570282617341,2.3983804107300104,Iris-virginica
+98,6.0664411925259225,2.8447381226747774,4.716198515159212,1.3143404972302895,Iris-versicolor
+99,7.611783765515509,3.0,6.589597620756571,2.0861893471448067,Iris-virginica
+100,4.906127406668296,3.1333017958347735,1.5126797497172002,0.1,Iris-setosa
+101,5.032906097831012,3.693825182068392,1.6257461650735365,0.19874536534150716,Iris-setosa
+102,5.174522964287303,3.3968417284135652,1.3993105764630005,0.1960976909724333,Iris-setosa
+103,6.0265594161824545,3.389847533247956,4.53073106837468,1.5942064197715302,Iris-versicolor
+104,6.454091215752551,3.1883691438188304,5.189844389739322,2.2124346373215382,Iris-virginica
+105,6.485064136141694,3.0,5.740255945784842,2.220655942570409,Iris-virginica
+106,4.402913678475881,2.8920988535959182,1.367389333957935,0.20047318297094235,Iris-setosa
+107,4.809797699096042,3.0,1.4084741976009283,0.1,Iris-setosa
+108,5.486246576277873,2.5089910380000378,4.010688981064056,1.312609947874449,Iris-versicolor
+109,6.008421943041367,3.380606521864972,4.531841587346005,1.6075538494285626,Iris-versicolor
+110,5.744394136923501,2.9717343438114643,4.122801739200568,1.1987445698148624,Iris-versicolor
+111,7.220572550398937,3.0857577866043733,6.376279541811444,2.16404251895183,Iris-virginica
+112,7.017686135958749,3.1109495057999648,5.214907719005925,2.3007350913409077,Iris-virginica
+113,4.588222044206605,3.228693273226005,1.4036764297851074,0.19416921822706928,Iris-setosa
+114,5.021214846942006,3.5913102678320175,1.394786069582505,0.20396314398071794,Iris-setosa
+115,5.118771667572543,2.627832636927894,3.76383726703346,1.3533591330367583,Iris-versicolor
+116,4.514638189646646,3.1545494403287977,1.424701625407904,0.20079258781943707,Iris-setosa
+117,4.974305196874577,3.7116536606746773,1.5452457284257357,0.2019587141054713,Iris-setosa
+118,6.904705342158125,3.158798784687977,5.555146744115089,2.3065119855191343,Iris-virginica
+119,5.805586236714634,2.804815010510548,5.082323572621853,2.4144503710512812,Iris-virginica
diff --git a/iris/tab_ddpm/4_0/14/test.csv b/iris/tab_ddpm/4_0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/14/train.csv b/iris/tab_ddpm/4_0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/14/val.csv b/iris/tab_ddpm/4_0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/15/synth.csv b/iris/tab_ddpm/4_0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cbe1a6a0d1d41a9ebe61943b56cd17145b2eaef0
--- /dev/null
+++ b/iris/tab_ddpm/4_0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.71169216455568,2.7788209757477937,4.483261782965756,1.2623149634619661,Iris-versicolor
+1,5.735610723655693,2.855705249292426,4.371218687218113,1.3585035905777163,Iris-versicolor
+2,5.553978731720497,3.0,4.497853434219276,1.5052600957970184,Iris-versicolor
+3,5.000876324282366,2.0,3.5883206501372977,0.9372731819099434,Iris-versicolor
+4,4.3,3.0,1.0875833930575611,0.1,Iris-setosa
+5,5.503207519980712,2.4975066431773727,4.043186463051091,1.3095339431092756,Iris-versicolor
+6,5.976534501467601,2.9200308594496716,4.5409472985429975,1.5188029448366287,Iris-versicolor
+7,6.167799394056916,2.2021723404568347,4.462942974769142,1.477556239307132,Iris-versicolor
+8,6.931334307706996,3.1108672933288624,5.187421918677762,2.281788386345693,Iris-virginica
+9,7.696438378272367,2.583633510635,6.9,2.292352953575468,Iris-virginica
+10,5.471252805746161,3.0,4.504422805373584,1.513965239840223,Iris-versicolor
+11,6.4645800155206965,3.173192992287909,5.082415652091776,2.0074607121490344,Iris-virginica
+12,4.3,3.0,1.0968161382297013,0.1,Iris-setosa
+13,7.6835516814719025,3.0,6.1561828702067976,2.263512859471635,Iris-virginica
+14,7.899996573985943,3.6797786865413857,6.455719999817844,1.9687827026235285,Iris-virginica
+15,4.998684795997483,3.653478472799996,1.377349600532821,0.20163197834508553,Iris-setosa
+16,4.987875161126698,2.0,3.4397866274131763,0.8786751684572625,Iris-versicolor
+17,5.6337518310013355,2.9000208050317777,3.642173182675487,1.3044156632366104,Iris-versicolor
+18,6.371012738042847,3.2863566270935496,6.044038055546059,2.5,Iris-virginica
+19,4.866404084544473,3.00818386420643,1.4533395221960586,0.10000009718568083,Iris-setosa
+20,5.66461762277741,3.7900223867300404,1.8868933598849051,0.4030010722744858,Iris-setosa
+21,5.849690477520364,2.965620551614389,4.499031601710654,1.5086645323691072,Iris-versicolor
+22,5.689992694951108,2.582536744711946,3.873091237992309,1.0974501746479337,Iris-versicolor
+23,7.9,3.7964917304293473,6.421686768010832,2.0195429684694197,Iris-virginica
+24,6.2822845467970705,2.67004537965264,4.898188272536979,1.7867766256393358,Iris-virginica
+25,6.002945530236395,2.184240299111022,3.9108400635637413,1.0398934488205112,Iris-versicolor
+26,4.586116518284048,3.111882311063556,1.5026323853809957,0.19550915765767318,Iris-setosa
+27,5.50197150179543,3.0,4.528866438186395,1.4970683092370025,Iris-versicolor
+28,6.290620097769173,3.3831657339164503,5.542990257695006,2.3757356955864246,Iris-virginica
+29,5.868419811330283,3.212094248220535,4.7591820670588945,1.8149730466497918,Iris-versicolor
+30,6.746356805973142,2.861134803581749,4.8001303623798375,1.4663984599272397,Iris-versicolor
+31,4.440925610012917,2.955360810526731,1.421513995665421,0.20738539635342615,Iris-setosa
+32,5.401185214042954,3.9347841720467045,1.2690938463190413,0.38795185958596556,Iris-setosa
+33,4.300000624409427,3.0,1.1006714934045756,0.10000020415295664,Iris-setosa
+34,6.678790408429513,2.4789643111715396,5.764512838542106,1.8231973026186907,Iris-virginica
+35,4.579599246955034,3.6021808614804893,1.0000004708299306,0.19861089180568295,Iris-setosa
+36,5.106624108317905,3.47133951610293,1.3884229894944904,0.19726242610635747,Iris-setosa
+37,6.338993776569423,3.296524461170381,6.04337059440223,2.4999996039311543,Iris-virginica
+38,5.1672905659435635,2.660847932805811,3.8970035554580407,1.4151926012921523,Iris-versicolor
+39,7.186103112496431,3.18597345336921,5.955931451242908,1.8188207452416498,Iris-virginica
+40,4.5788161120224915,3.0774245595755,1.4632877002166862,0.20215779706425555,Iris-setosa
+41,5.104972448984503,2.49464326333822,3.409579683684422,1.119542984730984,Iris-versicolor
+42,6.0834720109052505,3.3427240713310713,4.605607182292176,1.60685444206388,Iris-versicolor
+43,7.712357160809258,2.6135260248926517,6.8999989737058955,2.294450586213844,Iris-virginica
+44,6.705896137941424,2.5095179943453516,5.865012496301559,1.809430105924541,Iris-virginica
+45,7.899998657576705,3.770189775488327,6.381267013334752,2.024280903946151,Iris-virginica
+46,5.784794210549551,2.809231854260112,4.1867678527092345,1.166266238564168,Iris-versicolor
+47,6.218613790513499,3.393156352181324,5.43967344121776,2.3079785163967967,Iris-virginica
+48,6.6582374321100595,3.1876245612292893,5.290816344063482,2.2260802507010866,Iris-virginica
+49,4.989604676575213,2.0,3.555377357879536,0.942466373157218,Iris-versicolor
+50,7.685355578320581,2.6189375391174314,6.89999896214354,2.305539645328142,Iris-virginica
+51,5.5866386178848915,2.472199507117873,3.9309707150762194,1.1353279605896187,Iris-versicolor
+52,5.230878793044896,3.3995299296824895,1.3890816948432478,0.2003639605279446,Iris-setosa
+53,7.704066625338746,2.60419576382871,6.9,2.307642200746219,Iris-virginica
+54,5.490642234609172,4.2,1.3758549258486572,0.19601666972202714,Iris-setosa
+55,4.639890558915349,3.208507987356582,1.4052974588437013,0.20013093046696834,Iris-setosa
+56,6.7088627670484415,3.121962019032267,4.701669575755703,1.503264120482873,Iris-versicolor
+57,4.300000600468261,3.0,1.1064960498862395,0.10000010331998899,Iris-setosa
+58,5.834741532489201,2.2757095605060003,4.0085317851961175,1.0156165149435077,Iris-versicolor
+59,6.459919607286796,3.0728108683875335,5.387848283693622,2.290597472907827,Iris-virginica
+60,5.7830539796013305,2.6947548033812243,4.115319942386305,1.0134428695529918,Iris-versicolor
+61,4.898249673672933,3.099041006900915,1.5118988864897456,0.10000010065628878,Iris-setosa
+62,5.776427853566402,2.783442653186996,5.156301137595165,2.3358075170848203,Iris-virginica
+63,6.823421177263319,3.180771532239672,5.8107452155587165,2.306375109972289,Iris-virginica
+64,5.812868326371914,2.692610427465969,5.1240450550630126,1.9186225029930852,Iris-virginica
+65,6.192994825918112,2.789809458911334,4.768356671234144,1.8222601640907765,Iris-virginica
+66,7.715174381867057,3.0,6.164661668874779,2.274402182720794,Iris-virginica
+67,7.674379781578631,2.5833301370431956,6.899998788172144,2.283923391017203,Iris-virginica
+68,5.07729805659249,3.009485348952863,1.8354402632720546,0.20372109961876297,Iris-setosa
+69,6.068196557748776,3.3664720524242573,4.603812447158164,1.6167103029338057,Iris-versicolor
+70,6.595853190065864,3.0,4.376696620806433,1.3990186139325402,Iris-versicolor
+71,6.111286299700738,2.8377472248895876,4.730650343681435,1.295990009302077,Iris-versicolor
+72,6.251702516370923,3.3983942268418414,5.499318368845264,2.3363856042975257,Iris-virginica
+73,5.552155080074744,2.4347807269392763,3.823941415484134,1.1113043118141677,Iris-versicolor
+74,7.706729009469866,2.6072908300594433,6.8999980361691415,2.3071484690339537,Iris-virginica
+75,6.323423964838182,3.310718361898394,5.990896778596203,2.5,Iris-virginica
+76,4.399662922498684,3.215674402087906,1.3015212432126977,0.20320665560507595,Iris-setosa
+77,5.70634487239374,3.0,4.2510997303962705,1.2351897267362604,Iris-versicolor
+78,7.571828735645232,3.0,6.619147924894456,2.1095349464124857,Iris-virginica
+79,6.684223612843517,3.0,4.895598403184873,1.6304270394167233,Iris-versicolor
+80,6.625926110701302,3.0,4.4930982071559065,1.4275791328240763,Iris-versicolor
+81,6.743075571183165,2.497941029214369,5.86002140259408,1.8152666749308661,Iris-virginica
+82,6.789247161045807,3.1813629303098354,5.4128706946958305,2.225573991875205,Iris-virginica
+83,6.49694621398527,2.7749517370395074,4.5596000413323505,1.4931076045413003,Iris-versicolor
+84,5.4657738620040215,3.0,4.521530038515602,1.5052196760609822,Iris-versicolor
+85,6.301259646007839,3.397154703470176,5.581330327875488,2.3734915876351264,Iris-virginica
+86,6.23476466043236,3.394100612662894,5.417718238329919,2.323703439308433,Iris-virginica
+87,5.472447899024451,4.1999990179536315,1.3627880317229242,0.19751373010658912,Iris-setosa
+88,7.710945582112489,2.808014124637173,6.696714180215361,2.0123163331971736,Iris-virginica
+89,6.075920954280908,2.8918261942654633,4.6202234329880065,1.479712960055353,Iris-versicolor
+90,6.695062238804893,3.0,4.994424572390819,1.6992140351816878,Iris-versicolor
+91,6.5594638910953735,3.0,5.834617034891259,2.189131119975327,Iris-virginica
+92,5.425727874455643,3.9112184172324134,1.3121746969512813,0.39505414076096906,Iris-setosa
+93,6.4616839143315765,3.208562659147399,5.141446636155643,2.1495668618274766,Iris-virginica
+94,4.599671141032564,3.655166853162247,1.000000490344799,0.20108667217879278,Iris-setosa
+95,5.496000927260125,4.1999991887975945,1.4134235114507396,0.19891628595229238,Iris-setosa
+96,4.915664689476352,3.4057619074689076,1.4606645868594332,0.20502895304498162,Iris-setosa
+97,6.121055979660359,2.230891710609056,4.368973275042318,1.4097606149858806,Iris-versicolor
+98,5.494225572636928,4.1999992723371165,1.3941277984102216,0.2046084406721944,Iris-setosa
+99,4.406832058049549,2.894814173100907,1.4184999364674031,0.20188032074860526,Iris-setosa
+100,6.312638090627232,2.7014032546635995,4.928028507139852,1.792249082805583,Iris-virginica
+101,5.789138066426013,2.663720987427,4.025909177640381,1.0251977664747274,Iris-versicolor
+102,6.242197510471668,2.194007116583962,4.501690328231504,1.493214888185972,Iris-versicolor
+103,5.517727585077889,3.0,4.4549045929285835,1.4786066085645966,Iris-versicolor
+104,5.491168217614846,4.199999148011496,1.4003956615203323,0.19174264340824082,Iris-setosa
+105,6.557233117099756,2.8051879057730265,4.65485351687036,1.512485429018027,Iris-versicolor
+106,6.77726545657104,3.203409697109355,5.807572529605639,2.3067671170670043,Iris-virginica
+107,4.574181730266018,3.678477466258654,1.0,0.2017451311218024,Iris-setosa
+108,5.81115552589531,2.7255425435886984,4.191283856472229,1.0626416050988623,Iris-versicolor
+109,6.767543957922154,3.2017928895384533,5.870300203464178,2.3055374857413864,Iris-virginica
+110,6.599500166044324,2.785301955719926,4.634396876153759,1.442027862339157,Iris-versicolor
+111,5.778580046031896,2.8113409432853484,5.087209691198451,2.4054942141077884,Iris-virginica
+112,7.645714798854003,2.803974025021018,6.677179914787567,2.047761993190824,Iris-virginica
+113,6.008379380938031,3.404660258987502,4.5321773348183365,1.6073774470508413,Iris-versicolor
+114,5.616996283052541,2.5075747787721125,4.006538375092396,1.0701575169916766,Iris-versicolor
+115,5.990318479405572,2.1642407106161756,3.962369573883846,0.9575485894948342,Iris-versicolor
+116,7.004374524760742,3.07336633363575,5.180741311857808,2.304046487928262,Iris-virginica
+117,6.098681440924142,2.5953769490171554,5.640163944290415,1.3890063072585528,Iris-virginica
+118,5.081026348953633,3.3770604767954437,1.5964381610474927,0.5087547380460409,Iris-setosa
+119,4.804685739115427,3.0,1.410566593008859,0.3156890035451361,Iris-setosa
diff --git a/iris/tab_ddpm/4_0/15/test.csv b/iris/tab_ddpm/4_0/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/15/train.csv b/iris/tab_ddpm/4_0/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/15/val.csv b/iris/tab_ddpm/4_0/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/16/synth.csv b/iris/tab_ddpm/4_0/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bcf6391a0ac9bc2983059003ae78140bcc07cdff
--- /dev/null
+++ b/iris/tab_ddpm/4_0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.407881787896407,2.9233658886979854,1.3899003192128885,0.19560693157169312,Iris-setosa
+1,5.448382931861636,3.0,4.488253649520352,1.5143851962342285,Iris-versicolor
+2,6.827685853790426,3.2087394132836575,5.75624265200086,2.3057908802446994,Iris-virginica
+3,6.553781246848392,2.9963417167666027,4.400889686010004,1.4130260999921136,Iris-versicolor
+4,6.790923348153164,3.1455297098303796,5.864644833789008,2.265788965929926,Iris-virginica
+5,6.091171827700366,2.600757077705239,5.590271389792288,1.4179705567518823,Iris-virginica
+6,6.67564386043973,3.113812803538402,4.710140021230786,1.5021818745121205,Iris-versicolor
+7,5.931379042601836,2.172157216561317,3.991275442573442,1.0092176802775472,Iris-versicolor
+8,4.806393394782036,3.0,1.4082363079911697,0.4358797784322907,Iris-setosa
+9,5.076923600234175,3.4791379900899715,1.3768301336750828,0.20332353422703092,Iris-setosa
+10,5.147587442800191,2.5433411774845482,3.3474697512880356,1.1791719357594237,Iris-versicolor
+11,6.20545393481615,2.7881370845139632,4.80703546880429,1.784254685553967,Iris-virginica
+12,5.8315651837355755,2.714885718073316,5.072150582144672,1.8998657215998143,Iris-virginica
+13,5.474016840059483,3.0,4.484316821118994,1.48711297600888,Iris-versicolor
+14,5.167978560779003,2.4238530389772803,2.9659942922167106,1.0261382106630565,Iris-versicolor
+15,4.823968952776042,3.4008314949218454,1.7065748499548254,0.2005696665118374,Iris-setosa
+16,5.620028949991519,2.913892210651917,3.63178100720647,1.2710066213501088,Iris-versicolor
+17,7.8999985908138965,3.7742633875076264,6.405566297978982,1.9830174238407208,Iris-virginica
+18,5.603519726614947,2.8746220997209306,3.704099942862853,1.2892909421011471,Iris-versicolor
+19,4.726178010815778,3.380735958813685,1.582303124735806,0.19613688116745814,Iris-setosa
+20,5.54921350557127,2.449161590556528,3.731112450030072,1.0776801322968719,Iris-versicolor
+21,5.50598194131313,2.424008040211937,3.764819653594557,1.0057200740438477,Iris-versicolor
+22,5.032930990956871,3.4046732928969083,1.5811813847610288,0.4548092762550311,Iris-setosa
+23,6.287164006445797,3.3042130295033516,6.030463441608802,2.4999997799974114,Iris-virginica
+24,4.300000590448332,3.0,1.100355824221074,0.1,Iris-setosa
+25,5.41159172804633,2.580425852185757,3.8647977468053765,1.3250950553127459,Iris-versicolor
+26,4.815918715890727,3.4005686549548755,1.663813025759703,0.19921810062838963,Iris-setosa
+27,6.735334124101349,2.852458694214749,4.7344722583141365,1.4239933772115196,Iris-versicolor
+28,5.535001849543426,4.19999910757046,1.3941925213202822,0.19116344423787177,Iris-setosa
+29,6.409360824141071,3.1449704277191946,5.301266238503077,2.2428756742055036,Iris-virginica
+30,6.432147267471141,3.202668478334997,5.335491801148269,2.3072282957480197,Iris-virginica
+31,4.788707841542425,3.399931379941386,1.8159819852468106,0.2068978319347286,Iris-setosa
+32,4.3,3.0,1.0984960242002304,0.1,Iris-setosa
+33,6.258928319068401,3.3049146977062485,5.996656676203308,2.499999783804359,Iris-virginica
+34,6.373439076189158,3.1429103042729856,5.273731180980314,2.181839621999745,Iris-virginica
+35,5.696833424772977,2.907412120242824,4.20061315977866,1.2416983404945217,Iris-versicolor
+36,6.279127429771379,2.6854927579569585,4.897550989775508,1.7714825125957634,Iris-virginica
+37,4.581266501325603,3.6243924108872867,1.000000390617799,0.19914401280738947,Iris-setosa
+38,4.3,3.0,1.0912025671891954,0.1,Iris-setosa
+39,5.30053816973352,2.560574684995786,3.9015510224900884,1.3524219550424847,Iris-versicolor
+40,5.504876725536273,2.491185144288292,4.016682532168602,1.2947194866828609,Iris-versicolor
+41,5.651085880619114,2.843223497521961,3.802047696246016,1.2706380649120754,Iris-versicolor
+42,6.183534981128999,2.6695524152324754,4.959633513756286,1.8461326588820994,Iris-virginica
+43,6.294580413201836,3.395600558081678,5.607983546911785,2.396007704384839,Iris-virginica
+44,7.9,3.7022711959529913,6.436442749409758,2.0565033480994277,Iris-virginica
+45,6.014321378089963,3.309695126715314,4.715884102409449,1.705325000858062,Iris-versicolor
+46,7.899998322607178,3.7948667314545155,6.485168188148536,1.972519639050083,Iris-virginica
+47,4.3,3.0,1.0976804905582604,0.1,Iris-setosa
+48,5.50364673003238,2.4657856243959557,3.987182444138311,1.2736803682918456,Iris-versicolor
+49,4.300000745997769,3.0,1.1048475123561432,0.10000014183313401,Iris-setosa
+50,7.666816178976272,2.5917637622069996,6.9,2.2712515552958923,Iris-virginica
+51,6.2081767331310616,2.7977622028528755,4.793281546637131,1.7868684878576344,Iris-virginica
+52,4.612664951431579,3.1421361124932337,1.445499604532924,0.1989261251225326,Iris-setosa
+53,6.211091301343973,2.790604419953501,4.829234606924649,1.7909010560389897,Iris-virginica
+54,5.516964298999485,2.4409803212052332,3.7232404274958437,1.024567997183126,Iris-versicolor
+55,6.709219198018673,3.0,5.018575037045326,1.7136535143347225,Iris-versicolor
+56,5.912463017662731,2.7911490721655783,4.543012321094392,1.2687059662364395,Iris-versicolor
+57,5.964275299420969,3.408364911753979,4.519437311773185,1.5859084061461755,Iris-versicolor
+58,7.6144007252562105,3.0,6.590616855875498,2.108227538329656,Iris-virginica
+59,6.187798240616616,3.388168384814779,5.404759029492174,2.2935986552094847,Iris-virginica
+60,6.570393296976036,3.065530498747764,5.582262464097723,2.241149757684871,Iris-virginica
+61,5.424897294312339,2.4520295440096063,3.6922956405152414,1.0738239820835638,Iris-versicolor
+62,6.505524520655599,3.177584745125859,5.0927479802341225,2.026574337720926,Iris-virginica
+63,5.782536129912167,2.7012829415654163,5.098237750905028,1.8876214558656441,Iris-virginica
+64,6.2679904427828665,3.3920905543129107,5.5697415217625075,2.3961593446006972,Iris-virginica
+65,6.119220950923309,2.203326834457807,4.384475839725303,1.3143503664758867,Iris-versicolor
+66,5.175056400523005,3.4017248034271343,1.4009237880694083,0.19889470581842505,Iris-setosa
+67,6.635560992028029,3.1407409488374367,4.73968344240006,1.5120484192134733,Iris-versicolor
+68,6.21624361534399,2.8134316273749964,4.764042732753082,1.7824406874928969,Iris-virginica
+69,6.122880590868355,2.607971626321392,5.640552196027635,1.40728138005993,Iris-virginica
+70,4.80346938457793,3.4001889811064623,1.652472899709855,0.2037860625005578,Iris-setosa
+71,6.180502660549884,3.323981773949701,6.1210906834879815,2.5,Iris-virginica
+72,4.8040052746847905,3.4010245079394865,2.0136265252773717,0.1985651520781334,Iris-setosa
+73,5.987405086796174,2.216452201690046,4.059690761478352,1.0991718873874885,Iris-versicolor
+74,5.542860180148722,2.4841845804566214,3.8782904249031436,1.125491905613146,Iris-versicolor
+75,4.300000601182763,3.0,1.108796127222262,0.10000010784727915,Iris-setosa
+76,5.8904869283388575,2.7955240477702223,5.113836469241104,2.3981801429444713,Iris-virginica
+77,5.277363145735066,3.670357484848977,1.5611262921995777,0.22300038776850256,Iris-setosa
+78,5.8226659499408155,2.703465623030985,5.103856220133329,1.9049483724023317,Iris-virginica
+79,5.803215401835671,2.7028969235727427,5.078179515157657,1.8641333861779152,Iris-virginica
+80,5.451315921483343,2.492797722451064,3.7389229420782595,1.1376162504225515,Iris-versicolor
+81,6.547474910037788,3.0,4.467730255290486,1.4501163975201865,Iris-versicolor
+82,7.699592533128952,2.619106246924435,6.89999832695346,2.3032809225588555,Iris-virginica
+83,4.602596681221724,3.122192971041081,1.4715388867928165,0.20203799467809394,Iris-setosa
+84,4.300000729724941,3.0,1.1014855857760184,0.1000001321149284,Iris-setosa
+85,6.1028725708607325,2.8365664695889006,4.708886845299442,1.2723200394091514,Iris-versicolor
+86,6.035133123813688,2.914897823683341,4.606592755468442,1.4445852131399217,Iris-versicolor
+87,5.455999530167316,3.404648186075582,1.5086203039189643,0.44715998971675464,Iris-setosa
+88,5.7944283275111514,2.7039563477204003,5.106519295525601,1.946447532648257,Iris-virginica
+89,4.640720834500521,3.538879868937816,1.0000003994385565,0.20425671068944018,Iris-setosa
+90,6.677224057414521,3.0991030385926526,4.66022105071739,1.474514996567566,Iris-versicolor
+91,4.529768798183103,3.141957258117749,1.4251340695470491,0.19981525165987324,Iris-setosa
+92,5.474010120448377,4.2,1.3964450461568927,0.19340155818776555,Iris-setosa
+93,5.6940487629200955,3.0,4.229374499087717,1.1947880234465427,Iris-versicolor
+94,6.878590022037834,3.20064744351404,5.866612636360229,2.3032837752367956,Iris-virginica
+95,5.987821251258348,3.4089821360932624,4.540883731974197,1.6265180484834258,Iris-versicolor
+96,6.67198198918192,2.494470092743266,5.740940795544835,1.7943796705149064,Iris-virginica
+97,5.733896786695803,2.8005729171195672,4.35133470993941,1.2978160151894853,Iris-versicolor
+98,6.030055474292638,2.206672497354458,4.0307189389104074,0.8935289240096302,Iris-versicolor
+99,4.572010125404,3.2127639046127197,1.3780912242458303,0.2013032553020697,Iris-setosa
+100,5.805118927111815,2.6889481206701658,5.09344413815243,1.8963526899077443,Iris-virginica
+101,5.582670286720202,2.4399382731994566,3.7990809807499923,1.0742450538685562,Iris-versicolor
+102,6.032233682828683,2.1839461401430915,4.121267242558222,1.0278007462719643,Iris-versicolor
+103,4.983060731717586,3.0,1.6185842890912603,0.19748605629708826,Iris-setosa
+104,4.927486556651553,3.1082278092826043,1.4793884319349058,0.1,Iris-setosa
+105,6.692436937823402,3.0,4.987286528711052,1.6894466593964665,Iris-versicolor
+106,6.081411692592203,2.8631086639726915,4.709801536833126,1.2552443949441507,Iris-versicolor
+107,5.925079348462429,3.202313799822735,4.780104879603541,1.754635168026032,Iris-versicolor
+108,4.9920219554322465,2.0,3.2578991313668157,0.9922212001855591,Iris-versicolor
+109,6.1228583138719355,2.859014866355117,4.733287884667634,1.3364388445773268,Iris-versicolor
+110,6.089680689287669,2.598056447432514,5.63051588147107,1.4108009932915764,Iris-virginica
+111,5.630219766829439,2.7671644250331626,4.416973518802553,1.2866125759809046,Iris-versicolor
+112,7.674164132953668,2.599196797852115,6.9,2.3000575221148045,Iris-virginica
+113,6.180967868057463,3.404945113250244,5.515869565205826,2.329999112223564,Iris-virginica
+114,4.400776387266035,2.9287693803338306,1.409736123698455,0.19568580856338658,Iris-setosa
+115,4.300000505762261,3.0,1.1159023455245252,0.100000111021276,Iris-setosa
+116,5.208927262790806,2.6013285164697697,3.8118378353528617,1.3423365400049692,Iris-versicolor
+117,6.921609023714679,3.2018213376267606,5.863196491687587,2.288282868855144,Iris-virginica
+118,5.25372502854421,2.841511611365696,4.081755223709825,1.4405556048661858,Iris-versicolor
+119,6.2367303981824405,2.845587098165583,4.537657678482461,1.4821744294467762,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/16/test.csv b/iris/tab_ddpm/4_0/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/16/train.csv b/iris/tab_ddpm/4_0/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/16/val.csv b/iris/tab_ddpm/4_0/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/17/synth.csv b/iris/tab_ddpm/4_0/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8af3f7e54d066b5d23c5eade3cae17f414e1b51e
--- /dev/null
+++ b/iris/tab_ddpm/4_0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.166289881956367,2.5284111195764982,3.5476359219762026,1.1878583995650078,Iris-versicolor
+1,6.676774213334423,3.0922346656279185,4.706505282322565,1.4862744035429634,Iris-versicolor
+2,4.972900739609648,3.403346326516053,1.5985198675900665,0.3148033416999821,Iris-setosa
+3,5.184683692912764,3.405683244965415,1.4047927405328586,0.20300419431037087,Iris-setosa
+4,6.875846267426669,3.2066679815612877,5.823033984141109,2.3026826710721067,Iris-virginica
+5,4.3,3.0,1.1134226384558206,0.10000009934449139,Iris-setosa
+6,5.384998631530928,2.4610989417685913,3.5767882649217677,1.0521799307140631,Iris-versicolor
+7,5.756828022976486,2.7058164898171047,5.1024019500831,1.9167589097773927,Iris-virginica
+8,5.072911415098104,3.350579439537693,1.7095463268940032,0.5073395769245086,Iris-setosa
+9,6.492136482109633,3.0,5.806407663441249,2.179103489593025,Iris-virginica
+10,6.1058175999307425,2.6025478482832827,5.62252418425242,1.3984368096014512,Iris-virginica
+11,7.899998670490916,3.7611843563503564,6.452431024100792,2.0103333163236554,Iris-virginica
+12,6.583063802429698,3.2066850015801265,4.735777718847094,1.5378729509869677,Iris-versicolor
+13,6.530008369002401,3.2042679507567318,5.102149764856826,1.9550588415566217,Iris-virginica
+14,7.166457622454632,3.2161181898998445,5.955123074946807,1.8084910914832297,Iris-virginica
+15,4.578284140374394,3.159091865533789,1.4711811932733385,0.20138177178125466,Iris-setosa
+16,6.185536447042794,2.7741860009946073,4.849182682846299,1.7998291186475561,Iris-virginica
+17,5.760540895825552,2.799970399940982,5.089667907748285,2.4175754757897923,Iris-virginica
+18,5.505077199665933,4.2,1.4069063046769246,0.20369465987456997,Iris-setosa
+19,4.97801810549734,2.0,3.3951250075765995,1.0238464393833178,Iris-versicolor
+20,7.710650247796885,2.613020553742301,6.8999981203935565,2.3077819952199006,Iris-virginica
+21,6.327589828899337,3.310654969760783,6.012264336307592,2.4999997851852735,Iris-virginica
+22,4.969924665503964,3.398209594644325,1.5941871427236431,0.3757601854705099,Iris-setosa
+23,4.582452501480765,3.6455991514033688,1.0,0.20081935057410075,Iris-setosa
+24,5.489879892338703,4.199998763443858,1.3948235529865136,0.2008442097181047,Iris-setosa
+25,5.8053748362913,2.813800465834515,5.108664043724314,2.393455071738579,Iris-virginica
+26,5.031136863679832,3.524253313279454,1.4086703404147893,0.20476387162920784,Iris-setosa
+27,4.300000500417309,3.0,1.110909025977862,0.1,Iris-setosa
+28,5.968207709062988,3.3983678666571797,4.4604376797741425,1.5753672942612869,Iris-versicolor
+29,5.83530503588347,2.8220602431920208,4.568868415538722,1.3542510824270058,Iris-versicolor
+30,5.664994311305952,3.781277254084438,1.5990364925508633,0.3232786695952013,Iris-setosa
+31,6.657637146709698,3.0,5.005305290620167,1.6748794583889222,Iris-versicolor
+32,5.205412342001987,3.4013340765322213,1.407766232843044,0.20154155684397035,Iris-setosa
+33,5.686624531609685,2.9583566740127303,4.0182798452053206,1.3155163998279678,Iris-versicolor
+34,4.622879998456791,3.21168047305624,1.4045134844172171,0.19976731367561673,Iris-setosa
+35,5.524010714428088,3.0,4.520677139204008,1.501255209858122,Iris-versicolor
+36,5.660402564361242,3.774312014661225,1.5855116685403656,0.26887310887765914,Iris-setosa
+37,6.710300311765322,3.124898192829286,4.716192164926124,1.5124248904248805,Iris-versicolor
+38,6.2958491137674555,3.2946954638757586,4.651130274188856,1.5764745889121712,Iris-versicolor
+39,5.951220056108481,2.957613866931215,4.54951846148266,1.4899445704092797,Iris-versicolor
+40,6.810300810529931,3.2096898728840757,5.717184416689282,2.3085438891895844,Iris-virginica
+41,5.083183652540156,3.2652227793769493,1.7528005602978927,0.3984455682916916,Iris-setosa
+42,7.740042335510331,2.5804352313912045,6.9,2.3207848211036755,Iris-virginica
+43,5.031319567324529,3.6128654673657783,1.3971632374309273,0.20182489145751584,Iris-setosa
+44,5.0092753969378405,3.0,1.5971026716234744,0.20241346642665256,Iris-setosa
+45,7.551246685088181,3.0,6.581781198613951,2.063867432536299,Iris-virginica
+46,4.777152293754829,3.4018948474934945,1.5852376820613585,0.20025770449661567,Iris-setosa
+47,6.084509440890031,2.8820770066918944,4.6863850170320624,1.3472357473961691,Iris-versicolor
+48,4.876164578289759,3.071083988183074,1.4913025404632874,0.1,Iris-setosa
+49,4.587897943181295,3.5709704863103053,1.0,0.20204629512360145,Iris-setosa
+50,6.691833215535953,3.093148268760747,4.709273380094398,1.5274845754920172,Iris-versicolor
+51,5.997582838913063,2.19196860301255,4.9886800655252035,1.5068661343473804,Iris-virginica
+52,5.151229489306269,2.4953193362189605,3.0534536791807874,1.0711981603213165,Iris-versicolor
+53,5.8047906088535495,2.613015410778682,3.951928230237298,0.841830138176631,Iris-versicolor
+54,5.497597214240099,4.2,1.4104800518108722,0.1957161086464182,Iris-setosa
+55,5.820064919462821,2.8157169149299897,4.51671077574823,1.345374683276959,Iris-versicolor
+56,4.628633072831538,3.598731624687774,1.0000003944403268,0.20940135405800134,Iris-setosa
+57,5.045787328587639,3.5731458694163254,1.408601562128533,0.20016068535162473,Iris-setosa
+58,5.504680386962614,3.0,4.4970265734683785,1.4692151310198065,Iris-versicolor
+59,6.585126283075175,2.915030244665858,4.711562823299742,1.5619074409425586,Iris-versicolor
+60,6.719487107417555,3.094701077291073,4.681058431471265,1.5127849002462765,Iris-versicolor
+61,6.0444108701696715,2.9065891129162282,4.6419115308594865,1.4196129162325157,Iris-versicolor
+62,5.397636370402099,2.5551115114037,3.914297673425965,1.2841658800162297,Iris-versicolor
+63,6.686766784092373,3.0940665816572808,4.705323293106508,1.5052297715088034,Iris-versicolor
+64,4.794214992913769,3.0,1.4018311071457275,0.3848842002009053,Iris-setosa
+65,5.682912467045195,3.7806990765916293,1.6395605982440487,0.32127729199582267,Iris-setosa
+66,5.95906144596527,2.1981873962367313,3.949035684076186,1.0404298237408143,Iris-versicolor
+67,4.59734177707268,3.635411114129506,1.0000004559770277,0.19839450291299093,Iris-setosa
+68,6.862683991739684,3.1903925367042882,5.45149938311079,2.30563529348599,Iris-virginica
+69,4.794352468332613,3.0,1.4061316386603073,0.3860192820318384,Iris-setosa
+70,6.195242932345956,2.7945807165017853,4.818128521552349,1.8006409061002484,Iris-virginica
+71,5.149977228508653,3.4699692870511396,1.4019388939508874,0.20539603133134857,Iris-setosa
+72,6.199054602515047,3.3898989571663707,5.493921369959495,2.317820033778133,Iris-virginica
+73,5.856888204008141,3.180604246371274,4.772561476802608,1.7357495041751934,Iris-versicolor
+74,5.00236124199148,2.0,3.578227889272978,1.0232732171634868,Iris-versicolor
+75,5.032988486526974,2.0000005414744653,3.543683806133869,0.8689032548379778,Iris-versicolor
+76,4.842709649223914,3.0,1.4128924544496626,0.26848612017783025,Iris-setosa
+77,4.420369214327,2.903751393807797,1.4038225286549377,0.2009469678273588,Iris-setosa
+78,6.488741299157085,3.0,5.793378540844071,2.16891023894908,Iris-virginica
+79,5.529690442882578,3.0,4.452354784537852,1.4909476475439816,Iris-versicolor
+80,7.216810281125921,3.2068331630184557,5.954464405444919,1.7811166976166302,Iris-virginica
+81,5.434399276659635,3.0,4.5019616013629244,1.5029719275051294,Iris-versicolor
+82,5.958393431361816,2.189138598284407,4.976560020756943,1.484939806429893,Iris-virginica
+83,5.8770631549628884,3.2037793870246847,4.821841555279821,1.7791683966899365,Iris-versicolor
+84,5.0955887749022475,3.312062040080827,1.5981199336157759,0.43914844153349253,Iris-setosa
+85,5.9980306390342175,2.2135078191532065,5.061394059957545,1.5170406047780776,Iris-virginica
+86,5.428535369790756,3.0,4.4485460580646,1.4979444111482523,Iris-versicolor
+87,6.091814886695112,2.9181231168804826,4.71033699510356,1.4039451849978968,Iris-versicolor
+88,7.240277805893265,3.160605961938926,6.1103652160496935,1.8234627509654002,Iris-virginica
+89,7.705428696190083,2.804213713920413,6.693057399103982,1.9819535713649234,Iris-virginica
+90,4.399072605146088,3.2078526054751193,1.325346057880425,0.20254839177037742,Iris-setosa
+91,4.8204476320825105,3.3955959531165627,1.765740693625762,0.19838807469877612,Iris-setosa
+92,5.6863160433568085,2.8771651224151396,4.130714324272278,1.2612336219072033,Iris-versicolor
+93,6.85074747616411,3.0846308482565776,5.081260594801389,2.292329261716046,Iris-virginica
+94,4.983676821269535,3.0,1.5879304440146875,0.2007660574450849,Iris-setosa
+95,4.810945418442374,3.4076578050870108,1.5933383631806417,0.20228307351798633,Iris-setosa
+96,6.349629152635204,2.6824782286058357,4.900876824410927,1.7839505684700971,Iris-virginica
+97,6.452998766753326,2.7931066363598305,4.612943399593375,1.4806553551448816,Iris-versicolor
+98,5.522950150120062,2.4788550309856707,3.9888652512189418,1.285089640979413,Iris-versicolor
+99,6.310934891809173,2.4872348095863823,5.010805478071454,1.9011826065834023,Iris-virginica
+100,5.785112373713973,2.8111625033489394,5.1606491138447605,2.4091934868964118,Iris-virginica
+101,6.130194991924407,2.598233016615027,5.633068286094504,1.3979536496976344,Iris-virginica
+102,5.515812206493329,4.199998478216875,1.396129857556233,0.20556472769949202,Iris-setosa
+103,7.716888762029695,2.786692842631321,6.717347333515495,2.0170489975579766,Iris-virginica
+104,6.332955526331486,3.334455504881749,5.502769820697342,2.3557101628714547,Iris-virginica
+105,6.295501806446794,3.306610171050525,5.945018370986216,2.49999979395251,Iris-virginica
+106,5.446614623326745,3.0,4.530918608221674,1.5165754966062983,Iris-versicolor
+107,7.899998900679515,3.814706494473508,6.401441447740381,2.0576999492256904,Iris-virginica
+108,5.52587941684225,3.0,4.539353223802019,1.5059972617905348,Iris-versicolor
+109,5.198291455402909,2.5369056163808326,3.687192659273464,1.2932820105661413,Iris-versicolor
+110,5.999219675250714,2.1890583241593524,5.003213814598251,1.4984829689277015,Iris-virginica
+111,4.561744197369447,3.6207039518859867,1.0,0.19706963612238926,Iris-setosa
+112,6.80255042228508,3.2046927256110798,5.792718681499994,2.3051515212118745,Iris-virginica
+113,5.433211961330041,3.0,4.506826424181747,1.50131643754238,Iris-versicolor
+114,5.8791605884519935,3.176907602856122,4.805831183361431,1.7707536205034007,Iris-versicolor
+115,5.363011768612641,3.3984652652292637,1.5333733930016191,0.4417366965568911,Iris-setosa
+116,5.790679123017482,2.7067011188401158,5.0856804687210975,1.8868940801482015,Iris-virginica
+117,5.827871587212662,2.9824966253036167,4.327663710856323,1.398114485852755,Iris-versicolor
+118,6.856334133638702,3.203653505494911,5.812447554754636,2.3056099427839056,Iris-virginica
+119,6.131499633031265,3.3621923858169147,4.594996293671284,1.581955921150018,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/17/test.csv b/iris/tab_ddpm/4_0/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/17/train.csv b/iris/tab_ddpm/4_0/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/17/val.csv b/iris/tab_ddpm/4_0/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/18/synth.csv b/iris/tab_ddpm/4_0/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..be55a9875442b3886740e07c289927c12abcff58
--- /dev/null
+++ b/iris/tab_ddpm/4_0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.793235583800849,6.371587272541226,2.0220979166457527,Iris-virginica
+1,4.611593599797846,3.173925807462306,1.4094892808680544,0.19849123221488604,Iris-setosa
+2,5.274974484186932,2.7971536771126377,4.142680154873078,1.4170658506343128,Iris-versicolor
+3,6.712241742567527,3.086166425902416,4.681417606818132,1.469034416928748,Iris-versicolor
+4,5.161833381203736,2.511902729625603,3.2676799853971943,1.1437101359268074,Iris-versicolor
+5,4.607665089146856,3.1810559176697892,1.379484285342397,0.20195838887197512,Iris-setosa
+6,5.680267757328116,3.820103231032187,1.6313918547542903,0.27605718170551996,Iris-setosa
+7,4.300000456775575,3.0,1.1131132563673674,0.1,Iris-setosa
+8,4.604620627259105,3.619392273666991,1.0000004078436964,0.19853301331737483,Iris-setosa
+9,7.714424436521772,2.5971353828428487,6.9,2.296616201015092,Iris-virginica
+10,7.0214621417473735,3.2037604601197223,5.759846647256724,2.3009141926199232,Iris-virginica
+11,5.186526484455121,3.40064392005512,1.4007273053429372,0.20522940109217197,Iris-setosa
+12,7.89999827412193,3.785675463098178,6.359410516966063,1.9979208914006823,Iris-virginica
+13,5.6776121644752555,3.0,4.195135034815853,1.2335566474367987,Iris-versicolor
+14,5.945113909255404,2.198994928889438,3.978969987636506,1.0327874357119287,Iris-versicolor
+15,5.812478964629676,2.728975749442316,5.099845460212151,2.0973583812048764,Iris-virginica
+16,7.702790978372778,2.8177475024333813,6.712069827792668,1.9702386603255737,Iris-virginica
+17,6.384377947399769,2.812043119854607,4.513901779876846,1.4960226580202967,Iris-versicolor
+18,6.303746552022732,3.3908910132216654,5.571775317267147,2.3798468818248333,Iris-virginica
+19,7.040216578394725,3.1615645544779687,5.71320705447585,2.314497487899779,Iris-virginica
+20,6.021524221531817,2.1954418997209304,4.998827559208739,1.504713063685834,Iris-virginica
+21,6.287267438070063,3.4018903457061485,5.538800910370439,2.3645327559681033,Iris-virginica
+22,6.322632151343011,3.2886909187450497,5.944884292628089,2.4999996836023897,Iris-virginica
+23,5.435197102736569,3.9003815039033984,1.3048975495816832,0.3835713608522687,Iris-setosa
+24,5.508537268365926,2.4523029412312654,3.709611219723692,1.0192500152831778,Iris-versicolor
+25,6.652979754273653,3.0,4.458450318806045,1.4368647001032504,Iris-versicolor
+26,4.954693261402638,3.0841308170083885,1.5326473945848202,0.2645927021908498,Iris-setosa
+27,4.805453784223606,3.4043127692578024,1.7087550842410077,0.20150597182822674,Iris-setosa
+28,7.899997994368799,3.758653080842875,6.381281527202033,1.9976986245971,Iris-virginica
+29,7.70496755750397,2.8434664367562688,6.706179684109435,2.0296334352472813,Iris-virginica
+30,6.303331508418145,3.4003219239140487,5.541698272396886,2.3808580887416517,Iris-virginica
+31,6.262321621585345,3.307927465609224,6.050974375550574,2.5,Iris-virginica
+32,5.91899052221601,3.202655612216793,4.8031088963858375,1.7984799853821218,Iris-versicolor
+33,6.67499615195384,2.803518542631008,4.720152943282222,1.466094764604615,Iris-versicolor
+34,5.691872907356237,3.0,4.210831608069969,1.1864271608199584,Iris-versicolor
+35,5.535664216317935,2.5053824702861145,3.942288231772625,1.154032094023804,Iris-versicolor
+36,6.257124552750045,3.397207625308837,5.478479239205644,2.3695182511130155,Iris-virginica
+37,6.712013338943825,3.0,5.004813598574275,1.6740394593688395,Iris-versicolor
+38,4.3,3.0,1.1086927561297508,0.10000010727923053,Iris-setosa
+39,5.390695873978369,3.0,4.471541220532515,1.4811355715115333,Iris-versicolor
+40,4.796797256700502,3.391042600285108,1.8819619667003478,0.20033908166527445,Iris-setosa
+41,6.46760970899235,3.0,5.75577263450922,2.2284570897274496,Iris-virginica
+42,6.320913144164731,3.391819674032013,5.557901718728507,2.38070791612075,Iris-virginica
+43,4.644458337497274,3.2345667172904777,1.4066356182684363,0.19632777028727266,Iris-setosa
+44,7.166902175957479,3.214395946779472,5.956405978840955,1.8080595056873647,Iris-virginica
+45,4.804006400341071,3.399936272663053,1.7624234854289982,0.198412810837438,Iris-setosa
+46,5.735711836706349,2.815128171850011,4.213982138524119,1.0992243820753347,Iris-versicolor
+47,4.3,3.0,1.0953721261534877,0.1,Iris-setosa
+48,4.612819539145452,3.10871588405402,1.5125739987491098,0.20048455600538792,Iris-setosa
+49,6.5429984506992405,3.2076537187911427,4.729852259129043,1.558562406821067,Iris-versicolor
+50,6.221178318726466,2.214110643029906,4.514574569189715,1.4712416430538224,Iris-versicolor
+51,4.989839723271969,3.0,1.5957015785798279,0.20036819631419828,Iris-setosa
+52,5.017809452190328,3.402112061215269,1.840364283626617,0.394831233043867,Iris-setosa
+53,4.629455420475955,3.6043393660416387,1.0,0.2054364282916796,Iris-setosa
+54,5.1216197526202745,2.5004893805540864,3.148071199346933,1.114419144696164,Iris-versicolor
+55,5.598085495932382,2.9165141023143493,3.6155792295198834,1.3013348154936255,Iris-versicolor
+56,6.808193304196598,2.8018982016157414,4.79124533623177,1.403697138439205,Iris-versicolor
+57,5.736170105968264,2.903193075660537,4.218144638153298,1.3370840580014562,Iris-versicolor
+58,4.589622740999425,3.6675120556522667,1.0,0.19745913897864414,Iris-setosa
+59,4.98821714744777,3.679302963689741,1.412293716429104,0.1983313080253865,Iris-setosa
+60,6.779111105368036,2.8494772623396494,4.826432164796291,1.4563533671136644,Iris-versicolor
+61,6.093567744410063,2.878082194927159,4.690095614781451,1.3475529078189195,Iris-versicolor
+62,5.2261097702688275,3.4002425081236756,1.4048480077318963,0.1993848779315989,Iris-setosa
+63,7.7134585740135275,2.6016504710959243,6.8999989722545365,2.3052129427562544,Iris-virginica
+64,6.00723888061152,2.189916453209925,4.019041518854339,1.0112712735139846,Iris-versicolor
+65,4.3,3.0,1.105337331910024,0.10000009577333796,Iris-setosa
+66,4.404418649393414,2.917494197240424,1.396888398165398,0.20211603575026732,Iris-setosa
+67,6.592774908802631,2.9913316225357813,4.455428451434815,1.439604566840942,Iris-versicolor
+68,6.81014767671146,3.1719657407109265,5.843850451065385,2.302084610013341,Iris-virginica
+69,5.6203476737607145,3.7966240826927096,1.5385998847540552,0.3014691250299306,Iris-setosa
+70,6.3615606097783735,2.644085321561936,4.96444140165345,1.8143013590275752,Iris-virginica
+71,6.696469262059306,3.0,4.999127640390848,1.709218259771635,Iris-versicolor
+72,6.2677000887665315,3.295303462415154,6.06157293673442,2.4999997392259488,Iris-virginica
+73,5.027947559082194,2.000000511255129,3.5979660511746827,1.0274208377995122,Iris-versicolor
+74,5.798807700927643,2.7203770425866165,5.093576091278899,1.917258502037396,Iris-virginica
+75,7.687730598993933,2.8091603005026053,6.70746824818826,1.990554020977845,Iris-virginica
+76,6.916649547277742,3.1987359767978405,5.714093975213526,2.281486914377657,Iris-virginica
+77,7.6885213064872255,2.832059344345135,6.681597839464515,2.036697362139935,Iris-virginica
+78,5.283056145264509,3.4829780305552704,1.3865970290859702,0.2400072991339027,Iris-setosa
+79,6.486745536029304,3.177306534212758,5.0915832202830185,1.9683086706229813,Iris-virginica
+80,6.0028586605665595,2.1984983009495553,4.054804531448356,0.9535244447773568,Iris-versicolor
+81,4.300000806811211,3.0,1.0880857776100108,0.1000001099243572,Iris-setosa
+82,6.386517610616182,3.196537220177949,5.301295312797767,2.289681084589468,Iris-virginica
+83,6.720877847942968,2.500524198498527,5.985352007064981,1.8102734410896908,Iris-virginica
+84,5.492319450179063,2.5211483285844287,4.047219269802868,1.3053422766483855,Iris-versicolor
+85,4.926017448669577,2.0,3.589316935826481,0.9446548566965937,Iris-versicolor
+86,4.617940603226184,3.6591932851451983,1.0,0.19289885476080365,Iris-setosa
+87,6.383541419341291,3.196882245893707,5.284910999058507,2.3064041296151276,Iris-virginica
+88,6.3006854942373955,3.3715127048836964,5.503734952895737,2.314849709017812,Iris-virginica
+89,4.827009348929606,3.003684066579105,1.4535697714867928,0.1,Iris-setosa
+90,5.588599749524047,2.506155211377185,3.850571528078634,1.0895335445095293,Iris-versicolor
+91,5.780564879467824,2.7142794523878804,4.158435312399035,1.0568187391926456,Iris-versicolor
+92,5.1313477201815525,3.4263624533284647,1.4103016740593997,0.19758890227380352,Iris-setosa
+93,4.602594983782348,3.1154433869945306,1.4894964958537842,0.1967333025839833,Iris-setosa
+94,5.684062119949314,2.972728366367867,4.229964019525376,1.3098631090115191,Iris-versicolor
+95,5.2216391520494545,2.5434992044976332,3.617270658431023,1.2052353678986254,Iris-versicolor
+96,4.980631260002643,2.0,3.24789421909694,0.8479118225148812,Iris-versicolor
+97,4.809693135350834,3.0,1.386805524285522,0.1,Iris-setosa
+98,5.70273855102917,3.0,4.169478521609683,1.1891898400354104,Iris-versicolor
+99,4.381379589468488,2.8721301583211147,1.3729053609133923,0.1951058221225334,Iris-setosa
+100,4.300000503835089,3.0,1.1004177797393004,0.1,Iris-setosa
+101,6.0054290501063186,2.2170405230610073,4.970487221523329,1.5033094851456152,Iris-virginica
+102,5.7532076049509175,2.786168356262132,5.089910535712232,2.3885884974305864,Iris-virginica
+103,5.771293408747772,2.694366154732,5.098847016125597,1.9068914440073923,Iris-virginica
+104,6.39008353395987,3.1789676882077167,5.35252603112138,2.2913498626555833,Iris-virginica
+105,5.7639370633208,2.673685824955592,4.069437859809,0.9356144658745561,Iris-versicolor
+106,5.664218180655075,3.0,4.095220544452559,1.2101973590871866,Iris-versicolor
+107,6.2241033150774125,2.7910661267798638,4.851661964183696,1.8347130867350623,Iris-virginica
+108,5.531626537265075,3.6176466693023315,1.5455739542583948,0.37119156845032236,Iris-setosa
+109,7.714485764537425,3.0,6.116550564150358,2.311142397411771,Iris-virginica
+110,4.300000475376443,3.0,1.0981610911254434,0.10000009177158523,Iris-setosa
+111,6.09330497803588,2.5913907565236096,5.600782712011204,1.3937635213142465,Iris-virginica
+112,4.813434610916885,3.0,1.3956320644451665,0.1,Iris-setosa
+113,5.785230818383858,2.720506700376561,5.0924939498097785,1.9167289091542015,Iris-virginica
+114,6.313225088736776,3.279845771640965,5.920189069783994,2.499999644532953,Iris-virginica
+115,5.813431755478014,2.709192486166136,5.095536571511303,1.9037816484297254,Iris-virginica
+116,5.847568696417639,2.7199189853249814,4.259829884396857,1.025719165947199,Iris-versicolor
+117,4.565862147473903,3.099981698032831,1.478381338773296,0.2009704806950757,Iris-setosa
+118,7.695568455696546,2.5766975446302465,6.9,2.3072090204657356,Iris-virginica
+119,5.067108101521777,3.4764658186637383,1.4003796578262562,0.1982539645964102,Iris-setosa
diff --git a/iris/tab_ddpm/4_0/18/test.csv b/iris/tab_ddpm/4_0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/18/train.csv b/iris/tab_ddpm/4_0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/18/val.csv b/iris/tab_ddpm/4_0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/19/synth.csv b/iris/tab_ddpm/4_0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0fb1c434afde754eb3963dc0c917b60a73424837
--- /dev/null
+++ b/iris/tab_ddpm/4_0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.356185425940111,3.3033146469586585,6.024592921358617,2.499999707076365,Iris-virginica
+1,5.41064679475568,3.9244889616285574,1.2793444025069465,0.39805187521661134,Iris-setosa
+2,6.700081972577032,2.476480215721316,5.784522892217359,1.7814037849316895,Iris-virginica
+3,6.223994612560478,3.3886561418731276,5.442188039052187,2.3246583025957497,Iris-virginica
+4,6.274625622659886,3.4079235030165895,5.59771845571449,2.4002502541030886,Iris-virginica
+5,7.093073584762867,3.2060111048620663,5.922599950535307,1.90145297355833,Iris-virginica
+6,4.599131437227058,3.0958266225869484,1.5188991026207086,0.201258176149257,Iris-setosa
+7,6.261472855585689,2.7269906077813513,4.868252936025405,1.8061013924958271,Iris-virginica
+8,6.787475909774349,2.814043359332444,4.826638484873981,1.4193272742532892,Iris-versicolor
+9,6.718829981527249,2.49996766799113,5.871708907473331,1.7987692948782343,Iris-virginica
+10,4.830599768295621,3.0,1.4447270162338104,0.10000009780635429,Iris-setosa
+11,6.011028940873894,3.399641980803763,4.4780306395273906,1.601939644776218,Iris-versicolor
+12,5.821167358491452,2.8281544725640493,4.47226325324008,1.3753931276178029,Iris-versicolor
+13,6.715363608787221,3.0,4.986717901455596,1.6871654181108484,Iris-versicolor
+14,7.704513877853892,2.8004497050850956,6.709191524974441,2.02265735248738,Iris-virginica
+15,4.3000005108799595,3.0,1.1005431350407167,0.10000010775381522,Iris-setosa
+16,6.258065703562981,2.874032720252052,4.645684731377754,1.4760687119960165,Iris-versicolor
+17,5.743122803845978,2.704202605948292,5.089818721232986,1.9621849199740384,Iris-virginica
+18,6.572130481447607,3.0,4.4395439456483565,1.4059813447255327,Iris-versicolor
+19,5.818971966348577,2.697214450388281,5.097210635960953,1.894592674372195,Iris-virginica
+20,5.776734228865128,2.7186090267771448,5.107527626734294,1.9510427624013367,Iris-virginica
+21,7.6842479943898425,2.5921913400947725,6.9,2.283902392590353,Iris-virginica
+22,5.524043329480383,4.199999052098109,1.4101331010557845,0.20045800088245988,Iris-setosa
+23,4.611911876167326,3.187274331833631,1.405347565572807,0.19739800360123277,Iris-setosa
+24,7.691620196627786,2.8090103245401172,6.706891573712339,1.9782298101907012,Iris-virginica
+25,6.565020825520578,2.5142594345125047,5.477763697866951,1.7952426689428338,Iris-virginica
+26,6.2846684051396675,3.308597852518029,5.949205872632653,2.499999805145468,Iris-virginica
+27,5.722808353765987,2.941556712216374,4.1912520841975285,1.2413031917147817,Iris-versicolor
+28,5.833356459739916,2.7047941935107116,4.065782920693828,1.0159828268218016,Iris-versicolor
+29,6.298959328135451,3.3120510222281636,6.0180868564154855,2.5,Iris-virginica
+30,6.224408836699549,3.4019243054038886,5.498679120419807,2.384087833660121,Iris-virginica
+31,7.899997636105306,3.79546943521535,6.384485601486761,1.9752432020906845,Iris-virginica
+32,6.287981212959348,2.509630194695817,4.981829853114994,1.8867489882011033,Iris-virginica
+33,4.593001373966311,3.6031018890575344,1.0,0.19997896831450546,Iris-setosa
+34,6.939260021269731,3.1901330481670387,5.645328557504078,2.301917176295773,Iris-virginica
+35,5.081225082962414,2.493315795182359,2.7873325012649275,1.0670289731136298,Iris-versicolor
+36,6.737981402099285,3.1690149022735907,5.597062690885686,2.309659358706217,Iris-virginica
+37,5.033487817458875,3.547835898266771,1.401710259982651,0.2006356682189479,Iris-setosa
+38,6.445493217884012,3.1796594259622935,5.377943287763124,2.2901996168639625,Iris-virginica
+39,5.687377468838825,3.7625689279154186,1.5940135951262415,0.2752071692341705,Iris-setosa
+40,5.6544802958215135,2.7831861767375976,4.478123616202399,1.329001926622,Iris-versicolor
+41,6.268239634779629,3.393407706501922,5.639076906113196,2.387153506409881,Iris-virginica
+42,4.610573768339347,3.1687135444251453,1.4280421850295026,0.2001250086753511,Iris-setosa
+43,5.919878890196744,3.201704642684955,4.7956496441866525,1.7916730511780605,Iris-versicolor
+44,5.643643750173597,3.0,4.541430880299438,1.5256414106359988,Iris-versicolor
+45,4.300000504455731,3.0,1.1066043388978437,0.10000009892028205,Iris-setosa
+46,5.112886667650059,3.2992543826281984,1.791784358488868,0.433073693106071,Iris-setosa
+47,5.218218948302802,3.405354789988879,1.3999003952297349,0.196765175663686,Iris-setosa
+48,4.613918979445184,3.1695989750480664,1.4343619416052502,0.20178353051084186,Iris-setosa
+49,5.824307875133577,2.77641201525652,4.147996930630797,1.0885943514974519,Iris-versicolor
+50,6.719506340144315,3.1447810502586186,5.605237934804819,2.325141875715639,Iris-virginica
+51,6.8924518409629725,3.023912559169405,5.178385098538754,2.2630135052975726,Iris-virginica
+52,4.30000050865734,3.0,1.1074411666830606,0.10000011896064147,Iris-setosa
+53,5.510625127701742,3.0,4.471546216655338,1.4843449581136292,Iris-versicolor
+54,5.013363249630993,2.0,3.643062346685233,0.9545218940310362,Iris-versicolor
+55,6.018394050757508,2.2195893198337067,5.006895298867443,1.4934523386268777,Iris-virginica
+56,4.403116479809517,2.976971975199633,1.374552092962322,0.20050434432283729,Iris-setosa
+57,5.79245761363726,2.9179173251401567,4.403455048612332,1.3920682070314654,Iris-versicolor
+58,5.515291429685629,2.5063817319257513,4.041430329635283,1.3254567094842282,Iris-versicolor
+59,4.775032803321272,3.3884045130433713,1.8909984678004956,0.19697984393097634,Iris-setosa
+60,6.013661518619678,2.771751130605914,4.458122844403437,1.1230817307126726,Iris-versicolor
+61,7.9,3.845919586351219,6.44833977208445,2.059034198133138,Iris-virginica
+62,6.174171446459852,3.3448345740797922,4.663150372236107,1.608995139623683,Iris-versicolor
+63,5.128475794135006,3.4071577820874213,1.3961083756101438,0.2000570813494657,Iris-setosa
+64,6.680362676297827,3.0639135186137705,5.885103319416201,2.262088882009819,Iris-virginica
+65,7.7183879161410625,3.0,6.151888940462445,2.3030763699248755,Iris-virginica
+66,5.101956453203061,2.4853064514156205,3.028048110761684,1.0791326167917132,Iris-versicolor
+67,5.082253621633888,3.409083636997921,1.4037367318338736,0.19834546552310348,Iris-setosa
+68,6.613080396808478,3.0,4.97246117356789,1.7285338712514686,Iris-versicolor
+69,5.972092616906304,2.899397403777493,4.607681088974713,1.4569720532289008,Iris-versicolor
+70,6.446228497284634,3.199433418875362,5.263657525737359,2.2932940192063413,Iris-virginica
+71,6.309564882917463,2.437758874799752,4.9953250266578335,1.8958975080361897,Iris-virginica
+72,5.990590689119664,3.4032452258860864,4.5231104037296115,1.598582845615545,Iris-versicolor
+73,7.647282048272956,3.0,6.6510599101307415,2.081229654553351,Iris-virginica
+74,6.719780004211951,2.500647119933485,5.762249149124009,1.800333678728653,Iris-virginica
+75,5.122879966328022,2.558203371661526,3.5062763996192485,1.2371497198428665,Iris-versicolor
+76,5.709627710197545,3.0,4.228186189228358,1.2010973415853798,Iris-versicolor
+77,6.990211343335512,3.044419091689388,6.104978924992372,1.9062601575140892,Iris-virginica
+78,5.624242024916751,3.0,4.280678432343535,1.3270406318078931,Iris-versicolor
+79,5.7429711241462735,2.833095314196282,4.4014471450095085,1.320565755377795,Iris-versicolor
+80,7.899998700325982,3.779185147842275,6.3619946804210725,1.9972688966704641,Iris-virginica
+81,6.349798453352684,3.2847954717952135,4.714357717852561,1.6007001451783291,Iris-versicolor
+82,4.812534783677465,3.0,1.4188483219864219,0.10000010093842217,Iris-setosa
+83,5.054652792314272,2.4856488109203476,2.819669931084359,1.0763313060199613,Iris-versicolor
+84,5.766701613259507,2.8708895502333927,4.479323083105259,1.344974978505814,Iris-versicolor
+85,4.606573889032467,3.609068730114718,1.0000003991043491,0.19989957997962154,Iris-setosa
+86,4.863925410046029,3.4431504545696434,1.7802147444440644,0.21267707326310842,Iris-setosa
+87,5.812686744461302,2.816339435850632,5.144214131134096,2.404038039622833,Iris-virginica
+88,5.9763974667937445,2.9153167272505933,4.475112683266937,1.524929633307503,Iris-versicolor
+89,5.634887084419722,2.495265557120041,3.924338656010301,1.0679027911569343,Iris-versicolor
+90,6.321760408074837,3.4017493515154196,5.617791104643005,2.4067724643021737,Iris-virginica
+91,4.3,3.0,1.1052092712302384,0.10000011296113112,Iris-setosa
+92,5.488543469546742,3.0,4.508483112614534,1.482480094836598,Iris-versicolor
+93,5.545822468381883,2.4658018726838535,3.9679161677020236,1.2382459379906583,Iris-versicolor
+94,6.309936442670589,3.403062599975959,5.570949263330814,2.3987365177087105,Iris-virginica
+95,6.686742732571215,3.108949459242488,4.673345016911289,1.4927917782752533,Iris-versicolor
+96,5.768867865719468,2.703532367295505,5.114050633075183,1.889351949211465,Iris-virginica
+97,4.3,3.0,1.0981299483170845,0.1,Iris-setosa
+98,5.963574389270438,2.219684391510397,3.969026243028961,1.0185818424525903,Iris-versicolor
+99,4.815972385601841,3.0,1.4391369613174751,0.1,Iris-setosa
+100,5.0701336089608295,3.5585648350064805,1.3957226984578766,0.20021218105600305,Iris-setosa
+101,5.218393552764368,2.6804331770817154,3.9036008144231387,1.3940592598519275,Iris-versicolor
+102,5.112571960200542,3.855343488810716,1.8370984356608466,0.2025253664790538,Iris-setosa
+103,6.041372153557438,2.37293374960315,5.166906092179851,1.4310883621246206,Iris-virginica
+104,5.55285887156637,4.2,1.3960466075575722,0.20349459944225745,Iris-setosa
+105,5.9892651361954075,3.403729264776165,4.455059296165651,1.595897993439132,Iris-versicolor
+106,5.386502976314625,3.407901400288177,1.4937270082876568,0.4055108665121793,Iris-setosa
+107,7.59265399434106,3.0,6.59515400203977,2.0771496506000595,Iris-virginica
+108,6.110929691468472,2.591231804560054,5.623201358996419,1.4055921379192609,Iris-virginica
+109,5.454079438154545,2.4354766006589528,3.656627055818279,1.052714584249909,Iris-versicolor
+110,4.3000007170827015,3.0,1.094376221792497,0.10000010783289383,Iris-setosa
+111,4.784154095010673,3.398575526719202,1.6321145010938527,0.19767799241131775,Iris-setosa
+112,7.379333220774853,3.039765708437304,6.386423365405094,2.201494474025101,Iris-virginica
+113,6.106683339847202,2.1917453712944472,4.226111936210935,1.2392478271223224,Iris-versicolor
+114,5.002339570219993,3.610552376658163,1.3979497865679738,0.1995259232911331,Iris-setosa
+115,7.9,3.7796344928851076,6.419532321459835,2.0183913944926304,Iris-virginica
+116,6.641698195468676,3.0381031820118976,5.894105978793659,2.2559471407297362,Iris-virginica
+117,6.683944226189013,2.489203845584624,5.792733071351106,1.7892567128812034,Iris-virginica
+118,4.4171597122818405,3.202271390739621,1.3180361926021473,0.1993929070744343,Iris-setosa
+119,4.789031996926933,3.0,1.4014342249122194,0.27513927914822256,Iris-setosa
diff --git a/iris/tab_ddpm/4_0/19/test.csv b/iris/tab_ddpm/4_0/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/19/train.csv b/iris/tab_ddpm/4_0/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/19/val.csv b/iris/tab_ddpm/4_0/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/2/synth.csv b/iris/tab_ddpm/4_0/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e07017cd14e1db6bac4480b9640c63f9a797e98b
--- /dev/null
+++ b/iris/tab_ddpm/4_0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.028496275904186,2.23126492374421,4.980149345629975,1.5254774378623617,Iris-virginica
+1,4.593011986155606,3.675936078800151,1.0,0.2015721752695824,Iris-setosa
+2,6.145082813188994,2.5992400861252594,5.625855181450893,1.4125854637049031,Iris-virginica
+3,6.879941479210554,2.7958720994817283,4.801388806881455,1.385931311205438,Iris-versicolor
+4,6.2475560201598235,3.397495199875956,5.59506314072205,2.359112056774744,Iris-virginica
+5,6.70673841518538,3.14766106397487,4.733086979310111,1.5186086078017567,Iris-versicolor
+6,4.994966446463612,3.0,1.5985214774174663,0.19703208530073635,Iris-setosa
+7,4.794007216261056,3.391464167135847,1.5955284465035011,0.1965856428336783,Iris-setosa
+8,6.3085419608099755,3.2910620646303776,5.975689065830354,2.4999997450751845,Iris-virginica
+9,5.962495565168032,2.9392798700079057,4.563872595318193,1.5109148548980509,Iris-versicolor
+10,5.546261161018745,4.199998671247048,1.4073866705367628,0.20627881057807798,Iris-setosa
+11,6.896231344406851,3.197514785561075,5.6347571204054265,2.1613092514738685,Iris-virginica
+12,5.683627279484723,2.992102528788136,3.909736561487599,1.27994458094522,Iris-versicolor
+13,6.530919073928231,3.186009130407725,5.112078073243773,2.006006092143626,Iris-virginica
+14,6.112249575066407,2.7449401063371592,4.894948532315932,1.8576778021538913,Iris-virginica
+15,5.722689318720958,2.883388920816711,4.235679927348073,1.3120780930354652,Iris-versicolor
+16,6.087181048561382,2.5834359675997463,5.610891694069139,1.401618537918434,Iris-virginica
+17,5.227365715810765,3.4016550478960554,1.3960706142089228,0.19758842448006875,Iris-setosa
+18,7.730737035812238,2.605435201662428,6.9,2.3053612553295455,Iris-virginica
+19,5.48510312357753,4.199999150170766,1.3970829895389096,0.20128247693854712,Iris-setosa
+20,7.734416318976761,2.5979052144590753,6.9,2.304493224298678,Iris-virginica
+21,5.795479248518433,2.715099817559526,5.081142813734064,1.9108248571440538,Iris-virginica
+22,6.0245795513559806,2.199904096489847,4.992755113445733,1.5157858929660226,Iris-virginica
+23,7.8999987983125575,3.762646643843023,6.4036614013943405,2.0426796302977226,Iris-virginica
+24,5.735780960754312,2.7646092432272895,4.020472213803093,1.0957705481019724,Iris-versicolor
+25,4.931865634251498,3.4397598553593305,1.8377789477649669,0.25735952973663573,Iris-setosa
+26,6.32351481136815,3.2983468375249876,6.0073091975841155,2.5,Iris-virginica
+27,4.794572956498445,3.3983711650816693,2.113117640376764,0.2008354361767514,Iris-setosa
+28,4.806429826358045,3.3993005264998057,1.8043259240973608,0.2020768232126851,Iris-setosa
+29,5.482493468037684,3.0,4.506511148275085,1.4988298119977321,Iris-versicolor
+30,4.464777165666186,3.220221524944576,1.3305230255724643,0.18939970754856855,Iris-setosa
+31,4.391571999375718,3.1998996832832005,1.2829473349550058,0.19965073554282098,Iris-setosa
+32,5.999569812736974,2.202995388987082,4.024205702916707,0.943681801562822,Iris-versicolor
+33,5.179526300380955,2.701876529535803,3.8887852965648735,1.3927615577828796,Iris-versicolor
+34,7.699534389965299,2.575522326632614,6.9,2.3002385337868283,Iris-virginica
+35,5.699542038177579,3.0,4.0337358102245915,1.273822444183189,Iris-versicolor
+36,5.389329297966805,2.447658130837102,3.6200050073147767,1.0509331559751116,Iris-versicolor
+37,7.899998919115415,3.8007694352169095,6.390889142214508,2.0344898178226973,Iris-virginica
+38,6.672899787745966,3.0647030180219796,4.61037421371895,1.4510727443132476,Iris-versicolor
+39,5.094445668347106,3.348279297809717,1.5874300616828418,0.4153124335465648,Iris-setosa
+40,5.496403680297207,3.0,4.515166441750038,1.5063629635894555,Iris-versicolor
+41,5.499284276718458,4.2,1.4071146473665004,0.1985123988926076,Iris-setosa
+42,7.630989977102516,3.0,5.969817863422117,2.2699921273681496,Iris-virginica
+43,6.656025976537834,3.133911897921817,4.714611887446238,1.5042942166179154,Iris-versicolor
+44,5.618004121712429,2.8682543232464783,3.6894591354561848,1.294677224049433,Iris-versicolor
+45,5.120050025747035,2.5197089892230773,3.3362292986655,1.1936626479791483,Iris-versicolor
+46,6.025507026250835,2.8497343534999793,4.649166296237357,1.4021399278376738,Iris-versicolor
+47,5.923805903716399,3.2106882374523713,4.795807815607261,1.8283875650582264,Iris-versicolor
+48,6.284077598220973,3.397658991241013,5.614151784412684,2.3881509849852463,Iris-virginica
+49,4.786727952422152,3.0,1.4088132799570867,0.3109184078981498,Iris-setosa
+50,5.796290907431596,2.8499230764550374,4.235889764782458,1.3522825170262416,Iris-versicolor
+51,5.394846323306939,3.902228865346922,1.2810440999923616,0.32995662075642,Iris-setosa
+52,4.7880908118807515,3.4063513073669203,1.687602484718298,0.2008608945138559,Iris-setosa
+53,5.044164774892583,2.0000007678560334,3.6033293353481333,1.022734547855841,Iris-versicolor
+54,5.017137832819333,3.0,1.5878484285284002,0.19797893180450032,Iris-setosa
+55,6.5119063422553385,3.0,5.824141210456796,2.202901485082797,Iris-virginica
+56,5.152636761290378,3.302417997539122,1.5910307561121022,0.32875081269776635,Iris-setosa
+57,5.783069518004007,2.704428519278096,4.172865645294424,1.0544880555951612,Iris-versicolor
+58,5.2531663374071105,2.765808094097437,3.9805775923038453,1.4242536844432678,Iris-versicolor
+59,6.783639976376172,3.2282885511816866,5.837967025056559,2.315160560318762,Iris-virginica
+60,6.773992917861634,3.1884252767701704,5.90801715198791,2.287025281666303,Iris-virginica
+61,5.670588993154458,3.0,4.545857041227298,1.5322766969616195,Iris-versicolor
+62,6.354020999955199,3.278875219521442,4.712444245977151,1.5886493303948723,Iris-versicolor
+63,6.710612300890024,3.0,4.995960394391631,1.6879774762333124,Iris-versicolor
+64,4.832099495434325,3.404772400387656,1.814688429520305,0.20840182088601705,Iris-setosa
+65,4.3,3.0,1.1077097834994223,0.1,Iris-setosa
+66,5.462305245463831,3.0,4.4885451866539725,1.4737751738533014,Iris-versicolor
+67,4.97976636340303,2.0,3.58010897740478,1.0635594506581294,Iris-versicolor
+68,5.9111789360860305,3.2004281224737237,4.82020664871996,1.7629170040725102,Iris-versicolor
+69,6.840349096901519,3.201900862180013,5.6533482947989295,2.309498368223138,Iris-virginica
+70,4.3,3.0,1.0959630285111808,0.1,Iris-setosa
+71,5.998570382980161,3.3955065467121783,4.478750827950077,1.6078148528495544,Iris-versicolor
+72,6.258360931044356,2.759247974778461,4.831162940274815,1.8038807456233685,Iris-virginica
+73,5.573093547084623,2.8646102869911334,3.396510459050136,1.2977475038605129,Iris-versicolor
+74,6.526745922268723,3.193876446296451,5.079279708131194,2.0405330315787022,Iris-virginica
+75,5.783745483593727,2.6810790154208486,5.123882557930301,1.9085028451593737,Iris-virginica
+76,5.11760841883596,2.5491449449175945,3.5249426633558363,1.2119345889438728,Iris-versicolor
+77,5.23652808508769,2.5534045543200254,3.607385406030685,1.257263257458794,Iris-versicolor
+78,4.892004888447954,3.0762203577629736,1.4773108560551755,0.1,Iris-setosa
+79,6.300709439154325,2.545371265892864,4.981601242358091,1.8690280061024374,Iris-virginica
+80,5.022232112936577,2.000001405764537,3.4051984998574367,0.9704549091777523,Iris-versicolor
+81,6.677034210216867,3.0,4.996787213052278,1.6899433144944052,Iris-versicolor
+82,4.400741689461491,2.8982243492489763,1.3952312971407084,0.2016456234584061,Iris-setosa
+83,5.993845938693725,2.1985578680597384,4.00772875393551,1.0318825760581967,Iris-versicolor
+84,4.3,3.0,1.0884010236791308,0.1,Iris-setosa
+85,5.834473227154934,2.7483055742058937,5.104526310635583,2.2583026373556283,Iris-virginica
+86,5.354801252916921,3.0,4.496442278065429,1.5070270190535677,Iris-versicolor
+87,5.245391046996881,2.7101434427182443,3.957856453505584,1.412646776740906,Iris-versicolor
+88,6.82346525723953,2.79843577107961,4.782336877360206,1.3965568425390829,Iris-versicolor
+89,7.076755303421355,3.200417909671166,5.80800556749698,1.8635860615710607,Iris-virginica
+90,5.495899180347583,2.5236295002828344,3.762970857906394,1.1242964526868036,Iris-versicolor
+91,5.228718107896198,2.5053484637452064,3.601430869837373,1.1575058381702674,Iris-versicolor
+92,5.236706448744,3.3964362470312035,1.390908964328834,0.2006487160558547,Iris-setosa
+93,5.810218899345663,2.814507377568369,4.558670398694179,1.28427388628684,Iris-versicolor
+94,6.7691231474131754,2.8236680084960484,4.742176748924044,1.4151916152613682,Iris-versicolor
+95,6.627344287514432,2.86948486117194,4.696610544088644,1.5280675441038445,Iris-versicolor
+96,6.672174281075853,3.0,4.96137418855229,1.6869902522020737,Iris-versicolor
+97,6.273919328887475,2.508214165453753,5.019023576348051,1.8807563827706624,Iris-virginica
+98,4.588805079919876,3.613199382014021,1.0,0.1851315931181662,Iris-setosa
+99,5.5517374738850425,2.440634974791446,3.830754878458541,1.0880452440610136,Iris-versicolor
+100,5.932565831074672,2.9008044869194736,4.490913309952063,1.4541335749970767,Iris-versicolor
+101,5.577508619291153,2.5023866869939733,3.976806942174036,1.127339971987153,Iris-versicolor
+102,5.413589738745396,3.0,4.507320272552513,1.4991022140309729,Iris-versicolor
+103,6.668190639634314,3.0110165515709433,4.569577319843771,1.4392040535497952,Iris-versicolor
+104,5.877641704737019,2.77570086881887,4.526453071945915,1.185492054482313,Iris-versicolor
+105,5.766458405037145,2.824600949118919,5.1141857522107195,2.4071061109684764,Iris-virginica
+106,4.300000573314378,3.0,1.103052141952411,0.10000009013417857,Iris-setosa
+107,4.792262105624957,3.4036382627839337,1.6237822008048064,0.19921932823242777,Iris-setosa
+108,5.770593692959537,2.657807726302966,3.9914852233171914,1.0709700897739471,Iris-versicolor
+109,5.351394247343403,3.3886320108558063,1.524575182272005,0.46194135715690376,Iris-setosa
+110,5.706066020821356,3.7978417714946477,1.620340386219973,0.30091566990572644,Iris-setosa
+111,7.709355376559071,2.596494523339038,6.9,2.2977282684647133,Iris-virginica
+112,6.039746650490597,2.918872291695606,4.550759879590386,1.492656216034894,Iris-versicolor
+113,5.615594578155726,2.6900433638668906,4.361147181311413,1.3141984708881052,Iris-versicolor
+114,4.789739354287966,3.0,1.402000686360355,0.3688688542919083,Iris-setosa
+115,4.3,3.0,1.0986022601185343,0.10000009045645065,Iris-setosa
+116,5.223607754803893,3.4050537430662877,1.400437485011139,0.20295969843394723,Iris-setosa
+117,6.679274479334629,2.5141509573056013,5.717336594451683,1.7738570548985064,Iris-virginica
+118,6.083679581786974,2.605782978054585,5.5733180813051675,1.4106394047075783,Iris-virginica
+119,5.103590686584663,3.75383884102877,1.59407401028073,0.1996716064477272,Iris-setosa
diff --git a/iris/tab_ddpm/4_0/2/test.csv b/iris/tab_ddpm/4_0/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/2/train.csv b/iris/tab_ddpm/4_0/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/2/val.csv b/iris/tab_ddpm/4_0/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/20/synth.csv b/iris/tab_ddpm/4_0/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8d0d74faf04dd40dccb4092be1ca88ac2d6e4879
--- /dev/null
+++ b/iris/tab_ddpm/4_0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.944154576721465,3.222581107130073,4.793568882667982,1.8174082218182714,Iris-versicolor
+1,5.479471844537718,3.0,4.487564083202002,1.4990460900270013,Iris-versicolor
+2,6.381459151225498,3.200208154245478,5.331577089142322,2.278890557389384,Iris-virginica
+3,6.805148368675998,3.2130357509195093,5.780322205911994,2.2946933132859306,Iris-virginica
+4,5.236094856046376,2.644720767418567,3.8758680555636786,1.3763689475576821,Iris-versicolor
+5,7.70715197144827,2.6171761838254533,6.9,2.31055098253876,Iris-virginica
+6,5.695054490298189,3.0,4.207215704478284,1.216325399517393,Iris-versicolor
+7,6.273325441144555,3.3103691075525146,6.001092657563616,2.5,Iris-virginica
+8,5.705745479643518,3.0,4.189317665652189,1.2033238518439966,Iris-versicolor
+9,5.114537654487792,3.3086268109628265,1.6460377013026215,0.5210645112317868,Iris-setosa
+10,6.23624420357505,3.396285065606215,5.455441028332608,2.3355089682847576,Iris-virginica
+11,6.536609817023524,3.205853877972406,5.151621614287442,1.9642225654758028,Iris-virginica
+12,4.977354658375775,2.0000004672553415,3.3584664192872964,1.051271767530689,Iris-versicolor
+13,5.584126031587013,3.0,4.481492786663507,1.5082259705871632,Iris-versicolor
+14,6.505876622278581,3.2019560293490406,5.151292935602891,1.9970269047373226,Iris-virginica
+15,4.6024272830189,3.1046299844872918,1.48375510008128,0.20130611634561058,Iris-setosa
+16,6.320110193384491,2.483221336636966,4.986106467896824,1.891069735072677,Iris-virginica
+17,5.41313251125206,3.0,4.511116478935296,1.5012605679053261,Iris-versicolor
+18,6.278506986249426,3.298303591376791,6.026366235426101,2.4999997075748444,Iris-virginica
+19,6.281734991073876,3.396006335068978,5.624686418559452,2.3967807832308354,Iris-virginica
+20,5.671088277172609,2.901199598176134,3.8640639294047463,1.292477114534407,Iris-versicolor
+21,5.379405241398449,3.905231827296411,1.300980508715163,0.4447005759133224,Iris-setosa
+22,6.032554540951553,2.197447735179941,4.005854962811831,0.9662675168193399,Iris-versicolor
+23,4.890751785649106,3.047979581398201,1.4682946287470853,0.1,Iris-setosa
+24,5.199331322183815,2.5109993432897815,3.4998000099945257,1.0831479951232066,Iris-versicolor
+25,6.481989129885205,2.8096819748231745,4.585252968511744,1.502035142299947,Iris-versicolor
+26,6.43986479830794,3.1945764336083715,5.32328098215676,2.316254718430023,Iris-virginica
+27,4.781317946472221,3.40017115601764,1.620013742430789,0.19889901472363905,Iris-setosa
+28,5.13043742954888,3.4556593905535875,1.4016216513879198,0.20321556445610697,Iris-setosa
+29,6.221586790833653,3.3865346137259644,5.46911121796669,2.342701385683873,Iris-virginica
+30,5.904427234388106,3.1665014617051197,4.787781256472408,1.7690983218304703,Iris-versicolor
+31,6.190562369048561,2.8401303695045415,4.786292077944729,1.8088003994191615,Iris-virginica
+32,6.194702416016918,2.1904542243299856,4.507153489662759,1.5022384547153786,Iris-versicolor
+33,6.264258352019036,3.3767971581548766,5.40740692824944,2.3167167937604196,Iris-virginica
+34,7.682031245543866,3.0,6.407783658660301,2.210106526174642,Iris-virginica
+35,5.067305730551387,3.7851773030254994,1.5937541900098933,0.19727191972152153,Iris-setosa
+36,5.486448711735337,4.199999172993611,1.3796803927335737,0.1966294867970323,Iris-setosa
+37,7.684427152244813,2.593733419749092,6.8999987310914275,2.3096220522667066,Iris-virginica
+38,6.55006723074536,3.1875078632891185,5.074446831888449,1.9417571392814401,Iris-virginica
+39,6.303746257829595,3.3982882547485818,5.537169870161889,2.3946670286017593,Iris-virginica
+40,6.286974490854682,3.294917238966066,6.109711119829158,2.5,Iris-virginica
+41,5.6330197959342545,2.513964483283928,3.881734966069987,1.0634801701965717,Iris-versicolor
+42,6.602243675995269,3.0,4.474012908437682,1.4191797843156624,Iris-versicolor
+43,6.585296101642024,3.0,4.43174094271175,1.3896262769825527,Iris-versicolor
+44,6.798903308110532,2.802212141970306,4.75532653986856,1.4242142888553544,Iris-versicolor
+45,6.02619039945024,3.3914605151999826,4.561533582945586,1.615566809775306,Iris-versicolor
+46,4.966047458371949,3.6434967754835905,1.4094097061670408,0.20141058848682925,Iris-setosa
+47,7.702859298267834,2.5934443963353626,6.89999828128782,2.296545165403929,Iris-virginica
+48,4.3,3.0,1.1006531306216938,0.1,Iris-setosa
+49,4.810069498885268,3.0,1.404518235687173,0.31479395380702063,Iris-setosa
+50,6.210872591164142,2.8051559794436005,4.826741581474028,1.807076343309937,Iris-virginica
+51,7.699387333206324,2.604546578884242,6.9,2.302601751665095,Iris-virginica
+52,6.317606178431931,3.3927418994100513,5.613363252224394,2.4028607095007377,Iris-virginica
+53,6.030007245211934,2.915429546324559,4.524287737805104,1.508585223351237,Iris-versicolor
+54,5.789358815668833,2.709249570546125,5.112256532427086,1.9079566166880975,Iris-virginica
+55,4.774360595875031,3.3997849163200256,1.7517665342111473,0.19584494186561258,Iris-setosa
+56,6.1162373470355975,2.6033283963641107,5.600667461285269,1.4213644721920506,Iris-virginica
+57,5.120352702573196,3.740516858729173,1.5811503458549374,0.20039132755687175,Iris-setosa
+58,7.647699236546595,3.0,6.605108212139245,2.0295919662755812,Iris-virginica
+59,6.307552384734126,3.398339237447613,5.5989841441918795,2.3975285622926337,Iris-virginica
+60,6.6022388336938995,3.0,4.421145159024352,1.4063184612183552,Iris-versicolor
+61,6.282412857966778,3.2979436979734453,6.030194701122844,2.5,Iris-virginica
+62,5.105306862759039,3.3558798525453093,1.5942414156195288,0.4871777349132782,Iris-setosa
+63,6.250224257482476,3.268714525656056,4.804513254252785,1.6664802503905756,Iris-versicolor
+64,7.111370345642161,3.1974412643691883,5.882712231977617,1.8404143532528963,Iris-virginica
+65,6.099055777416141,2.605803746836663,5.60062400104975,1.3844349366149915,Iris-virginica
+66,7.242104974980601,3.151942695081677,6.057325487365821,1.812095755877292,Iris-virginica
+67,6.845426174142621,3.1019928051845382,5.128215781002814,2.303273454366064,Iris-virginica
+68,4.618163736406561,3.1502351593905487,1.4259153600996188,0.2006602757349013,Iris-setosa
+69,5.52232245319142,2.411135549187147,3.7735046894312068,1.049576068625583,Iris-versicolor
+70,7.699380283001299,2.5556373561311765,6.9,2.3069423553165773,Iris-virginica
+71,5.626618244439453,2.898472872607893,3.7375650517872048,1.2866150959853586,Iris-versicolor
+72,4.884734171961291,3.0665393412782014,1.4651242087871206,0.1,Iris-setosa
+73,5.991169077685548,2.8876382414589568,4.590242396877591,1.3760099644596007,Iris-versicolor
+74,5.010497792384005,3.0,1.587413725623987,0.1962410238974251,Iris-setosa
+75,5.752673004325903,2.7119719798541033,5.152795290846872,1.917601445302418,Iris-virginica
+76,7.698863204652113,2.7844982443705137,6.707348103737693,1.9891442425598644,Iris-virginica
+77,4.3,3.0,1.079664165595928,0.1,Iris-setosa
+78,5.497518634122652,3.0,4.482010540535074,1.5052771383987844,Iris-versicolor
+79,6.935401671324081,3.1244720872154006,5.135716739719055,2.3110937175426383,Iris-virginica
+80,6.68728327608239,3.091761207603071,4.672302184604165,1.476054730170987,Iris-versicolor
+81,6.001146307477558,3.401275211119024,4.487231919042477,1.5975266374896429,Iris-versicolor
+82,6.312164378579929,2.51155188918899,5.007276273866437,1.9207239806368155,Iris-virginica
+83,4.300000533044494,3.0,1.0975058249532723,0.10000010660285796,Iris-setosa
+84,5.858362665022051,2.751826124152177,4.5430806167299105,1.1617874115952005,Iris-versicolor
+85,7.679598489298962,2.7763095879026958,6.678643441755097,1.9763015970858653,Iris-virginica
+86,4.300000600850885,3.0,1.1051847230439888,0.1000001279735338,Iris-setosa
+87,6.183819371649533,2.7927049113253775,4.771718980215604,1.809618840155228,Iris-virginica
+88,5.094444891370317,2.545685167163786,3.518006598508199,1.1766979160131257,Iris-versicolor
+89,5.5484579315337275,2.454633907355228,3.787216670513011,1.061094816474016,Iris-versicolor
+90,6.760594561397439,2.8093413916691574,4.766459406043025,1.4296041024180384,Iris-versicolor
+91,5.210530415027195,3.8240107340273424,1.682729567953665,0.19998218979345517,Iris-setosa
+92,6.279261515662047,3.2814541777783095,6.017351010944876,2.499999777115192,Iris-virginica
+93,6.53256520476401,3.0,5.771111421957449,2.196960602698683,Iris-virginica
+94,7.258695503129421,3.0848425190056985,5.418954845935826,2.286886698281809,Iris-virginica
+95,6.57256845447873,3.1768390118034677,5.1714796174649065,2.207065395987753,Iris-virginica
+96,4.8028086789041415,3.366668036918211,1.4927725970283428,0.19973555344447896,Iris-setosa
+97,5.910114526214957,3.2190472367970773,4.801173839154634,1.8102682893981104,Iris-versicolor
+98,5.80318487577235,2.7349845893628646,4.169557484091092,1.0701646932187412,Iris-versicolor
+99,5.921173270330589,3.1699536622722184,4.777266742051828,1.7727070446730888,Iris-versicolor
+100,5.666063634794512,3.0,3.863307423126822,1.2715627179564004,Iris-versicolor
+101,5.922709291351669,3.2045363326602674,4.808484980877603,1.8097354342242726,Iris-versicolor
+102,5.810541658046759,2.6974021124211247,5.094629054910152,1.924074218297641,Iris-virginica
+103,6.120116267747114,2.5727964479751124,5.56093928257836,1.4297812234508518,Iris-virginica
+104,4.802717350177456,3.0,1.410220257262055,0.2758002557367847,Iris-setosa
+105,6.116063449843858,2.581211656580599,5.614426702786681,1.3917863862719877,Iris-virginica
+106,4.9825213756679085,2.0,3.5764114662311464,1.0163001952260666,Iris-versicolor
+107,7.359727019633136,2.6688772293190737,6.4121182815299305,1.930151536325314,Iris-virginica
+108,5.78891538317898,2.7198242952416436,5.100014104789921,1.9191542779970852,Iris-virginica
+109,5.75532944759071,2.2907176478971025,3.8267638691382513,0.9036413622448659,Iris-versicolor
+110,5.927363006052089,3.212073734951425,4.83075124993667,1.8168705341922347,Iris-versicolor
+111,5.223238506743976,2.5309023140024327,3.6660574301277618,1.246386929965392,Iris-versicolor
+112,5.202257161356707,2.7158368716718972,3.9499931896728726,1.400634412167215,Iris-versicolor
+113,5.604067864615558,2.892484025920956,3.7861661082245917,1.273328294600034,Iris-versicolor
+114,5.908588425354956,2.907603056076581,4.369476885577281,1.4698244375958869,Iris-versicolor
+115,6.193112785212939,3.415746017604402,5.4306357089985875,2.258354602101573,Iris-virginica
+116,5.499849120625747,2.3744139509004025,3.6487481223547813,0.9605716598692973,Iris-versicolor
+117,5.422287973270938,3.848237534356044,1.3782561488089595,0.4203069587791757,Iris-setosa
+118,6.036311514062257,2.833454599832692,4.665508811083225,1.2801774201733767,Iris-versicolor
+119,5.692731611004889,3.0,4.157085614128589,1.2240306950770254,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/20/test.csv b/iris/tab_ddpm/4_0/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/20/train.csv b/iris/tab_ddpm/4_0/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/20/val.csv b/iris/tab_ddpm/4_0/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/21/synth.csv b/iris/tab_ddpm/4_0/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fa7061b170ad9f049803e846a89f454fd52b5731
--- /dev/null
+++ b/iris/tab_ddpm/4_0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.263094648706435,2.8798111460754536,4.8285061514213865,1.8738897087228537,Iris-virginica
+1,5.753030620261893,3.789909100213806,1.587543409180812,0.28625867065011895,Iris-setosa
+2,6.693088645203367,3.0,4.975177441146366,1.687515897992048,Iris-versicolor
+3,4.3,3.0,1.1002798450221285,0.1,Iris-setosa
+4,6.2921229036828015,3.2848051136548584,6.091139639043454,2.5,Iris-virginica
+5,7.654329016115227,2.885648611166184,6.660049930054846,2.029818201940592,Iris-virginica
+6,4.408061470818999,2.876308864416368,1.4005561211083617,0.19986557897693136,Iris-setosa
+7,7.685492247442483,2.7851322491482,6.696913576910528,2.0330827247659866,Iris-virginica
+8,4.835739474634559,3.4043349943915415,1.5301445515731595,0.20037270376008204,Iris-setosa
+9,5.114174856615074,3.3255822280639658,1.8064640799981264,0.5177206817051556,Iris-setosa
+10,5.858916949340975,2.833737911272088,4.615143311872851,1.2980500761667366,Iris-versicolor
+11,6.038193930500014,2.9045246617970046,4.609729952702967,1.4325333600023855,Iris-versicolor
+12,7.131205738998983,3.210503173275854,5.949408036795818,1.8780898015922094,Iris-virginica
+13,6.497837932775812,3.2047681712238796,5.145542055169119,1.984527796285496,Iris-virginica
+14,6.5693942939158205,3.0,4.391322478978178,1.3966668435765706,Iris-versicolor
+15,6.815489501445373,3.1281436858161507,5.276927237800194,2.2160214894100907,Iris-virginica
+16,6.810435988941778,2.7993016361948704,4.778283117980026,1.3986977612504583,Iris-versicolor
+17,5.150437974706524,2.4977231477918442,3.2284635748328077,1.067254948779046,Iris-versicolor
+18,4.3,3.0,1.086512357826813,0.1,Iris-setosa
+19,7.570753697944529,3.0,6.53191783208506,2.074700660440013,Iris-virginica
+20,4.8642060572137975,3.05324622639718,1.4807891877859165,0.10000011688523797,Iris-setosa
+21,6.382928836640506,3.1984679433538505,5.317383514508489,2.288275081814775,Iris-virginica
+22,5.953482570231638,2.9078582281064276,4.509734994401845,1.5064497893844455,Iris-versicolor
+23,4.571522500956376,3.0881742393163343,1.4427582023918704,0.20319378783966427,Iris-setosa
+24,5.518984042901238,4.2,1.3923201752944545,0.1978264183914968,Iris-setosa
+25,5.412714626785033,3.516429470452731,1.570929930129097,0.4419692312033666,Iris-setosa
+26,4.3,3.0,1.0915135249947807,0.1,Iris-setosa
+27,5.805400106695677,2.6973561928156515,5.096516884200062,1.8772362107974354,Iris-virginica
+28,6.236676645991951,3.401255881732304,5.467190513475143,2.311766392950703,Iris-virginica
+29,5.8751083130517125,3.211665732197618,4.784360414275256,1.8127256823326725,Iris-versicolor
+30,4.300000478232316,3.0,1.0987520694233475,0.1,Iris-setosa
+31,5.336465655757604,3.0,4.50783249118246,1.5011587232614256,Iris-versicolor
+32,6.263193000699718,3.348552765215717,5.426699843889012,2.3570638418715824,Iris-virginica
+33,4.582518839210741,3.0847938274803854,1.5076930651985754,0.18665874077677808,Iris-setosa
+34,4.8256234689008,3.402167197750624,1.777856592803285,0.19934971640516697,Iris-setosa
+35,5.108820465633137,3.425007475988076,1.3713300295584097,0.19766705958858194,Iris-setosa
+36,6.057874006235035,2.763028837447562,4.63964242609837,1.128406133973991,Iris-versicolor
+37,7.687515345117245,2.601159988651044,6.899998439355654,2.307595318178847,Iris-virginica
+38,5.125388816671905,3.8149783391172387,1.6947764527427132,0.20206144032145537,Iris-setosa
+39,7.2227566965790455,3.1969772961945546,6.0121234069107725,1.7905432594683908,Iris-virginica
+40,4.300000576358573,3.0,1.0999750962128603,0.1000001351678048,Iris-setosa
+41,6.168793917952082,2.869823291253148,4.713993639244021,1.3725287024173825,Iris-versicolor
+42,5.681504565101941,3.7990759818836968,1.598844456230852,0.27456682342446137,Iris-setosa
+43,5.538118588249426,2.4811009064913208,3.906452781858616,1.2099670274237186,Iris-versicolor
+44,6.2863044660624405,2.7190179700004897,4.905357127557184,1.795476079878788,Iris-virginica
+45,6.565674421857933,3.0,4.375324143940905,1.4203923824785731,Iris-versicolor
+46,5.389906442062316,2.436490719034318,3.521915309781064,1.0223256078039749,Iris-versicolor
+47,5.1080128362091415,3.7862861554547553,1.5986961012818675,0.20187968434688802,Iris-setosa
+48,7.694660543496386,2.801955249527853,6.706516587888933,2.04307482451831,Iris-virginica
+49,6.266390874984586,3.31772133314219,6.0251261906621,2.5,Iris-virginica
+50,4.552406977184098,3.1643330373335634,1.4048180268430073,0.20170150803015455,Iris-setosa
+51,5.644006201206115,2.9705411226103244,4.437438271152034,1.4319992541749946,Iris-versicolor
+52,5.556417155209913,2.9813589806433876,4.438896785521801,1.444718970368049,Iris-versicolor
+53,6.312791814898918,3.3023639599602044,4.684214583076566,1.5847770911511294,Iris-versicolor
+54,4.599854615049149,3.543109342226786,1.0000004125385187,0.20395455416090544,Iris-setosa
+55,6.720561692327342,2.4976269785387517,5.826781090369129,1.7725543096905882,Iris-virginica
+56,5.515517379018022,2.404888658489589,3.721186102511771,1.03536200607112,Iris-versicolor
+57,4.300000621513911,3.0,1.109944635701579,0.10000015100095003,Iris-setosa
+58,4.386575974879656,2.9362136924015756,1.3790659153671538,0.19880581361561522,Iris-setosa
+59,4.995911905365108,3.407914589910069,1.577597680771564,0.40507577290302654,Iris-setosa
+60,6.287671388778778,2.5187578831073685,4.9954671466145975,1.933606435931623,Iris-virginica
+61,4.3,3.0,1.1106074618087236,0.1,Iris-setosa
+62,5.249224276356316,2.8408780439023893,4.185961801775331,1.4367748295449387,Iris-versicolor
+63,6.32053591310132,2.6826153448438417,4.881358205395106,1.8147702844176454,Iris-virginica
+64,5.067011340961389,3.3814359227364,1.5893891288235056,0.48883096626934974,Iris-setosa
+65,5.556595388999379,2.399213652759756,3.723866125701721,1.0411503442451997,Iris-versicolor
+66,6.30661181530505,3.293175283065313,6.016558765929538,2.4999998171366964,Iris-virginica
+67,5.892398430490077,3.199551706254863,4.783027231637414,1.7770092127371973,Iris-versicolor
+68,5.918388433797535,3.222213325244307,4.799496959513848,1.8008440751661436,Iris-versicolor
+69,4.873967618464071,3.038121607225915,1.4879374710589754,0.1,Iris-setosa
+70,5.090683704291872,3.525563420192237,1.4042603582549213,0.2046189506188061,Iris-setosa
+71,4.81538586452967,3.4038455509096166,2.097880426674154,0.198367782028457,Iris-setosa
+72,6.702732427382028,2.7866664349895585,4.741643936322781,1.455659259033244,Iris-versicolor
+73,6.188789671893928,3.3857233419633253,5.380212435372715,2.259406487702256,Iris-virginica
+74,6.024801947135763,3.3892438783705674,4.53406175001278,1.6083165159084585,Iris-versicolor
+75,6.016244749612244,3.372229509412373,4.567143245505542,1.608822725813184,Iris-versicolor
+76,6.265104603444492,3.293299840190977,6.028152069570109,2.49999969964602,Iris-virginica
+77,7.489119368155497,3.11957897784593,5.766459944210444,2.3014716502748134,Iris-virginica
+78,7.203139345638814,3.2182935382826408,5.933762681662945,1.8028273116611242,Iris-virginica
+79,6.303608346394933,3.3123232845498722,5.962593598524583,2.5,Iris-virginica
+80,7.611335850105956,3.0,6.599590449807373,2.0612209595303552,Iris-virginica
+81,5.776888268012848,2.7987972628270685,5.080694270144355,2.4175500146320497,Iris-virginica
+82,6.788426125154767,3.1689197322978844,5.38067033064169,2.2644203605411275,Iris-virginica
+83,7.705186055448332,2.6005608818061927,6.89999900807662,2.306133725940231,Iris-virginica
+84,7.8999978940277344,3.7748574477543064,6.321089563470244,2.0123474954349128,Iris-virginica
+85,5.839203660262932,2.7989017674776497,5.092832076676519,2.3993279639963943,Iris-virginica
+86,5.5438514430719135,3.0,4.468348911543089,1.4724639630576661,Iris-versicolor
+87,5.975191533099186,2.2069267645414037,3.968447153244283,0.9585379994737764,Iris-versicolor
+88,5.6808639267770875,2.9404659981624044,3.875161725308098,1.2821127605927274,Iris-versicolor
+89,6.289125863268857,2.504432902247039,4.993818704214876,1.8674047552310507,Iris-virginica
+90,6.463255961958037,2.8182132957677326,4.657347171207483,1.4225329103525168,Iris-versicolor
+91,4.815843924070704,3.0,1.405432947561019,0.2964171076236654,Iris-setosa
+92,5.239064571294963,2.6233236127242443,3.8802013980981176,1.3611996420149446,Iris-versicolor
+93,4.889008930682362,3.1143317340282004,1.4935146552616538,0.1,Iris-setosa
+94,5.38965524930364,2.4993661479659357,3.6805383491548866,1.0732571285814598,Iris-versicolor
+95,4.904745957602669,3.1033554706883195,1.5203360743682484,0.10000010867594535,Iris-setosa
+96,4.812241934206755,3.4065987622484655,1.6530837663410034,0.2018897805683397,Iris-setosa
+97,6.272709741403052,3.3952344213676184,5.662878841801598,2.405303585693585,Iris-virginica
+98,5.942106665633827,2.16567705664371,3.9817088889688312,1.002724189623257,Iris-versicolor
+99,6.61166192835954,3.0,4.454086134496565,1.4127766468494332,Iris-versicolor
+100,4.599885438963806,3.1342444985122433,1.385774178905681,0.2083438751675195,Iris-setosa
+101,6.736057632641629,2.5031201728987713,5.906156216954402,1.800778788015927,Iris-virginica
+102,6.271703467649929,3.2853991966763885,5.972548719914934,2.5,Iris-virginica
+103,6.220725641371031,3.406649702200102,5.35064285017801,2.2938076789293813,Iris-virginica
+104,6.533095671887538,3.0,5.75774469596903,2.2081194106951583,Iris-virginica
+105,6.27095308568672,2.7698196964640736,4.835515734812026,1.7752304329381379,Iris-virginica
+106,7.697317078123827,3.0,6.169841050166207,2.290513528965631,Iris-virginica
+107,5.371818274519289,3.908623579229674,1.316083590348855,0.37938674492016317,Iris-setosa
+108,7.201681430724915,3.193496800270146,6.017940149680496,1.7975639789578155,Iris-virginica
+109,5.598583029669595,2.483727829960634,3.9357651700583522,1.1386742243449643,Iris-versicolor
+110,6.134809429547748,2.886998415884426,4.708639816194241,1.3697980554982443,Iris-versicolor
+111,6.6497621168403835,2.763935322071439,4.7239003426498245,1.4475170058185314,Iris-versicolor
+112,5.489840531320667,4.2,1.40662974639233,0.2040220995228084,Iris-setosa
+113,5.835786524130182,2.7083187689119645,5.09230636361605,1.8865483123904636,Iris-virginica
+114,4.995127703785864,2.0000006700813135,3.5712589563006594,0.9820740797651575,Iris-versicolor
+115,4.300000658731878,3.0,1.1017365930821672,0.10000009899984899,Iris-setosa
+116,4.635452597324088,3.210133799683944,1.4013149312126039,0.19889031242403027,Iris-setosa
+117,5.62000845678652,3.7278321736593987,1.5925753565125915,0.3950304007174162,Iris-setosa
+118,4.603093614916916,3.1953541366332825,1.405153402887865,0.203678373869209,Iris-setosa
+119,4.785818669908476,3.0,1.394169984801409,0.29729593440902297,Iris-setosa
diff --git a/iris/tab_ddpm/4_0/21/test.csv b/iris/tab_ddpm/4_0/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/21/train.csv b/iris/tab_ddpm/4_0/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/21/val.csv b/iris/tab_ddpm/4_0/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/22/synth.csv b/iris/tab_ddpm/4_0/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b97ea0489d537f3fb58b6e98252c06591ee4a6d6
--- /dev/null
+++ b/iris/tab_ddpm/4_0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.236131401356569,2.7639395341225717,4.834683454379,1.7969929205050166,Iris-virginica
+1,5.960117691217746,2.884965942214408,4.598130943417162,1.4007754397025127,Iris-versicolor
+2,5.108355861003903,3.3020016155798864,1.7315487386535193,0.5874498048943411,Iris-setosa
+3,5.854137806056878,3.201360837648521,4.838183557343134,1.7794945392035857,Iris-versicolor
+4,5.937779162475088,2.223947175083321,3.93522009261062,0.9886942020235789,Iris-versicolor
+5,7.679243086798598,2.8170702201503377,6.674227807249883,2.0177827937627146,Iris-virginica
+6,5.655123773658198,3.8057611757587457,1.5854665339269252,0.3225562388549492,Iris-setosa
+7,5.691509523078664,3.7992558917917783,1.8091522007247909,0.33738142969784557,Iris-setosa
+8,6.120075430449286,2.8224691642885618,4.6743157783896185,1.2013319466349646,Iris-versicolor
+9,6.7646630242272945,3.197170540905388,5.812513049108682,2.2980912999742142,Iris-virginica
+10,6.028936349067362,2.8837021367849642,4.560329557952214,1.463318746471533,Iris-versicolor
+11,5.930874535247716,2.907677637393109,4.509222340400759,1.5059444304962775,Iris-versicolor
+12,5.486291085532826,3.0,4.504843819632511,1.503775079250493,Iris-versicolor
+13,6.109035534392717,2.6010917857830047,5.614997322941492,1.3850696531733249,Iris-virginica
+14,5.104641841060786,3.517378125484423,1.3852786631040597,0.20176000688278045,Iris-setosa
+15,6.108801866031094,2.8273950589522987,4.7711086739615665,1.2422521076741504,Iris-versicolor
+16,4.8458059402578115,3.0079503705688855,1.447968401752464,0.1,Iris-setosa
+17,6.706407523936,3.0949482024971777,4.679192264302943,1.5027189058016068,Iris-versicolor
+18,6.575740739424055,3.0,4.412818942015927,1.4006681930753846,Iris-versicolor
+19,5.771511183558814,2.7484068982781924,4.1617461632294805,1.0876515660269583,Iris-versicolor
+20,6.755061812876627,3.1973500132050483,5.54547411653181,1.9233107191412688,Iris-virginica
+21,5.201955492373651,2.725566170874293,3.9569618198258603,1.4308658443408877,Iris-versicolor
+22,7.5934733978152344,3.0,6.586189809549199,2.1282706170231256,Iris-virginica
+23,6.394077561559847,3.197670207408241,5.262227439966884,2.2523112245521517,Iris-virginica
+24,5.526379711129274,2.4688755803951183,3.866451683900136,1.1901883391898522,Iris-versicolor
+25,6.120997668082089,2.8523282742567546,4.711444748201811,1.2804193699688173,Iris-versicolor
+26,7.6338927107059975,3.0,6.622152735833475,2.0872505119651388,Iris-virginica
+27,4.798936211502158,3.0,1.3697856394559815,0.10000014364103421,Iris-setosa
+28,6.300289345192568,3.2969195870889525,6.120041887241616,2.5,Iris-virginica
+29,4.389696515361478,3.2059527753521153,1.2774442486736133,0.20074730208531952,Iris-setosa
+30,6.682919968653635,3.0923074045291608,4.6992301060911155,1.5047834300580902,Iris-versicolor
+31,5.525954588096547,3.0,4.523024188199772,1.5312029526251065,Iris-versicolor
+32,6.496931644632618,2.8064672969234437,4.643173580089062,1.5178952157576826,Iris-versicolor
+33,4.981830624244315,3.0,1.5902116032911309,0.20144691256750857,Iris-setosa
+34,7.2528902791804875,3.181046905958021,6.065220049468915,1.7885933150815827,Iris-virginica
+35,5.681179237775536,3.0,4.188234535966486,1.1712020543742763,Iris-versicolor
+36,5.615386264026185,2.9176189544713185,3.731251751514888,1.3254040637176046,Iris-versicolor
+37,7.640326402640167,2.932917975315366,6.5625876766913365,2.1253346953753653,Iris-virginica
+38,6.922981987226165,3.0954664723006644,5.089069786287449,2.291399174702867,Iris-virginica
+39,4.808386042437369,3.399766804813288,1.5948353825359416,0.20156488773404127,Iris-setosa
+40,5.596881320398138,2.5017829752315817,3.91573413684859,1.0882026087084582,Iris-versicolor
+41,5.541897739717627,3.0,4.498310240000002,1.4935037855134312,Iris-versicolor
+42,6.4001372060467,3.2575789616459696,4.730348500334821,1.6056526302612146,Iris-versicolor
+43,6.0318232388557975,2.918953255479119,4.555714384707776,1.4694467252074124,Iris-versicolor
+44,5.758047466936013,2.7892476594671627,4.509368424709756,1.2422788217862752,Iris-versicolor
+45,5.500104884563181,3.0,4.488373547043879,1.5076927475537194,Iris-versicolor
+46,5.097069612635223,3.490100719925312,1.4016629783891277,0.20000675208007523,Iris-setosa
+47,5.761325085109278,2.2938158094649372,3.931728061593125,0.9469964037898119,Iris-versicolor
+48,6.768396566461032,2.8069809145784355,4.787685822078836,1.4178763773941658,Iris-versicolor
+49,6.11067358284189,2.604428017218004,5.569864026669485,1.3835445647579125,Iris-virginica
+50,6.043858746143291,3.3733654471113783,4.583474613028472,1.606442908835017,Iris-versicolor
+51,6.192139301767505,3.3983432310341617,5.484918848023706,2.318683958571292,Iris-virginica
+52,5.78843729713225,2.6898378753770853,5.123346317891304,1.8832886073556145,Iris-virginica
+53,4.972085651808903,3.399947409355533,1.8707750768455467,0.34157275708423723,Iris-setosa
+54,4.6198153693406105,3.204180254269136,1.3657971700808416,0.19771601298353284,Iris-setosa
+55,6.0122161466500845,2.2048786448524686,5.002167083866571,1.5078935877630935,Iris-virginica
+56,6.214520872147002,3.397723132449845,5.424870222747006,2.308546442485887,Iris-virginica
+57,4.4035453266466265,2.9124076113910955,1.4014562948175007,0.19900415854549963,Iris-setosa
+58,6.05123924030042,2.825387775923272,4.648169274402178,1.3281407648884649,Iris-versicolor
+59,6.251946034649153,3.3083413654024607,5.980239767430031,2.499999792556438,Iris-virginica
+60,6.315737473093798,2.7060105168648305,4.8933473492904875,1.7999292029055438,Iris-virginica
+61,5.656393469730873,2.9687339668790274,3.840379357713492,1.2972007409039168,Iris-versicolor
+62,4.822209330964547,3.4062315019830565,1.5938733246362242,0.20141971063137257,Iris-setosa
+63,7.684343292198579,2.598588290122848,6.899998915628462,2.3014427438213905,Iris-virginica
+64,6.259052271358782,3.3869185100409793,5.396410586227947,2.2625835858826453,Iris-virginica
+65,6.295548879556092,3.2866308547835925,5.964405237082398,2.5,Iris-virginica
+66,6.598218595622539,2.483153782971124,5.706412068664615,1.7392106116932757,Iris-virginica
+67,5.824305560135901,2.878425658714127,4.512759011294592,1.4183043170453906,Iris-versicolor
+68,5.107031803572293,3.5178547613376168,1.421488495092802,0.20537173879418535,Iris-setosa
+69,5.677710854595198,3.7935953458992797,1.5999629528521029,0.2754132012567474,Iris-setosa
+70,6.066553695993334,2.8937471778662545,4.728123742290132,1.3592250377875326,Iris-versicolor
+71,4.300000796277378,3.0,1.102489882822737,0.10000013149455494,Iris-setosa
+72,5.78950435340397,2.8086329151018945,5.194459865260383,2.4011301512990646,Iris-virginica
+73,4.591446506615048,3.2129111988133663,1.3880554284881186,0.19786731097008012,Iris-setosa
+74,5.495465378844802,2.437947944660228,3.7134081917860433,1.0375655502684578,Iris-versicolor
+75,4.812106628969664,3.0,1.3977291433302579,0.10000010038660945,Iris-setosa
+76,4.9928936022825905,2.000000450311064,3.5789077838749375,0.9545164264703921,Iris-versicolor
+77,7.690449946080467,3.0,6.075798003875104,2.300311471412512,Iris-virginica
+78,5.336742182990314,3.4043334891859964,1.536355362045513,0.41786672544399917,Iris-setosa
+79,4.3,3.0,1.0845240078464073,0.1,Iris-setosa
+80,5.033402317870113,3.590222737092913,1.4048555497589144,0.20094753963473605,Iris-setosa
+81,5.355852201690952,2.9792672521055557,4.394189934925463,1.4654225532599308,Iris-versicolor
+82,6.790930102010756,3.203703682157344,5.86265278327479,2.317281988246871,Iris-virginica
+83,4.393841021871194,3.1892042443760222,1.3103478266372564,0.19735117820312337,Iris-setosa
+84,6.607972813399119,2.780592084574753,4.654148475411516,1.4652934944284637,Iris-versicolor
+85,7.899998102417779,3.734996036029141,6.398661176618079,1.9761815325784122,Iris-virginica
+86,5.855866591593062,2.7280328778124567,4.140395484398352,1.0262089889114523,Iris-versicolor
+87,6.973257566809242,3.1942754464638528,5.662111825087695,2.2963698588135006,Iris-virginica
+88,6.7363687126524905,2.5049948234298505,5.849538881950579,1.7981630854820496,Iris-virginica
+89,5.627957291836432,2.8880413841930084,3.7344840796053522,1.2927995496911775,Iris-versicolor
+90,4.300000932093132,3.0,1.0945633181296084,0.1000001233473359,Iris-setosa
+91,6.214492945033114,3.3402332345740633,4.662631027379944,1.6078671231398738,Iris-versicolor
+92,5.66897544729616,2.965071262958085,4.046039419182155,1.2759868319571952,Iris-versicolor
+93,4.800505992966758,3.0,1.4050153971393498,0.31916588315038674,Iris-setosa
+94,6.198309597975808,2.812835023384759,4.821138535183576,1.8177680077562512,Iris-virginica
+95,5.787716818050992,2.697559486683032,4.085938514987502,1.0043539925206126,Iris-versicolor
+96,4.508267832124918,3.175254118630787,1.3891655193468377,0.2025130441623928,Iris-setosa
+97,5.022566818305933,3.532188518049478,1.4062818966077435,0.20236840807203155,Iris-setosa
+98,6.890595891484187,3.1708479633074513,5.65220436359991,2.292975590228262,Iris-virginica
+99,6.617902821660606,3.0,4.4432813249569705,1.414035026153067,Iris-versicolor
+100,7.026738643215667,3.111698095668478,5.149579608051315,2.3018122448244527,Iris-virginica
+101,4.8083821156504225,3.0,1.401831998553868,0.1,Iris-setosa
+102,4.595795421959156,3.524010915325338,1.0,0.20695686167810692,Iris-setosa
+103,5.629603176044849,3.0,4.4047603641889665,1.4142755116266703,Iris-versicolor
+104,4.809163092159128,3.406188915525298,1.7726652307071527,0.19546099283942603,Iris-setosa
+105,5.896349845305331,2.9081344980800257,4.580782932019685,1.4083041112764236,Iris-versicolor
+106,6.7986856659368335,2.786550095922329,4.793671492198351,1.4017151976409752,Iris-versicolor
+107,6.690618446085064,2.4613022976734675,5.813098640337484,1.821113007223405,Iris-virginica
+108,5.596296172160433,2.9303648639224367,3.6516343011984675,1.2880699394848976,Iris-versicolor
+109,5.483773427147277,2.3908864849931146,3.675639085505334,1.0236678464495206,Iris-versicolor
+110,6.512626208688395,3.0,5.8019539419527515,2.2141689571454344,Iris-virginica
+111,5.493220678684922,4.1999992861432425,1.3937259356801808,0.2021508350006231,Iris-setosa
+112,7.687414153424001,3.0,6.138949041535165,2.2996485272615357,Iris-virginica
+113,6.84490159256311,3.1954568907302336,5.804831220741544,2.2893689680149305,Iris-virginica
+114,7.672379924733418,2.6130936067271593,6.899998221812938,2.3119359707270877,Iris-virginica
+115,6.921223556208336,3.1612466631530958,5.532861431549487,2.30027023548321,Iris-virginica
+116,6.7590267662453405,3.2361255866798757,5.825535649647528,2.220562781497922,Iris-virginica
+117,5.499135113914813,2.5210538409737024,4.049026845569966,1.3053750895441285,Iris-versicolor
+118,5.770758543375594,2.697008041248367,5.102611510971471,1.9052401519141844,Iris-virginica
+119,4.866399704904064,3.03990054185306,1.4656254492830025,0.1,Iris-setosa
diff --git a/iris/tab_ddpm/4_0/22/test.csv b/iris/tab_ddpm/4_0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/22/train.csv b/iris/tab_ddpm/4_0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/22/val.csv b/iris/tab_ddpm/4_0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/23/synth.csv b/iris/tab_ddpm/4_0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2c06925527e5b472919e9687b068cbd1c6b2b506
--- /dev/null
+++ b/iris/tab_ddpm/4_0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.217459010923802,2.2103258274231097,4.491654769234961,1.4992830407412427,Iris-versicolor
+1,6.624437583906368,3.0,4.38831359177374,1.3970964273218602,Iris-versicolor
+2,6.120696240783814,3.369501659798813,4.594031749087079,1.6149730504723425,Iris-versicolor
+3,5.7478926297901785,2.849299563325791,4.387880551627241,1.3787513926402655,Iris-versicolor
+4,7.613083698936779,3.0,6.62654118478464,2.074638193796191,Iris-virginica
+5,5.906700321621584,3.217541412635246,4.803554327822955,1.8103101991475603,Iris-versicolor
+6,5.414486359048344,3.8898107939700792,1.3101147247382834,0.3721236058534674,Iris-setosa
+7,6.259063500086437,3.3921681076670107,5.521384038552928,2.3592530026347105,Iris-virginica
+8,6.272321681647367,3.262423527977122,6.028300697181917,2.4999990096365723,Iris-virginica
+9,5.49060414715494,2.434326099591431,3.777578299286892,1.0322465702285135,Iris-versicolor
+10,5.11687202170306,3.3098116448864765,1.6331548192565233,0.5488082561808388,Iris-setosa
+11,5.4353390576779415,3.0,4.553134417762282,1.4862659902341222,Iris-versicolor
+12,5.027677721223068,2.0000004692303506,3.373730148424201,0.9485595651967644,Iris-versicolor
+13,4.808096975182572,3.400977965067209,2.020076704945946,0.1978116315144346,Iris-setosa
+14,6.766947507798854,2.7817110905486024,4.786393695671133,1.402681064676623,Iris-versicolor
+15,6.752472748716389,2.51832982028968,5.8576488783149285,1.8080820148241663,Iris-virginica
+16,6.489219022140753,3.2023418105136736,5.108399498006668,2.004878777680931,Iris-virginica
+17,4.538420330387442,3.229861919721181,1.3637151898541395,0.19849596534860353,Iris-setosa
+18,5.0167943670346125,2.0000004967960043,3.5020578646589637,1.0374457366573107,Iris-versicolor
+19,6.36910821155047,2.5277505714385704,4.983825679912641,1.8987630341022903,Iris-virginica
+20,6.786600570786732,2.8037988149438355,4.780718173139593,1.4185381334361225,Iris-versicolor
+21,5.933390136303626,2.8799400310825374,4.479623305467808,1.477337552902262,Iris-versicolor
+22,4.812905971302488,3.0,1.4107992265476166,0.27628953143968227,Iris-setosa
+23,4.300000583913731,3.0,1.0916943710596756,0.1,Iris-setosa
+24,5.110439559959729,2.512581069784433,3.1127006086967772,1.1480158604766715,Iris-versicolor
+25,6.1803209628932425,3.3976311149817073,5.412844335026024,2.3069415006604594,Iris-virginica
+26,6.706691271635427,3.122545038467009,4.672428701306385,1.4920456127678239,Iris-versicolor
+27,6.77331234951568,2.8144974038572883,4.761367536295805,1.3876517578614118,Iris-versicolor
+28,6.40084825708383,2.8174200520478014,4.560938633416548,1.496142247570229,Iris-versicolor
+29,6.771833102403347,3.182806895553277,5.8505890566984995,2.2709450494726564,Iris-virginica
+30,4.3,3.0,1.0885533012877044,0.1,Iris-setosa
+31,5.107097175998458,3.4873400924720768,1.382708497151997,0.20115359320734502,Iris-setosa
+32,4.403938115623532,3.2025473504405015,1.3331201771999461,0.20311642394869803,Iris-setosa
+33,6.711468409481624,3.074737601609357,4.6204962895202675,1.4665270812952493,Iris-versicolor
+34,6.322147881617652,3.296883756585086,6.022597048071749,2.499999770628683,Iris-virginica
+35,6.9096267127403825,3.1175649486261836,5.112031486374573,2.3058436048031985,Iris-virginica
+36,5.486033836788183,3.0,4.494833287811761,1.5050949508851903,Iris-versicolor
+37,4.3,3.0,1.0997294489705536,0.1,Iris-setosa
+38,7.701639167658385,3.0,6.058601880569556,2.2942690179932845,Iris-virginica
+39,4.846834062484649,3.0102036099290066,1.454223862421873,0.1,Iris-setosa
+40,5.51111045710326,4.2,1.3699205424612961,0.19528697442615683,Iris-setosa
+41,5.766707137201566,2.8111944846366557,4.515517324078554,1.3181723241536476,Iris-versicolor
+42,5.120434415411307,3.47662420838496,1.3971959989452991,0.20489117183745909,Iris-setosa
+43,4.799513086669625,3.3995071876005354,1.7168067210627302,0.19657287553133013,Iris-setosa
+44,4.790836561368887,3.3978391559187875,1.8326600390434225,0.20038359426908744,Iris-setosa
+45,6.264409740570312,2.7090105373484343,4.908112661605309,1.7832678524201544,Iris-virginica
+46,5.883369164252557,3.2036658996227017,4.801200232187589,1.8062155217581386,Iris-versicolor
+47,5.436940482668653,2.728690309487775,3.3489354702886027,1.231241677433407,Iris-versicolor
+48,4.456315073094136,3.0,1.4141500562543123,0.20231533826662185,Iris-setosa
+49,6.689047761239927,3.0569506265882462,4.653845853564474,1.4653395840793824,Iris-versicolor
+50,5.868827117569896,2.8705910196420996,4.334722733563537,1.378671002683081,Iris-versicolor
+51,6.236277633180842,3.396628877244326,5.406711523172795,2.318232240168892,Iris-virginica
+52,6.098487811873078,2.6069413182543957,5.56769246956811,1.4131584247569995,Iris-virginica
+53,4.391786818906126,2.88633956127351,1.3732237786220527,0.1960259051628611,Iris-setosa
+54,6.695862190471258,2.450994160543252,5.865500101090841,1.8003555750880094,Iris-virginica
+55,6.167417571969752,3.3968442252886213,5.36887835910663,2.2848434702582594,Iris-virginica
+56,6.000151858356478,2.212168878866076,5.0210349716030365,1.4883864251262808,Iris-virginica
+57,4.39861944397012,3.201889251787978,1.2906022003785138,0.20230827564162285,Iris-setosa
+58,5.005404548142899,3.0,1.5924008020862042,0.19705593440664831,Iris-setosa
+59,4.957075605111619,2.0,3.2807043903508846,1.0428254590443953,Iris-versicolor
+60,6.197452258006572,2.80464239513554,4.784605318739839,1.7969957131441898,Iris-virginica
+61,6.711575735028532,3.0,5.006584838579571,1.7186401460096667,Iris-versicolor
+62,6.294913224938348,2.7440523799838896,4.851269105302724,1.754897861911929,Iris-virginica
+63,6.715609138915096,2.5070445094346585,5.796682580692862,1.8049471160559498,Iris-virginica
+64,6.485855194324888,2.7994024681931324,4.581124839159693,1.5170171298334436,Iris-versicolor
+65,6.2165368066286115,2.786850152582927,4.789453752532425,1.7965676732979565,Iris-virginica
+66,5.124072418447383,2.4878798122135173,2.8221512251006384,1.0751075064611832,Iris-versicolor
+67,5.066726947621161,3.7883153439622674,1.611944832330611,0.2004397549047205,Iris-setosa
+68,7.698569726669241,2.6159518769834325,6.899998939456244,2.297313190690968,Iris-virginica
+69,4.999955700698274,3.6306344113447557,1.390989289986138,0.20374796280473473,Iris-setosa
+70,7.715366558642443,2.81510760433637,6.711501242316879,2.0218130774913035,Iris-virginica
+71,5.832003201422556,2.6691916263769593,5.117179408992237,1.8742839295279383,Iris-virginica
+72,6.083534175235176,2.8906179233134113,4.62828134702837,1.4703122128576604,Iris-versicolor
+73,5.742220150361447,2.9603906399803024,4.225733722200261,1.2920005032439956,Iris-versicolor
+74,5.097968767015203,2.4666226183230724,3.0613745272592903,1.1298597171527984,Iris-versicolor
+75,6.067539098474938,2.834818575079427,4.685923870352753,1.3404721447531454,Iris-versicolor
+76,6.2648383353786254,3.2897212276591548,6.061821840624662,2.5,Iris-virginica
+77,4.8071477701885215,3.0,1.390013179069793,0.38586780405155113,Iris-setosa
+78,6.572372179073533,2.9421206001193334,4.48195155613287,1.4434341883374495,Iris-versicolor
+79,5.561480627507955,3.0,4.5249320624268226,1.4730162375360787,Iris-versicolor
+80,6.105329692583347,3.0,4.700174386945664,1.5512616718499108,Iris-versicolor
+81,7.8999986578692365,3.8013449490552746,6.397929445739022,2.0191347083106845,Iris-virginica
+82,7.6026040936926895,3.0,6.647945598635912,2.072653018253764,Iris-virginica
+83,5.508749596377288,2.5129232442296154,4.045176110964894,1.3177012200923273,Iris-versicolor
+84,5.649789121032842,3.0,4.295663265850544,1.2773589668471972,Iris-versicolor
+85,6.242882337880266,3.3955747656040502,5.3947716706506945,2.3273389507331337,Iris-virginica
+86,4.3,3.0,1.0989698854501326,0.1,Iris-setosa
+87,4.60338446357065,3.130631284434941,1.4823104580596178,0.19792853160882903,Iris-setosa
+88,5.884308551552034,3.1977428885456516,4.822883549752713,1.8090659213467737,Iris-versicolor
+89,7.667137247484291,3.0,6.514682699401352,2.138721606321746,Iris-virginica
+90,5.808800511985478,2.8019598144638413,5.129984897476957,2.399767631990658,Iris-virginica
+91,6.637257748719084,3.048764000093408,5.7940758152694185,2.178411792628749,Iris-virginica
+92,5.5095488047202155,2.5100497623463993,4.00577035032635,1.2917718839985513,Iris-versicolor
+93,5.992351644195633,2.213934683808499,5.0359070539050625,1.4859321024220393,Iris-virginica
+94,5.0124604678347335,3.4046798910036165,1.5946654073008601,0.5058909014477351,Iris-setosa
+95,4.395120336038809,3.172400473276751,1.2935970555273362,0.20016514575149846,Iris-setosa
+96,5.689996312896954,3.0,4.178153376394402,1.1821342714355478,Iris-versicolor
+97,5.60157484629865,2.5919125328695323,4.218937862804563,1.310431955557758,Iris-versicolor
+98,6.171318824476126,2.809716221519924,4.787306239219308,1.821374122599689,Iris-virginica
+99,6.322182482818647,2.708183570906579,4.900547407845783,1.7826288450030647,Iris-virginica
+100,6.775464071165076,3.221717965068767,5.566642170840765,1.964326031886922,Iris-virginica
+101,7.7140839325523745,3.0,6.167015303542012,2.2915235314292755,Iris-virginica
+102,6.300348413758045,2.501289426365063,4.989854004022888,1.898531942033703,Iris-virginica
+103,6.099247280170368,2.9357214735123365,4.670376469100201,1.4595331371608593,Iris-versicolor
+104,5.148973912032178,3.4264637004603022,1.4060891797059099,0.19923213362879744,Iris-setosa
+105,6.248737912618675,3.392702488135997,5.4802694937498355,2.3320400762578006,Iris-virginica
+106,6.33507590403551,3.3287831497489258,6.055215680335994,2.5,Iris-virginica
+107,4.61366853647725,3.6253029322921067,1.000000434470386,0.20457001455629026,Iris-setosa
+108,7.726331370779004,2.789156602265587,6.710867194518538,2.0014417303616234,Iris-virginica
+109,6.3173023521637415,2.7027721141901204,4.91378205681585,1.7976582060700634,Iris-virginica
+110,4.614582172875093,3.2016561639789978,1.4060663107757676,0.20242848119904366,Iris-setosa
+111,6.070408518351361,3.382881469972001,4.572733129849987,1.6039804899819878,Iris-versicolor
+112,4.300000802146965,3.0,1.1101858729306238,0.10000014111441738,Iris-setosa
+113,6.146434340631699,2.8748654022962703,4.738751932129898,1.340070485531913,Iris-versicolor
+114,6.860986947049635,3.1474112268709615,5.332323539420675,2.3036443419835773,Iris-virginica
+115,4.977319875607152,3.5643034652776486,1.4149959362941558,0.1997791200005924,Iris-setosa
+116,5.7626524715838325,2.7946183624342553,5.0639988301387,2.3799697342551487,Iris-virginica
+117,5.6807531480304005,3.74316311687417,1.617550449662193,0.27010127903823905,Iris-setosa
+118,5.014406584909527,2.0000005168028627,3.4567285561898005,1.031378480621923,Iris-versicolor
+119,5.534388043354034,3.0,4.490197562735379,1.4936374474646994,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/23/test.csv b/iris/tab_ddpm/4_0/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/23/train.csv b/iris/tab_ddpm/4_0/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/23/val.csv b/iris/tab_ddpm/4_0/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/24/synth.csv b/iris/tab_ddpm/4_0/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a54c9b0e4c9db3e4b7e9899824d89e13df3852a7
--- /dev/null
+++ b/iris/tab_ddpm/4_0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.794455536903205,3.402995320917352,1.8342449720986376,0.19743908693934414,Iris-setosa
+1,5.428499166103328,3.0,4.510864564941465,1.5021898999889074,Iris-versicolor
+2,6.786649665992809,3.167452017079592,5.672919940014689,2.302537206625463,Iris-virginica
+3,7.69776008941752,2.591780545863184,6.899998424432611,2.2765012104834272,Iris-virginica
+4,5.365551964780346,3.0,4.487245345140993,1.494237922371043,Iris-versicolor
+5,4.576958803022284,3.162068217466713,1.4000395466720439,0.19965481199725882,Iris-setosa
+6,6.017953750812838,2.208894891272902,5.011434283353889,1.4968409058834466,Iris-virginica
+7,7.899998909252563,3.83247841504002,6.422128630450264,2.0219247741177244,Iris-virginica
+8,6.730019250204131,2.814385685690508,4.707586572781738,1.4367241156080248,Iris-versicolor
+9,5.949583173294415,2.9191628135923953,4.500925576507793,1.4613544164090648,Iris-versicolor
+10,5.591579380027495,2.5338836951181345,3.895202798421166,1.0757382303790826,Iris-versicolor
+11,5.641727168639778,2.9557618995132637,3.7746537876304926,1.2778115754354615,Iris-versicolor
+12,6.1146036503290215,2.8000911055905395,4.727316707874419,1.228510373814255,Iris-versicolor
+13,5.756908786680567,3.0,4.182935982465102,1.2327144243184351,Iris-versicolor
+14,7.112341536249082,3.1591347253452944,6.045300372451124,2.241679458840239,Iris-virginica
+15,5.680847743599133,3.0,4.2592438488026785,1.2779666157838532,Iris-versicolor
+16,7.1779552488780665,3.1769091749467693,6.002196496965734,1.7952561811793069,Iris-virginica
+17,5.703267967339082,2.640786814500057,4.034184189814956,1.0115506411036792,Iris-versicolor
+18,4.983609984352765,3.0,1.592083481048102,0.20555102321739926,Iris-setosa
+19,5.810819327562342,2.6937291127885805,5.100322278127874,1.8865189306861492,Iris-virginica
+20,4.583676895271843,3.6281567875686944,1.0,0.19741593756965492,Iris-setosa
+21,5.783185811317505,2.790898694399143,5.092650222659407,2.4004024277769074,Iris-virginica
+22,6.698819219724118,3.1112714843985194,4.711840361266297,1.5032485873417192,Iris-versicolor
+23,4.396006994566864,2.8420189552921604,1.4039635672978876,0.20243501201338093,Iris-setosa
+24,5.549838355027153,2.4132088901292454,3.7326860679737934,1.0400088366997766,Iris-versicolor
+25,4.61113059979971,3.615492373499537,1.0,0.19710694639809068,Iris-setosa
+26,4.625468537549429,3.1027703446035284,1.3907671150409628,0.2085199822105168,Iris-setosa
+27,4.605854840843027,3.542784414149474,1.0000004433867973,0.19573865173090904,Iris-setosa
+28,6.807300597758021,3.2053443276958364,5.8418511186895605,2.257885944665892,Iris-virginica
+29,4.3,3.0,1.1001321668350432,0.1000001341294495,Iris-setosa
+30,5.173200554000027,2.6449255085384418,3.767257266347298,1.3529635900663215,Iris-versicolor
+31,4.892031818749377,3.0646338071889,1.4739753437375422,0.1,Iris-setosa
+32,6.598475203010732,3.0,5.8098450438722855,2.222712475694248,Iris-virginica
+33,4.796437801642034,3.4042273603183797,1.5925006281259435,0.2030604527043655,Iris-setosa
+34,6.3200495268027375,3.305559637772167,6.096706110496316,2.499999810876373,Iris-virginica
+35,5.661856404465385,3.0,4.058495160645427,1.240277738625907,Iris-versicolor
+36,5.566295113946965,2.432069666979972,3.796511401914769,1.0588639491755993,Iris-versicolor
+37,5.467812710131761,4.199999080868169,1.3801681015985194,0.20335802806083533,Iris-setosa
+38,6.584452204381013,2.923590770761208,4.729042610177592,1.578918756347788,Iris-versicolor
+39,6.036734982546504,2.88456227603946,4.5319006639327055,1.5080194331067054,Iris-versicolor
+40,7.612250726310317,3.0,6.498263480253324,2.1202660616838362,Iris-virginica
+41,6.334356979583385,2.728632268500739,4.881119474191968,1.8059247745471865,Iris-virginica
+42,6.2056572319571295,2.8130859639425543,4.783938479203689,1.8063110181175512,Iris-virginica
+43,5.713675246567919,2.327227554335447,3.868063704539302,0.9229083547980422,Iris-versicolor
+44,7.714027662517413,2.7901479793035313,6.6844047179266175,2.047409970720172,Iris-virginica
+45,6.040955017354981,2.8934472485658786,4.510064406859837,1.5197068489524026,Iris-versicolor
+46,4.853307939374047,3.0531011664076995,1.4766636519352176,0.1,Iris-setosa
+47,5.217967185557843,3.3949827686420186,1.4026626082398335,0.20227328023157706,Iris-setosa
+48,6.119311238038165,2.6015183811299423,5.586117194497062,1.409584822390062,Iris-virginica
+49,7.6845382915344205,2.6013700290495554,6.899998989863453,2.2847259064286374,Iris-virginica
+50,6.5212837065539695,2.816795504305283,4.650317285617139,1.5043732795934455,Iris-versicolor
+51,5.416784389302163,3.4024027576376685,1.4792378605593302,0.38652346166127965,Iris-setosa
+52,4.3,3.0,1.0837543731665449,0.1,Iris-setosa
+53,6.424715150171154,3.225572008622499,5.272002864227472,2.308283102928856,Iris-virginica
+54,6.146089172313856,3.3290279338831783,4.6455137533000315,1.6179415798925287,Iris-versicolor
+55,6.784745506869554,3.1840852847043797,5.698623760046793,2.292818235391204,Iris-virginica
+56,5.560503687570278,2.4527534168309115,3.8381572328448272,1.0282704711317288,Iris-versicolor
+57,5.849851656062308,2.8938552438657217,4.466913655068425,1.3549502816160748,Iris-versicolor
+58,6.296132353136519,2.7057714825388146,4.895311144222544,1.8013976101482607,Iris-virginica
+59,6.073118541846356,2.9091113226576875,4.621777475938328,1.471877715717163,Iris-versicolor
+60,5.152652423450979,3.408496807069027,1.386188094852403,0.20210533193437558,Iris-setosa
+61,6.688779726742807,3.126092895384084,4.706550808054338,1.511596648514135,Iris-versicolor
+62,6.223951134309415,2.7192470252193846,4.858826933263768,1.8039049757952588,Iris-virginica
+63,6.598029090542539,3.212435138678289,4.765351641693436,1.563229238944899,Iris-versicolor
+64,5.054694597110477,2.5215078392321897,2.884368518002828,1.1115836764280025,Iris-versicolor
+65,5.964610734394947,2.882095601113142,4.503521143853593,1.4538127486360195,Iris-versicolor
+66,4.856102829381505,3.01344717820358,1.4471765166764357,0.10000011269210607,Iris-setosa
+67,5.55680531758113,2.4567526837312004,3.9339425813324627,1.2356325658493892,Iris-versicolor
+68,6.734348005824696,3.084863320478384,4.745962187778949,1.5196923254241845,Iris-versicolor
+69,4.580735440735456,3.2034413049278485,1.39116831441352,0.19901837268239686,Iris-setosa
+70,5.563230514064086,2.4064627991322514,3.816088511978654,0.9663595038311343,Iris-versicolor
+71,4.80134885802419,3.0,1.4116489711511258,0.30638252752709977,Iris-setosa
+72,5.37739497251983,3.8930186461871212,1.3064490787688978,0.4411159926333187,Iris-setosa
+73,6.264224272805311,3.293477327859585,5.9470419537127865,2.5,Iris-virginica
+74,7.9,3.7760880638719305,6.440346661747605,2.0026238070373874,Iris-virginica
+75,5.771162336662316,2.6940311519006253,5.089688755243405,1.9190631503184565,Iris-virginica
+76,6.3684109374557485,3.2127874866662656,5.320233074060088,2.30575858815563,Iris-virginica
+77,6.009559495471432,3.4017341155547522,4.509022908187705,1.6031653718303547,Iris-versicolor
+78,5.344042507287955,3.400490257230873,1.5025841206402943,0.4805281134441646,Iris-setosa
+79,7.680760227767494,2.603736545277564,6.899998962530982,2.2998413806449873,Iris-virginica
+80,4.491050595918792,3.0,1.454224164543878,0.1964567406281542,Iris-setosa
+81,7.661876331644555,3.0,6.092903139763307,2.296449746501806,Iris-virginica
+82,4.987179970234767,3.401309862465094,1.6159660545425192,0.3712197494723873,Iris-setosa
+83,5.534889854735459,2.510018770672602,3.8468766385670397,1.2454990701281152,Iris-versicolor
+84,5.79031881736047,2.7044347355976477,5.09896450300266,1.9064456357485309,Iris-virginica
+85,5.579474379690815,2.3942454620281364,3.7691057706458673,1.052423325448099,Iris-versicolor
+86,4.775260295289244,3.3980656918921617,1.5850881289897716,0.19340851088967476,Iris-setosa
+87,5.202026853490686,2.7076134066071815,4.017729757140543,1.4150995322160498,Iris-versicolor
+88,5.427554451314295,3.0,4.4804563780288476,1.4894111294319154,Iris-versicolor
+89,6.199842388759823,2.197056249267174,4.461524433298997,1.491921297591995,Iris-versicolor
+90,6.190248887720908,2.8836702339741884,4.743676021484929,1.352403581337037,Iris-versicolor
+91,5.391629409768477,3.7656136350447413,1.3719215970548828,0.3013073215320167,Iris-setosa
+92,7.9,3.799223649029597,6.415259336079203,1.9960743719889902,Iris-virginica
+93,5.0360324444392335,3.3568456332195615,1.60422622528506,0.3647263127822895,Iris-setosa
+94,6.47341448408187,3.0,5.785824318731023,2.1785753003410515,Iris-virginica
+95,5.23349120108306,2.629782061595909,3.1970995566061697,1.286801301830699,Iris-versicolor
+96,6.383381419650001,3.169318631429619,5.29736003418929,2.2888424504092266,Iris-virginica
+97,5.118827335698562,3.2919334797632267,1.5993015991251702,0.4827636315852616,Iris-setosa
+98,5.662055084816495,3.0,4.231092827227816,1.2968975068873083,Iris-versicolor
+99,6.2805000777735165,3.289598067126237,5.954113472780587,2.499999793314013,Iris-virginica
+100,4.881579747086857,3.0914646996923962,1.4995063348322641,0.1,Iris-setosa
+101,6.676076640861025,2.5105790529330214,5.939422288758752,1.7863573772779615,Iris-virginica
+102,4.586911801559404,3.0881252633737466,1.4937719855094327,0.2001868556653624,Iris-setosa
+103,6.304666169117446,2.668391413908479,4.9007607753345175,1.8109368456659702,Iris-virginica
+104,6.338383913849346,3.306055243803478,6.0241058591712235,2.4999997612933607,Iris-virginica
+105,6.55758534770255,3.0,4.383536768156643,1.3794894583771304,Iris-versicolor
+106,7.683004016598651,2.5833625181861075,6.9,2.299804358100574,Iris-virginica
+107,5.931847199979961,2.2242381632886565,3.9605363633833077,0.9482891617251572,Iris-versicolor
+108,6.7264101405032335,2.5005872208565,5.806520000593324,1.848013952868635,Iris-virginica
+109,4.812859944296735,3.4037148309621927,1.7843526571104393,0.20279187413810082,Iris-setosa
+110,5.708413186099971,2.858464164238327,3.934735196849221,1.1638955243738414,Iris-versicolor
+111,5.595971067130893,3.0,4.450579845929474,1.4733859770064888,Iris-versicolor
+112,7.690459132011551,2.600234834551105,6.899998725143795,2.2730317858434286,Iris-virginica
+113,5.126987117948962,2.52931530306329,3.524205253672494,1.233450309142809,Iris-versicolor
+114,4.3,3.0,1.1129807398687444,0.10000009942056907,Iris-setosa
+115,5.726267541666879,2.800487687411109,4.4996221868652775,1.274948646535702,Iris-versicolor
+116,5.984544390506559,3.4099959520069003,4.49062393779643,1.592649118210021,Iris-versicolor
+117,4.397294750133961,3.198679185838471,1.3123527004565787,0.20378746883357665,Iris-setosa
+118,5.12330109779237,2.500313685001673,3.0996579772026003,1.1408378409642603,Iris-versicolor
+119,5.788648558861082,2.7925076052787463,4.370050258690306,1.1779166583370313,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/24/test.csv b/iris/tab_ddpm/4_0/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/24/train.csv b/iris/tab_ddpm/4_0/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/24/val.csv b/iris/tab_ddpm/4_0/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/25/synth.csv b/iris/tab_ddpm/4_0/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..42ac04118528eb766641b2b11ecfa5ce23f11617
--- /dev/null
+++ b/iris/tab_ddpm/4_0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1003946791470085,3.7625256787185632,1.5868828578496825,0.19359661765917657,Iris-setosa
+1,6.037895228452009,2.1327676995098734,4.140330074919167,1.0510684503059824,Iris-versicolor
+2,4.566610488571569,3.601055590359067,1.0,0.1959565313195608,Iris-setosa
+3,7.9,3.8057763202225945,6.368326298759493,2.0040456353114333,Iris-virginica
+4,6.488592302141607,3.040804372370118,5.5652332094126,2.2233104179900507,Iris-virginica
+5,6.572457190823466,2.804451883425914,4.631267362091067,1.4874290863020068,Iris-versicolor
+6,7.666305624572915,2.62208842688814,6.8999983736145465,2.3011144746561976,Iris-virginica
+7,4.300000469541522,3.0,1.077723676669553,0.1,Iris-setosa
+8,4.996705224344468,3.409497124655737,1.6624025165871679,0.4448287252158467,Iris-setosa
+9,5.7970492811646235,2.7923843933695602,5.083064227076168,2.4070059427268915,Iris-virginica
+10,5.170204176310607,3.4062056722538023,1.408546052717651,0.1986421762761821,Iris-setosa
+11,5.989714643852501,2.1982474214437158,4.020051346821438,0.9378283624534431,Iris-versicolor
+12,6.6815107399950335,2.9298117427722836,4.6155387901035025,1.4078741760760225,Iris-versicolor
+13,5.793572084760362,2.6939170444787486,5.096989419649252,1.9129939740735469,Iris-virginica
+14,6.405939314742279,3.1942208100654703,5.362088185140763,2.3064292368270087,Iris-virginica
+15,6.686750139696527,3.0,4.972386780461429,1.6981097476305602,Iris-versicolor
+16,6.826162839813566,3.2053982349249197,5.761945331290253,2.302865251869313,Iris-virginica
+17,7.9,3.8059220219199714,6.480064540990898,2.0256314871444325,Iris-virginica
+18,6.822514226552134,2.811854973816912,4.797126844541091,1.3719952587921544,Iris-versicolor
+19,6.909883835768054,3.086682257470979,5.164775425942674,2.2805028089468653,Iris-virginica
+20,7.181929220794576,3.189564230832756,6.050697788510598,1.8186254520572205,Iris-virginica
+21,6.826968380341642,3.211240828256358,5.800454287056767,2.293707345711034,Iris-virginica
+22,5.657430443671534,2.8378888062751915,4.26533739468304,1.2894502686319542,Iris-versicolor
+23,5.789739652540381,2.699240053926193,5.165898975243256,1.9213612808715144,Iris-virginica
+24,4.3,3.0,1.097949876573864,0.1,Iris-setosa
+25,7.9,3.8703878912800973,6.406656675861064,2.006827360358208,Iris-virginica
+26,5.355528161691787,3.0,4.497568725986414,1.491258919647733,Iris-versicolor
+27,5.522412163989307,2.4358873565615418,3.838917221464924,1.065934031893144,Iris-versicolor
+28,4.569960270610068,3.5376952423056394,1.0,0.19425203887165937,Iris-setosa
+29,7.703900818660445,2.607675383098331,6.899998186261712,2.2987689369700117,Iris-virginica
+30,7.690642436391919,2.790982747656194,6.6709251575411255,1.9998789468359484,Iris-virginica
+31,5.7748257469063695,2.700610077710923,5.087957814953162,1.9026918434443876,Iris-virginica
+32,6.4687774178070505,2.8187956470505595,4.591891400974568,1.5035511343312193,Iris-versicolor
+33,4.77775178594023,3.3929473928940816,1.7136393776157888,0.2032382791743138,Iris-setosa
+34,5.981987244301804,2.207341149503775,4.056850707016358,1.037935354277042,Iris-versicolor
+35,6.78338394739261,3.2018513786041427,5.825223313173662,2.3056277110708074,Iris-virginica
+36,6.667982523857173,3.110069625195527,4.726114218234479,1.5114811507110046,Iris-versicolor
+37,6.519723814274143,2.7950151784882102,4.617854700725887,1.4898332558371088,Iris-versicolor
+38,6.223855674336945,2.2008252412393263,4.491632118405412,1.4892980831325273,Iris-versicolor
+39,5.789774981708245,2.704523616529427,5.074582103260271,1.881244492396751,Iris-virginica
+40,7.676575019336006,2.584052887138567,6.9,2.309724104358175,Iris-virginica
+41,6.505600278026074,3.202025958921971,5.114823261901201,2.0360413135352715,Iris-virginica
+42,5.546801575218546,2.5602766503690946,4.018748732342304,1.2776559837375232,Iris-versicolor
+43,7.704749131714175,2.807803317808342,6.7034037839023615,2.0349027058125935,Iris-virginica
+44,4.300000536881638,3.0,1.0984423990208585,0.1,Iris-setosa
+45,6.100819499651825,2.5987545529381753,5.563798171918519,1.4276583351384646,Iris-virginica
+46,4.3,3.0,1.1208738793438522,0.10000015612408106,Iris-setosa
+47,5.810857898942598,2.666037684425108,4.0685098363199605,0.960702904749396,Iris-versicolor
+48,5.166429799179279,2.6556698137386916,3.824942185806753,1.3506947924890707,Iris-versicolor
+49,5.681638278310124,3.790492290676279,1.7065431098814838,0.38151705516178697,Iris-setosa
+50,4.799839357160781,3.404200442403477,1.6630841190311334,0.19862033951840097,Iris-setosa
+51,6.314678113832028,2.5556686101751813,4.976486896286195,1.9003835294558484,Iris-virginica
+52,4.881242057461503,3.059343709118366,1.4899222799977367,0.10000010977165975,Iris-setosa
+53,6.77437871423018,3.1724940629202343,5.6615846020486345,2.2921377127297564,Iris-virginica
+54,5.578467430190388,2.4816231056339166,3.843201023565526,1.0800386051769024,Iris-versicolor
+55,7.705579427800789,3.0,6.100209036125991,2.284456994620235,Iris-virginica
+56,7.105794943797977,3.197687193185544,5.945249413199262,1.8745837600770812,Iris-virginica
+57,5.400851711342198,3.9287804774612094,1.2912016070836354,0.3435247427506905,Iris-setosa
+58,6.62555477442469,3.0,4.47096442876566,1.4323687761308639,Iris-versicolor
+59,6.6979361654572225,3.0937010198206156,4.683335101120521,1.4813883891238926,Iris-versicolor
+60,5.03218094651852,3.3875071924776523,1.5915476332871457,0.4591557816530031,Iris-setosa
+61,6.275359954235144,3.2887862455461243,5.846720265305728,2.4999977986130766,Iris-virginica
+62,6.588079849975996,3.0,4.352630646389546,1.3901203210630695,Iris-versicolor
+63,6.678533479029101,3.0,4.9904349706495035,1.7086947681695406,Iris-versicolor
+64,7.155690459724051,3.184490809968467,5.919738046190856,1.8112698091718265,Iris-virginica
+65,7.702629160997572,2.606580336847875,6.9,2.289386343411532,Iris-virginica
+66,6.423686126383342,3.2184086753620704,5.183237536556872,2.1249897370497592,Iris-virginica
+67,4.83155221378343,3.0,1.402268133280966,0.10000010842314178,Iris-setosa
+68,7.71894774059602,2.815304554519044,6.691267871581969,1.9965941857638334,Iris-virginica
+69,6.594218538324168,3.0,5.823433693395293,2.220016976218356,Iris-virginica
+70,5.100703301281522,3.806260679929199,1.5907783405441338,0.1996942845505597,Iris-setosa
+71,6.703923501863288,3.1032464276904586,4.701496326492572,1.5099071655280958,Iris-versicolor
+72,4.888824782847855,3.0137397131557098,1.4708095557416108,0.10000012177491487,Iris-setosa
+73,5.295689234131297,3.3761353693317,1.5436010322065583,0.43254165717505966,Iris-setosa
+74,4.3,3.0,1.099813111730614,0.10000012235161529,Iris-setosa
+75,6.176584978253586,2.184922493882001,4.506236645531499,1.4897271347143959,Iris-versicolor
+76,5.172094036663118,3.41190751318232,1.386902199484533,0.1998013921219356,Iris-setosa
+77,6.218533496676228,3.3998870998466173,5.457207088442727,2.2844988402894235,Iris-virginica
+78,6.208134804207805,2.803776928138927,4.82382646542414,1.7735294791752896,Iris-virginica
+79,6.699460044642097,3.104770279617711,4.719860654867539,1.5057553638997332,Iris-versicolor
+80,6.4556320249415355,2.804036457625668,4.601921012909447,1.5037561471919267,Iris-versicolor
+81,6.3181061258049365,3.2912442140652622,6.023747673181246,2.5,Iris-virginica
+82,6.029653668013811,2.2081068238174177,5.0040897238432045,1.5390060719828125,Iris-virginica
+83,5.5344462662657286,2.379419089913844,3.6995294950917623,1.0122561623199398,Iris-versicolor
+84,6.102248397934467,2.5987040385685582,5.643994894725368,1.3722925024552708,Iris-virginica
+85,6.5927737599932055,2.817941997815674,4.646434092730287,1.4708331580375211,Iris-versicolor
+86,6.013854252141126,3.38457241000715,4.550046079815495,1.6170346733221026,Iris-versicolor
+87,4.300000599814042,3.0,1.1004370397021186,0.1,Iris-setosa
+88,6.391182608827877,3.026968800544631,5.554896103713801,2.2655656812179337,Iris-virginica
+89,6.984630028849784,3.1122162227240486,5.099827316708387,2.285130899050946,Iris-virginica
+90,6.010993104500114,3.3811730363381107,4.5618891113043425,1.6060217140661017,Iris-versicolor
+91,4.804409755716364,3.397379336177574,1.7922286388108062,0.20531703592405634,Iris-setosa
+92,6.308189707474268,3.3039463262276563,6.053979079507032,2.5,Iris-virginica
+93,4.300000662537652,3.0,1.1050553861187482,0.1,Iris-setosa
+94,7.709613495488307,2.6037173276865686,6.899998840017245,2.297544597008886,Iris-virginica
+95,4.597996945541348,3.6923285474904772,1.0,0.19018050303105777,Iris-setosa
+96,6.724390095688309,3.0,5.019754161470837,1.675924385424491,Iris-versicolor
+97,4.4074577103101005,2.908471736210603,1.4002078562964535,0.19843096089693057,Iris-setosa
+98,6.24818318082739,3.2926555780483437,6.0257221360519475,2.5,Iris-virginica
+99,5.969559119482962,2.89460627119689,4.500135035334718,1.4523480147141266,Iris-versicolor
+100,7.42467471988068,3.0372253479262166,5.5911196468152085,2.281680344974015,Iris-virginica
+101,5.613121101017421,2.9525831392435267,3.8289380948064107,1.3161688788763741,Iris-versicolor
+102,5.586341364290013,2.516794600989971,3.9345362790996044,1.1412372323392939,Iris-versicolor
+103,6.689687164221303,3.0,4.988559935542188,1.6907562049005378,Iris-versicolor
+104,5.63667445388605,3.7353005629729674,1.5741081746675054,0.2723798319930655,Iris-setosa
+105,6.643255269619309,2.508141491086871,5.726570711840043,1.7880460325027403,Iris-virginica
+106,4.3,3.0,1.0993457154761908,0.1,Iris-setosa
+107,5.0381064640970505,3.2308356616948886,1.587989434563491,0.41991744393422414,Iris-setosa
+108,5.0095307563691716,3.0,1.6219678392603165,0.19354621749027817,Iris-setosa
+109,5.090056594721824,3.7889509522151075,1.5009194839484366,0.20637414955032546,Iris-setosa
+110,5.986239622552261,2.296806266891027,4.0942594450301995,1.0838088913152935,Iris-versicolor
+111,5.212566725697425,3.40720239079608,1.4019918389481651,0.19986488755735388,Iris-setosa
+112,5.530151886957707,3.0,4.544514072157098,1.5115067340090598,Iris-versicolor
+113,6.294024270325765,2.511392413210451,4.991487868545163,1.896063066632222,Iris-virginica
+114,7.593440786830779,3.0,6.615279960044534,2.1018656525307717,Iris-virginica
+115,6.763933560544492,2.7852842102760142,4.776649993566359,1.4487285589146692,Iris-versicolor
+116,6.490782958207397,3.1463077128018737,5.127019965660301,2.0415376793994584,Iris-virginica
+117,5.540117473320583,2.5183436107976287,4.061081059810869,1.2713611603236155,Iris-versicolor
+118,5.5588810645618345,3.0,4.48805802250654,1.4944562397247032,Iris-versicolor
+119,5.798003365228451,2.7128630046143494,5.080911458787379,1.9072848291963649,Iris-virginica
diff --git a/iris/tab_ddpm/4_0/25/test.csv b/iris/tab_ddpm/4_0/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/25/train.csv b/iris/tab_ddpm/4_0/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/25/val.csv b/iris/tab_ddpm/4_0/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/26/synth.csv b/iris/tab_ddpm/4_0/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..66f05532d23e178a92a956b36df024efd2ce9e6f
--- /dev/null
+++ b/iris/tab_ddpm/4_0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.624359106100509,2.34015009312934,3.717890845501961,1.0076454525275857,Iris-versicolor
+1,7.698188440711128,2.6109286388048467,6.9,2.3002795267834295,Iris-virginica
+2,5.458349357272398,3.0,4.500880644520435,1.5012055359230312,Iris-versicolor
+3,5.498011116864924,2.480781814358773,3.9483163763185494,1.2512531134823182,Iris-versicolor
+4,6.341583743164893,3.3930033223055274,5.5959576755370195,2.403154808650709,Iris-virginica
+5,6.268162485104959,3.303204326956893,6.0022442078553535,2.499999669597241,Iris-virginica
+6,7.9,3.795375997804392,6.40645613382404,1.9867265148437405,Iris-virginica
+7,5.125696601033446,3.784236703268011,1.7852159965802163,0.2020020443632608,Iris-setosa
+8,6.260207558138835,3.4015469165600165,5.602472657581559,2.3565111375255916,Iris-virginica
+9,5.019690557958935,3.387793761442631,1.6821833425303339,0.4012137346406624,Iris-setosa
+10,4.300000562617717,3.0,1.0980337555843447,0.10000010843699181,Iris-setosa
+11,6.18394541522939,2.1980929663737947,4.490506098546047,1.5136897585954654,Iris-versicolor
+12,4.973515633120137,3.400785520358055,1.6428138398085743,0.30819522357970186,Iris-setosa
+13,5.30626342297932,2.4520334680516167,3.5795039688995867,1.0696711562853305,Iris-versicolor
+14,6.079535153443201,2.868225076908571,4.530594862356029,1.4763403802201773,Iris-versicolor
+15,5.217593055079968,3.4030299892050877,1.3896312985582333,0.20197492894325533,Iris-setosa
+16,5.079044703137176,3.2767260397156126,1.595603286515489,0.47971274823233223,Iris-setosa
+17,4.597138219913197,3.076884666680094,1.4985787818846934,0.20495510065771314,Iris-setosa
+18,5.612330112302762,2.9331828205303405,3.5740221196763473,1.324545049031127,Iris-versicolor
+19,4.613217752725156,3.09333818151386,1.5200056296721305,0.2040745409648009,Iris-setosa
+20,6.451928609238779,3.2072752866475533,5.09958266137327,2.1404528440326747,Iris-virginica
+21,4.780247219815024,3.3991403790070516,1.7351926460448885,0.20295546896138864,Iris-setosa
+22,5.129946198395176,3.408694689754117,1.3727091890923848,0.197301035585225,Iris-setosa
+23,6.223134439250254,3.397464916232835,5.37362324100485,2.3022124689699472,Iris-virginica
+24,6.070131711223925,2.9129820961830317,4.685235110186519,1.3327173624483033,Iris-versicolor
+25,7.9,3.8785196947697926,6.4072056309784395,2.027393942905926,Iris-virginica
+26,5.562915782012626,2.430831628532821,3.8379746184965335,1.1232970124945942,Iris-versicolor
+27,4.389754132830617,2.893872031012649,1.4083957810188068,0.19620985189784793,Iris-setosa
+28,5.683758041871335,3.757028078628892,1.5781623390855386,0.2733076006962073,Iris-setosa
+29,4.5981583654905736,3.609498205194598,1.0,0.20124753487759536,Iris-setosa
+30,6.191344392601358,2.850387330841953,4.719682066786862,1.2605487222507337,Iris-versicolor
+31,7.108397222837735,3.169617550164431,5.789035387535699,2.151437009260061,Iris-virginica
+32,5.515109886997676,4.199999279356872,1.4079311446376472,0.20982843699600084,Iris-setosa
+33,4.621399288998613,3.5972146712638704,1.0,0.2008603020995297,Iris-setosa
+34,6.555896532473491,3.0,4.421389458734221,1.3905186555393925,Iris-versicolor
+35,6.09421549247939,2.5986333416686436,5.572688771618092,1.4247577121728894,Iris-virginica
+36,4.612690558416309,3.1783343845328775,1.394204614521471,0.20174958045272065,Iris-setosa
+37,5.825946243730126,2.813530422733744,5.10406810906752,2.409637716334167,Iris-virginica
+38,5.397331259264216,3.892364653869391,1.2910356559620408,0.33992130732934883,Iris-setosa
+39,6.283138269567095,3.3961431896954406,5.499373843907016,2.3718986921631626,Iris-virginica
+40,6.8897539661414315,3.1738450742200692,5.521439142531774,2.3034298411008347,Iris-virginica
+41,5.802234636687663,2.700089946345648,5.1124969344028095,1.8899261142293744,Iris-virginica
+42,4.902410284464666,3.1035423271640843,1.4932227486928904,0.10000011890481421,Iris-setosa
+43,7.680317534141188,2.7714552333257516,6.659518404328978,1.9501265847523783,Iris-virginica
+44,7.128535897776973,3.1956338013023635,5.9690655878782675,1.7895911673047058,Iris-virginica
+45,5.023724076665185,3.7144706162528056,1.5601233093829119,0.1998167777662776,Iris-setosa
+46,5.8036017545057375,2.6930287320857,5.093390642296638,1.876131686534637,Iris-virginica
+47,5.010662968953838,2.0,3.437829439175977,1.0003752202062854,Iris-versicolor
+48,6.011799030980521,3.398708993654305,4.544217069854859,1.6163239913600573,Iris-versicolor
+49,5.772615060398725,2.708118794823619,5.159560175143268,1.9115575966180112,Iris-virginica
+50,6.340264051149192,3.2982219019705767,6.046827981224717,2.4999997816519746,Iris-virginica
+51,5.491139037836067,2.4503695466142346,3.7913323815147764,1.090852519460673,Iris-versicolor
+52,6.184820216389536,2.195130616908325,4.483736792915423,1.497092097249562,Iris-versicolor
+53,6.606151776379048,3.0,4.390603073681522,1.365181075112251,Iris-versicolor
+54,5.079581365876981,2.4623930552394357,2.9460763836051425,1.1124027053699594,Iris-versicolor
+55,4.3,3.0,1.0930301039363006,0.1,Iris-setosa
+56,4.3,3.0,1.1012339507455116,0.1,Iris-setosa
+57,6.576311627995837,2.5214991257207227,5.481995454683606,1.8246412432315255,Iris-virginica
+58,7.692737878328156,2.558282486771747,6.9,2.313408136049711,Iris-virginica
+59,5.5696403408154165,2.331805814925503,3.7072606095642873,0.9252335100740888,Iris-versicolor
+60,4.801638759985349,3.0,1.402539180488354,0.1,Iris-setosa
+61,6.309936305606536,2.713571522079664,4.872529908520523,1.8041389005086388,Iris-virginica
+62,6.62474700268529,3.0,4.535575852045741,1.4479142088145618,Iris-versicolor
+63,7.695281897231591,2.8311922906522673,6.650037709423801,2.039139169104081,Iris-virginica
+64,5.090215312787244,2.51485543175633,3.0201724502940377,1.0942933012957288,Iris-versicolor
+65,6.9230111892256305,3.1745005831776,5.486504395871372,2.285456858758999,Iris-virginica
+66,7.666447383162172,2.6107768244696388,6.8999980285306295,2.3093865256642734,Iris-virginica
+67,4.3,3.0,1.1027301589311391,0.10000009028535983,Iris-setosa
+68,5.034679018729026,2.498600338121374,3.087658794248641,1.100855155603209,Iris-versicolor
+69,6.792312543570708,3.189583499532406,5.936734508750873,2.287866128073042,Iris-virginica
+70,7.9,3.819368859117236,6.395309470915971,1.9939201892081129,Iris-virginica
+71,5.090223406984373,3.299025487946931,1.5959237329932334,0.5891300461612454,Iris-setosa
+72,6.701447074789578,2.8208747038159774,4.760260797490794,1.5034473200905583,Iris-versicolor
+73,6.01937353980804,3.4002637154661115,4.521622688630646,1.6029701860406225,Iris-versicolor
+74,4.593848359837104,3.630276526518718,1.0000005816812683,0.19619771878666925,Iris-setosa
+75,4.6489213767040924,3.1947453590645174,1.4052468962103206,0.19844076719349885,Iris-setosa
+76,4.596386482529637,3.1162372932674716,1.5113194474656975,0.1997790344091383,Iris-setosa
+77,5.679669350147296,2.966443746366008,4.100697270285113,1.2980968895213998,Iris-versicolor
+78,4.392703238666401,2.928077083904812,1.4028964277521672,0.19830030678925625,Iris-setosa
+79,4.888542146702069,3.114766042395641,1.4983238776423542,0.10000009862307262,Iris-setosa
+80,7.619058516106855,3.0,6.61614295862598,2.1267340920654814,Iris-virginica
+81,4.60011117332537,3.6188837996605816,1.0000004868346877,0.19809022096510165,Iris-setosa
+82,4.8781657783959735,3.050764527554747,1.4683443065531008,0.10000011977154274,Iris-setosa
+83,6.687409253442208,3.0,4.97176098204203,1.6899664568872927,Iris-versicolor
+84,5.657570707552719,3.7314097153070453,1.5745739326641561,0.2907054483165718,Iris-setosa
+85,6.092596964450344,2.592713915701639,5.609546684646352,1.4268866066173362,Iris-virginica
+86,6.12413655562567,2.3626999355898177,5.045340948126791,1.5341744567231734,Iris-virginica
+87,5.991506595742843,2.1981353325339894,4.062131283743202,1.0149503763026912,Iris-versicolor
+88,5.910702075009274,3.1843223324505474,4.817071423027375,1.7844435176514257,Iris-versicolor
+89,5.773716306207818,2.7088621299560978,5.094158553838453,1.8966007848450455,Iris-virginica
+90,6.345069136348438,3.0,5.712676013594206,2.2533583644791135,Iris-virginica
+91,4.798486158087975,3.0,1.372293467338432,0.1,Iris-setosa
+92,7.724118877977104,2.5624682291118983,6.899998699548918,2.306764600877915,Iris-virginica
+93,5.136529060207342,2.5093556199664855,2.9734850524170273,1.1164285840807622,Iris-versicolor
+94,7.5869626094833045,3.0,6.608041798055037,2.1051521885541566,Iris-virginica
+95,7.899997485760831,3.689810087229441,6.384235847913768,2.0152061300540183,Iris-virginica
+96,6.507129050753169,3.1726883704639732,5.16371481811854,2.035659951871739,Iris-virginica
+97,5.7365961992775825,3.0,4.24698104688999,1.23798888139556,Iris-versicolor
+98,5.575292349169977,2.847154529579856,3.5979990149731362,1.2802381190343604,Iris-versicolor
+99,5.788760590221809,2.6859118914818776,5.135861752826797,1.9208611309925003,Iris-virginica
+100,7.576985149826572,3.0,6.563062128743279,2.100814999187078,Iris-virginica
+101,6.004442284378399,2.198272468433454,4.020402387450359,1.0109990337669261,Iris-versicolor
+102,7.647128024865394,2.588914869462177,6.9,2.298102426387722,Iris-virginica
+103,6.329638550260565,3.300686734189325,5.96821356778375,2.5,Iris-virginica
+104,5.613084842440331,2.5243061042189745,4.006900409111415,1.1445017478757435,Iris-versicolor
+105,6.093604984156303,2.610849706683603,5.602498354713845,1.4006726651407382,Iris-virginica
+106,6.1747463436174375,2.875234116602998,4.69400691473405,1.3766728198260396,Iris-versicolor
+107,5.797536829284061,2.7463305570615213,4.420476557616011,1.140004480387445,Iris-versicolor
+108,6.202727990364538,3.397346889076818,5.366683894402185,2.2911592002164545,Iris-virginica
+109,5.506317052939416,3.4926594677063223,1.5548524622477529,0.39946149549886834,Iris-setosa
+110,4.807101364050673,3.3967887390362903,1.8198678842494318,0.20033414022787285,Iris-setosa
+111,5.887209397875679,3.0,4.249444186928357,1.2579218105699956,Iris-versicolor
+112,5.973836153980313,2.2212812673344344,4.0288296553058425,0.9597594264393323,Iris-versicolor
+113,6.010230058201356,3.3957763464548463,4.495179175188275,1.5979182515736514,Iris-versicolor
+114,7.9,3.811315319744539,6.466229483640554,2.043151489689906,Iris-virginica
+115,5.533197693466731,2.427458175220328,3.7946984262272783,1.0437517503164735,Iris-versicolor
+116,7.541938946659837,3.0,6.54801524269189,2.1078614167471645,Iris-virginica
+117,5.447425015302166,2.447751264755923,3.7628574366576784,1.145385258334961,Iris-versicolor
+118,5.0757722080909256,2.5032324924396914,2.8370212481569768,1.0913776187614506,Iris-versicolor
+119,4.777373874417767,3.3969753415707817,1.842135659282429,0.20235428381673015,Iris-setosa
diff --git a/iris/tab_ddpm/4_0/26/test.csv b/iris/tab_ddpm/4_0/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/26/train.csv b/iris/tab_ddpm/4_0/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/26/val.csv b/iris/tab_ddpm/4_0/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/27/synth.csv b/iris/tab_ddpm/4_0/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b715edcef57b291d6f11820022b73f36b179f7f
--- /dev/null
+++ b/iris/tab_ddpm/4_0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899997512543703,3.7843664205717173,6.448814275337775,1.9702827897414816,Iris-virginica
+1,4.417409488877567,2.939708406204682,1.4282966197900058,0.19742776659531178,Iris-setosa
+2,5.068890171106835,3.491998923220267,1.400835696259917,0.1955215252469813,Iris-setosa
+3,6.536441336182585,3.1811124514855447,5.133017374003238,2.095509775082494,Iris-virginica
+4,4.912168141991014,3.081297544157226,1.4873448335101545,0.1,Iris-setosa
+5,7.683665206020782,2.812669910237915,6.681809839367461,2.0089913767299414,Iris-virginica
+6,4.4142052281204585,2.9105347366415377,1.3955149533930054,0.20194806605032894,Iris-setosa
+7,6.173966876307734,2.1991729613687423,4.536795919930993,1.5097135088745974,Iris-versicolor
+8,4.8004222489052,3.404765211920877,2.0100154310840415,0.1997039678019299,Iris-setosa
+9,4.300000494069996,3.0,1.1036359473417345,0.10000010898316058,Iris-setosa
+10,4.609039688884791,3.163241669187387,1.4376445263014952,0.202474417553126,Iris-setosa
+11,4.593183801200231,3.6598181190865446,1.0000003691979549,0.1967030235993451,Iris-setosa
+12,5.519702529151877,3.0,4.530607325734268,1.485294037697633,Iris-versicolor
+13,4.418321541290964,3.1872937913196244,1.3212873407076704,0.1993008877878325,Iris-setosa
+14,6.127952579823486,2.797412936316483,4.6699294448340165,1.1907894167159045,Iris-versicolor
+15,6.279727952734701,3.2911610488718828,6.0601308460064045,2.4999997678513726,Iris-virginica
+16,6.306781539450737,2.6905792000517703,4.887075889849197,1.8267922224849438,Iris-virginica
+17,6.016900307134025,3.3987372347276894,4.5142923475092775,1.6123144027375176,Iris-versicolor
+18,5.1186396832472205,2.552703670872514,3.6969057889047585,1.2758786053995554,Iris-versicolor
+19,5.059077940722181,3.2839445192861234,1.5765996065207688,0.40095137156546445,Iris-setosa
+20,5.055657141604628,3.796739323820354,1.7166356278439479,0.19735121376197795,Iris-setosa
+21,6.689864274691173,2.488185091264324,5.772677496160891,1.8098995818113064,Iris-virginica
+22,5.0268309737229195,3.0,1.679307177572297,0.2011613696252143,Iris-setosa
+23,6.0323062279775295,3.3765975669546906,4.531623732484748,1.5991386526893219,Iris-versicolor
+24,6.719126774623472,3.226471848954569,5.6472453428730205,2.3159360277370085,Iris-virginica
+25,6.01231637521466,2.2091716947496183,5.006800774394217,1.4994183266916827,Iris-virginica
+26,5.8424349061048115,2.903457983138703,4.365953673985083,1.38583590743141,Iris-versicolor
+27,5.159624762555343,2.7344279381043965,3.9707039269213014,1.4191925134305574,Iris-versicolor
+28,5.618152699274988,3.0,4.479673443754028,1.4218857005890153,Iris-versicolor
+29,6.315133355513846,3.296243072796772,6.01514436311068,2.5,Iris-virginica
+30,6.265696237857419,3.4033380583298327,5.528672967330476,2.3780637009564103,Iris-virginica
+31,6.932998330070571,3.1840164471865906,5.579468623662951,2.3113818698566972,Iris-virginica
+32,5.59329979427041,2.890017124090099,3.3838126854348767,1.3050423610023103,Iris-versicolor
+33,5.367703980558111,3.0,4.505220723755819,1.5037766257972802,Iris-versicolor
+34,4.801797767421977,3.4031964231403187,1.813078365328642,0.20097233111368545,Iris-setosa
+35,5.170665733161354,3.429630162489632,1.4004513057065702,0.1976715535281398,Iris-setosa
+36,5.608787729891968,2.9022432087415084,3.8552534138073655,1.3251847764897864,Iris-versicolor
+37,5.582195565930689,2.47107688102605,3.8875655513235206,1.0609837267884419,Iris-versicolor
+38,6.327516990080777,3.401432580885252,5.562218724563163,2.37899697583297,Iris-virginica
+39,6.629410810501322,2.800230988312826,4.65576616474888,1.4591618020120543,Iris-versicolor
+40,5.797618962825574,2.719674336226461,4.161731745648259,1.0282698650863789,Iris-versicolor
+41,5.912406114973365,3.212312919954524,4.806445640837102,1.7936329889513456,Iris-versicolor
+42,4.979132379159436,3.6174153167662593,1.4078730353556745,0.20049515110570337,Iris-setosa
+43,6.263380898364647,2.7059244055451863,4.908950166947063,1.8019050317778307,Iris-virginica
+44,4.380966168401981,3.1473688785290057,1.2684796216242322,0.19767458227632057,Iris-setosa
+45,5.985581433629595,3.4035539414652476,4.471813030543936,1.5902191534533376,Iris-versicolor
+46,6.38127389502292,3.201451656583596,5.279083491969265,2.3041393354612505,Iris-virginica
+47,6.486168758948921,2.8061604290624538,4.615164637340749,1.5000991075307568,Iris-versicolor
+48,5.032029483235337,3.558909668469267,1.3858859039886544,0.20362278123414995,Iris-setosa
+49,7.6850831933943855,2.58613673993639,6.899998842545011,2.3071913366424046,Iris-virginica
+50,4.824852680574016,3.0,1.4015885943424757,0.1,Iris-setosa
+51,7.704816359973258,3.0,6.216470824401349,2.2741721172385576,Iris-virginica
+52,5.182647964689773,2.688647077835203,3.818378264136763,1.3916150597743389,Iris-versicolor
+53,6.641369622049077,3.0,5.975146753622795,2.2378295146374105,Iris-virginica
+54,4.3,3.0,1.0972736689221216,0.10000009273487044,Iris-setosa
+55,5.792813731357253,2.7167579234473176,5.103880843434134,1.9578022510494897,Iris-virginica
+56,4.867336392351934,3.0138146895265003,1.4822630947997757,0.1,Iris-setosa
+57,4.89799634914642,3.047916562530566,1.4724568597458019,0.10000026184368652,Iris-setosa
+58,4.583101018141425,3.656736205787184,1.0,0.19936837072538746,Iris-setosa
+59,6.80510507132367,3.208186191383845,5.799689731022024,2.3070869463405144,Iris-virginica
+60,7.7087135573040175,2.5768121510608535,6.9,2.3064933103324567,Iris-virginica
+61,6.287255749136016,3.2886089315730893,5.999374155740546,2.4999997896139656,Iris-virginica
+62,7.141122938213363,3.2019374727062924,5.928087626179194,1.8088815117805115,Iris-virginica
+63,5.464721009545046,4.199999234918554,1.3996133512040978,0.19235758682545545,Iris-setosa
+64,5.114155377341485,3.2459137266519726,1.7435116641516002,0.3481158688736408,Iris-setosa
+65,6.4222172038605665,3.1844078801191538,5.302493163266114,2.3068801495711453,Iris-virginica
+66,7.697485253218806,2.9938844579212462,6.463561324495102,2.1808804321007775,Iris-virginica
+67,7.700196469862529,2.589888802557306,6.899999019346619,2.3003618362625256,Iris-virginica
+68,4.605158101560098,3.2054898660756295,1.4045322192820884,0.20070477111147636,Iris-setosa
+69,5.182902597692349,3.4950506997247075,1.511155587710604,0.279460441845306,Iris-setosa
+70,6.697137026365131,3.0,5.0088451287826015,1.6885371428741485,Iris-versicolor
+71,5.899513511958853,3.203673755395905,4.768968280695394,1.7803686934317282,Iris-versicolor
+72,5.275665341030413,2.5350698650315913,3.787816303338011,1.2992115828370427,Iris-versicolor
+73,7.684732856131711,2.6037175795109495,6.899998883509438,2.300133436324077,Iris-virginica
+74,6.079463434043797,2.607997726361764,5.594829320897793,1.4759125073293011,Iris-virginica
+75,6.256685462860499,3.401762476067042,5.558480653420883,2.3565169542551754,Iris-virginica
+76,6.616647364629456,3.030176614668431,5.909816729006902,2.2318649490463165,Iris-virginica
+77,5.690896086392695,3.7978785687203795,1.9114041322909707,0.3614882733546866,Iris-setosa
+78,6.535310826159844,3.204865671237921,5.150342143195218,2.0237925751477057,Iris-virginica
+79,4.426744020511238,2.9112821756453995,1.4141396099266172,0.20522830132062267,Iris-setosa
+80,4.300001126631758,3.0,1.1057156421542236,0.1000001003863182,Iris-setosa
+81,5.68673412241878,2.780640229237121,4.450163927759048,1.1822570876017207,Iris-versicolor
+82,5.532609432405835,2.4396865066678446,3.9331979521657923,1.2197894937263494,Iris-versicolor
+83,5.488294254105867,4.19999913318717,1.3975868453511684,0.2000727651143024,Iris-setosa
+84,6.599148081003173,3.0,4.3984416010385425,1.4079253582103133,Iris-versicolor
+85,6.096889680934076,2.8315046344652335,4.687379956506949,1.2422328611876043,Iris-versicolor
+86,5.7897623931341515,2.69767869977188,5.178563358558872,1.8867353511622618,Iris-virginica
+87,4.737317670231273,3.0,1.4230202955768507,0.25079610325400387,Iris-setosa
+88,4.3,3.0,1.1030602272262884,0.1,Iris-setosa
+89,5.992849165273469,2.21791660472877,3.99303574428909,1.0251008127026997,Iris-versicolor
+90,7.025665123984662,3.1767629890173845,5.788812632554753,2.300330612104884,Iris-virginica
+91,6.312052149931141,3.295729786776182,5.952709500088179,2.499999365915367,Iris-virginica
+92,6.450866932782022,2.7744850188692753,4.646634975188286,1.4625700680068112,Iris-versicolor
+93,6.188399972689895,3.401133060899332,5.376749050442083,2.303456476225416,Iris-virginica
+94,5.76250801540846,2.267274489243709,3.9611603421200283,1.0141395718574868,Iris-versicolor
+95,4.503506693581435,3.184689921112172,1.3690730366802926,0.20228664247497896,Iris-setosa
+96,6.0817241246796545,2.1963625064437924,4.230586455612952,1.2297247678430807,Iris-versicolor
+97,7.68399737544585,2.791830851071671,6.670112436115982,1.974869604977014,Iris-virginica
+98,6.204684760478711,2.189713378596213,4.49438520330704,1.5134868557189602,Iris-versicolor
+99,6.749871494852395,2.8449867161450886,4.77579800797218,1.4551706013886783,Iris-versicolor
+100,7.71683568430367,2.5933993527930372,6.9,2.2940952725868633,Iris-virginica
+101,5.673351342981595,3.0,3.948685649694582,1.2152550407214575,Iris-versicolor
+102,6.479398163641258,2.8025493861532143,4.591960269402476,1.5017259328998378,Iris-versicolor
+103,5.0659632161673445,3.5386046043908377,1.3952107552881614,0.19583986487421684,Iris-setosa
+104,6.73331178743759,3.0143682304050605,5.609738182115678,2.245850763157084,Iris-virginica
+105,5.828074935901482,2.7280673534332713,5.109220640236103,2.0703747061626,Iris-virginica
+106,5.645887387760702,3.8241951219601313,1.7553930796478163,0.2777126498774606,Iris-setosa
+107,6.589174735049086,3.0,4.371732865581433,1.383044820397602,Iris-versicolor
+108,6.2218265665166355,2.2181388783977383,4.490408381542173,1.484397914458663,Iris-versicolor
+109,6.429769133440811,2.803909753947078,4.603037167442161,1.5022066572204633,Iris-versicolor
+110,7.650921925436152,3.0,6.370974571935412,2.236034342982893,Iris-virginica
+111,6.710283006812208,3.145691978676965,4.721375719357772,1.5174310563543942,Iris-versicolor
+112,6.799997914862759,3.195968274644606,5.810460889354938,2.2833152483710064,Iris-virginica
+113,6.667109512022978,3.1196873208925213,4.740550255820584,1.5268529135745317,Iris-versicolor
+114,4.40555979380807,2.9133018556055985,1.409235570766699,0.2011307498809395,Iris-setosa
+115,5.00967666766875,2.0,3.577030627222259,1.0188543317532361,Iris-versicolor
+116,4.983170548369504,2.0,3.5236685623570025,0.9828950429339821,Iris-versicolor
+117,6.224551067719402,2.206817536135665,4.503670786477296,1.5121594922089352,Iris-versicolor
+118,6.55799233572985,2.811823654957512,4.613526318029412,1.5086124492087674,Iris-versicolor
+119,5.434874434146931,3.0,4.517902998752951,1.5154855239508902,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/27/test.csv b/iris/tab_ddpm/4_0/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/27/train.csv b/iris/tab_ddpm/4_0/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/27/val.csv b/iris/tab_ddpm/4_0/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/28/synth.csv b/iris/tab_ddpm/4_0/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..797f6eb5f3a594e4cd565273ee593daedc13c534
--- /dev/null
+++ b/iris/tab_ddpm/4_0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.431649022677793,3.9111176322672314,1.3161296973438958,0.3917277303215926,Iris-setosa
+1,6.689933317033038,3.0120137997755054,4.5502890310589805,1.4671931933597286,Iris-versicolor
+2,6.495625586222784,3.206284526190108,5.080467835177532,1.9849960998070273,Iris-virginica
+3,5.118065899745707,3.464824813234203,1.4003593226634918,0.19949274608699014,Iris-setosa
+4,5.421440815875395,3.407794186003911,1.4812077172205407,0.38155435292776135,Iris-setosa
+5,6.018479667066101,2.2170563415652036,3.9578336613176655,1.0051400656974951,Iris-versicolor
+6,5.233085077365368,3.3908938915541342,1.4037086200376305,0.19657285551668796,Iris-setosa
+7,6.141652233030872,2.60631298910764,5.591737212871767,1.4072067343425236,Iris-virginica
+8,6.0273580610276065,3.384350405393159,4.553845146962829,1.6024756801381892,Iris-versicolor
+9,6.304102275410618,2.699025387658194,4.899815048389964,1.8002770773112542,Iris-virginica
+10,5.930836850518281,3.170856282728553,4.8276978539905135,1.780030528159415,Iris-versicolor
+11,5.551234675107656,3.785608337713335,1.6311599154422316,0.2503210007566817,Iris-setosa
+12,6.365803254992003,3.3027882063358818,5.957366900377997,2.4999998190362316,Iris-virginica
+13,6.323720262509655,3.3164152554355266,5.988596710647646,2.5,Iris-virginica
+14,6.07683655487128,3.3605326565289526,4.578695945890216,1.6144059607995174,Iris-versicolor
+15,6.244817878211715,2.7885666738709936,4.8470034170145375,1.7993754558041533,Iris-virginica
+16,4.9143263750752615,3.1247430167075496,1.5025703779861421,0.1,Iris-setosa
+17,5.498769805131148,2.5003467217406796,4.057025408078854,1.3031547443913436,Iris-versicolor
+18,6.261029518022811,2.764518533483373,4.842712703952958,1.7803737582389914,Iris-virginica
+19,7.618951658752327,3.0,6.436484331336231,2.1893063799853403,Iris-virginica
+20,7.712044105733747,2.6087817923155066,6.899997943846787,2.258028735064757,Iris-virginica
+21,7.71767073595562,2.798622490142501,6.6927016853231835,1.9643852931441226,Iris-virginica
+22,7.6983573698195675,2.8230369302080125,6.683992353221745,2.0252444215351226,Iris-virginica
+23,7.9,3.7898840580429862,6.462537515164871,1.9974765972452322,Iris-virginica
+24,6.0234203651937355,2.935520348721622,4.673179745318034,1.4383850048406235,Iris-versicolor
+25,6.3963106741118905,3.200577195812253,5.26353794422341,2.2749190516329834,Iris-virginica
+26,4.605942003965643,3.1721201951647533,1.4175204150072442,0.20260606812440454,Iris-setosa
+27,5.4767832703911115,2.4161159018521623,3.6972614353789193,0.9606825611871274,Iris-versicolor
+28,6.361262875980075,2.510836856374582,5.0101265404633235,1.8920821596050845,Iris-virginica
+29,6.283132174568673,3.4011915999436853,5.607304015437883,2.3884709921261127,Iris-virginica
+30,6.1718176813374255,2.2115462902517016,4.440165550685351,1.418020496001458,Iris-versicolor
+31,4.819852298132141,3.3955161749225384,2.0676060032436525,0.20227703228413263,Iris-setosa
+32,6.783111009724168,3.1176972684428357,6.054719203636777,2.274207030319939,Iris-virginica
+33,6.112345364212997,2.62405405789841,5.579034911147652,1.391914286613382,Iris-virginica
+34,6.2395011627710595,2.2075671242932358,4.465687982423476,1.4715854290681878,Iris-versicolor
+35,5.160246347398659,3.5583180140161974,1.5683511776030912,0.36040807144813897,Iris-setosa
+36,4.300000568363142,3.0,1.104539522898227,0.10000013967317298,Iris-setosa
+37,5.653101941947973,3.704275848118788,1.5820242969491531,0.3405388957700689,Iris-setosa
+38,5.663352396224084,2.9881417948897466,4.254693521531517,1.3023809627150582,Iris-versicolor
+39,6.233870913349904,2.777025516927995,4.830537403805241,1.8059673922366313,Iris-virginica
+40,6.443218179796573,2.7958448622291647,4.6315155951277855,1.5216232890244168,Iris-versicolor
+41,5.6069430891881,2.879226750306229,3.8805398476695334,1.3165913355358232,Iris-versicolor
+42,6.571640519882948,3.0,4.381039238624566,1.42573586201775,Iris-versicolor
+43,5.4150461562767465,3.910926759508427,1.2898492542502076,0.436443058887117,Iris-setosa
+44,5.832057622115983,2.6873962568502012,4.106143248250959,0.8355298006091112,Iris-versicolor
+45,4.629605584224445,3.5926980821648367,1.000000428189771,0.19288177556014158,Iris-setosa
+46,5.020957478349022,3.542315419930356,1.398936285245532,0.19885112536519733,Iris-setosa
+47,5.741491978626677,2.665529693840304,4.0181126338191335,1.0157777240878223,Iris-versicolor
+48,6.6179554104662355,3.0,4.9623279298343,1.6735200036101665,Iris-versicolor
+49,5.408800410774717,3.0,4.445493210779186,1.5134857570310853,Iris-versicolor
+50,4.8095210567303495,3.3970316145598405,1.5912700835317934,0.20118854872574418,Iris-setosa
+51,4.3,3.0,1.1019316559409889,0.1,Iris-setosa
+52,4.878081379270042,3.0240283813498587,1.473978461273573,0.1,Iris-setosa
+53,4.3000008091446915,3.0,1.1092189838194146,0.10000023512351619,Iris-setosa
+54,5.7226855638097325,2.0057279304342255,3.987188178864087,1.0109287767110344,Iris-versicolor
+55,6.591250360485478,3.0,4.411212257069055,1.380420861651461,Iris-versicolor
+56,5.488342104719173,3.0,4.475737119548973,1.4942246629196643,Iris-versicolor
+57,6.880757340360243,3.187807202044377,5.758096149571116,2.2908090627684237,Iris-virginica
+58,7.8999987024348535,3.7686434755341693,6.368007508210029,1.989834855438297,Iris-virginica
+59,6.565097973551701,3.2041493874979396,5.166293111563434,2.0774795875649077,Iris-virginica
+60,6.301174076003176,3.3999029424043377,5.614774218443442,2.399722467965249,Iris-virginica
+61,6.494139803880137,3.007741534608925,5.603215225434411,2.255776059124953,Iris-virginica
+62,5.368517153087013,3.8255070300449123,1.3361364910180642,0.2727488993650878,Iris-setosa
+63,6.119126591016096,2.5999499457109647,5.603178135186138,1.4176225698643048,Iris-virginica
+64,6.283965037751574,3.308120204213104,5.994882569140856,2.5,Iris-virginica
+65,5.536765776623628,4.199999092263742,1.362257459226358,0.20334913620247985,Iris-setosa
+66,5.511582277616722,2.001776460257598,3.876991017162591,1.072349369049374,Iris-versicolor
+67,7.899998938318421,3.7794446817318774,6.360237307957476,2.026370569427555,Iris-virginica
+68,7.697456786976447,2.801842871683517,6.6927129564857415,2.0282632685484976,Iris-virginica
+69,5.792932694445303,2.7330304495796924,4.096602434858439,1.0535996888415249,Iris-versicolor
+70,4.3,3.0,1.099291303309613,0.1,Iris-setosa
+71,4.598894373030571,3.560129280351847,1.0000004748120819,0.19940566953836517,Iris-setosa
+72,6.8041682248989,3.2013717295884576,6.007201881088487,2.280016244929647,Iris-virginica
+73,5.375530809802705,3.8484611522556507,1.3281413446518753,0.43427811039000996,Iris-setosa
+74,5.194730326983795,3.3971249255041274,1.3970103317874405,0.2029801944765021,Iris-setosa
+75,4.396737673449554,2.9195060592157285,1.4032250204275907,0.20443864201705875,Iris-setosa
+76,5.108313914638853,3.461875014725922,1.3800480968329465,0.19384477211920592,Iris-setosa
+77,5.671658381498526,2.9370822142761615,4.006863187456411,1.2712644642379447,Iris-versicolor
+78,5.729099568476073,3.0,4.222557351845555,1.2550658335702687,Iris-versicolor
+79,5.34801724832294,3.798891580593937,1.3444607426395943,0.36505287554053983,Iris-setosa
+80,5.128055314419217,2.557822713631794,3.5681124327387574,1.224493705615268,Iris-versicolor
+81,4.580056965447913,3.0504649848389587,1.495981563650464,0.2018766267326742,Iris-setosa
+82,5.805816701442923,2.697676379877942,5.104374988449535,1.8892014522343314,Iris-virginica
+83,5.638759446661043,3.0,4.340712699467759,1.3419577839347374,Iris-versicolor
+84,5.272896464030677,2.399951893018471,3.4098507677139582,0.9961231604399536,Iris-versicolor
+85,5.774537042186238,2.7677734592994474,4.156637255332477,1.0259197744620239,Iris-versicolor
+86,4.3,3.0,1.096846215102317,0.1,Iris-setosa
+87,4.869953599168291,3.0415228783702033,1.4372055543752178,0.10000010106049376,Iris-setosa
+88,4.300000752835544,3.0,1.1037905183608796,0.10000010586063877,Iris-setosa
+89,4.778484704894691,3.390471261348581,1.9187181808583516,0.19304470474387742,Iris-setosa
+90,6.024505923142451,3.385875846799295,4.5459645466752345,1.5931750153018889,Iris-versicolor
+91,6.2642909454520375,3.398413039030431,5.577681159345889,2.3868561051540063,Iris-virginica
+92,5.6227964286904815,2.5212498425389778,3.938106735333721,1.0976492453616729,Iris-versicolor
+93,4.3000005696002646,3.0,1.106253512227806,0.1,Iris-setosa
+94,6.281618503536226,3.288244616527489,5.900570513216521,2.499999721893726,Iris-virginica
+95,7.658082661005449,2.5899256611361143,6.899998847631303,2.281540696602396,Iris-virginica
+96,5.468118643610937,3.0,4.465014261984198,1.4967492386824786,Iris-versicolor
+97,4.3,3.0,1.0951700719311703,0.1,Iris-setosa
+98,6.2429552754916084,3.371835306128371,5.385947046263891,2.30322126002461,Iris-virginica
+99,5.913275370708872,3.166693399702361,4.763937100487924,1.808593049657738,Iris-versicolor
+100,4.625983192257556,3.177838678634915,1.4269845443779523,0.20195427289022544,Iris-setosa
+101,6.0572922766826,2.885743885832154,4.71086641729712,1.3539975209602046,Iris-versicolor
+102,6.230612754167059,3.400667831065302,5.439543282615145,2.3214155910797096,Iris-virginica
+103,4.830703833757342,3.0,1.4089728555999996,0.30275729519090355,Iris-setosa
+104,6.6986049616835235,2.7986599338727407,4.738326577452493,1.5095621751905077,Iris-versicolor
+105,5.980701374157473,2.228982045982299,4.979273698792124,1.5170263576921985,Iris-virginica
+106,4.820628415889452,3.396654955780927,1.5897296083739068,0.19866524506095723,Iris-setosa
+107,5.0176034766011615,3.0,1.6595030801670627,0.19775602969405406,Iris-setosa
+108,4.60866436363729,3.6427340254711913,1.0000004506895366,0.19499892943673386,Iris-setosa
+109,6.62873251620596,3.0,4.383674301651396,1.4143151772189773,Iris-versicolor
+110,5.04116049350899,3.5517149203224774,1.384641802199623,0.2016182478759651,Iris-setosa
+111,5.169341178018679,2.4229038438047406,2.993260788061384,1.0489787172384009,Iris-versicolor
+112,4.866320949988489,3.019013537846806,1.4660580558529577,0.1,Iris-setosa
+113,6.215041541731996,3.3952043683391833,5.431344093716173,2.3068153432339664,Iris-virginica
+114,5.775026534642014,2.7979631601455806,5.170951639330295,2.4140169730230534,Iris-virginica
+115,7.899998927614777,3.7989021564203815,6.384876770991255,2.0592838952807413,Iris-virginica
+116,6.8101205653832455,3.205634782323948,5.844238622657034,2.2953160699965975,Iris-virginica
+117,5.04820293561016,2.0000004850934636,3.5811712933212902,0.9473428334786844,Iris-versicolor
+118,7.680833624960973,2.7949425843816282,6.705305709723484,1.9890270925097842,Iris-virginica
+119,6.204384897150107,3.4005493343375135,5.410988109335908,2.2888545758545566,Iris-virginica
diff --git a/iris/tab_ddpm/4_0/28/test.csv b/iris/tab_ddpm/4_0/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/28/train.csv b/iris/tab_ddpm/4_0/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/28/val.csv b/iris/tab_ddpm/4_0/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/29/synth.csv b/iris/tab_ddpm/4_0/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d4b3eb3b1fb9737be7f0f20724c3dfdbcd0a7d50
--- /dev/null
+++ b/iris/tab_ddpm/4_0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.563101099523648,3.159214209124901,5.086715043869878,2.121364456428483,Iris-virginica
+1,5.5192836395628495,2.5029238366781073,4.046397113941897,1.296157310109029,Iris-versicolor
+2,5.017052770674819,3.0,1.5793427160458764,0.20194943027756904,Iris-setosa
+3,4.3,3.0,1.1010233247991765,0.1,Iris-setosa
+4,5.554344434557565,4.2,1.3966413231663002,0.2028147830441001,Iris-setosa
+5,5.79059793465013,2.7208886919971653,4.2095466570421864,1.0352913108937465,Iris-versicolor
+6,4.9768008095484655,3.0,1.5895659095570598,0.1934645315743561,Iris-setosa
+7,6.607628167380902,2.8022765791593796,4.678841155117433,1.5022807479394116,Iris-versicolor
+8,4.573212757061125,3.6408504456464277,1.0,0.1909213752482986,Iris-setosa
+9,6.804489576306454,2.829731913571728,4.805746634823642,1.4095791938514906,Iris-versicolor
+10,5.636427110160373,2.513078794538111,3.872322120066257,1.0116902033904194,Iris-versicolor
+11,4.9847570653972015,3.5338562846830133,1.4253840389776087,0.19825126356363465,Iris-setosa
+12,5.454480504189655,2.9705606676865446,4.42383151978872,1.425315997096836,Iris-versicolor
+13,5.5867908934172155,4.2,1.4205765244248814,0.20012184156780619,Iris-setosa
+14,6.2172233702201645,2.2093450460276136,4.5076965801985835,1.5121460753616065,Iris-versicolor
+15,5.006088759870769,3.398066242511009,1.5838289887893264,0.41314654004440177,Iris-setosa
+16,4.810055144953798,3.0,1.3467996053723825,0.1,Iris-setosa
+17,7.700997958341214,3.0,6.0934416914120355,2.286349518311897,Iris-virginica
+18,4.80600342702464,3.4012121267508886,1.723313395912776,0.19907371645044303,Iris-setosa
+19,4.800218497318209,3.395689997497421,1.9337893146024256,0.19873232776176253,Iris-setosa
+20,5.122432143640653,3.4503632417020667,1.3926207987147992,0.19902946531494375,Iris-setosa
+21,5.914424575483613,3.2132785480884327,4.803197709857908,1.815384199555693,Iris-versicolor
+22,5.686785014795944,2.9590463158561926,4.263089565267235,1.3309775360714409,Iris-versicolor
+23,7.698639964223098,2.5968143546000144,6.899998683968025,2.2872900974667085,Iris-virginica
+24,6.387920008417623,3.202712125677092,5.342907114169689,2.31578166706948,Iris-virginica
+25,7.690693848426787,3.0,6.212014662641248,2.3003312343833358,Iris-virginica
+26,6.268340726526367,2.688807700103219,4.860508917891094,1.78051849112085,Iris-virginica
+27,5.716550916281005,2.890976213977449,4.416781805888739,1.3868195871677556,Iris-versicolor
+28,6.0317821139197605,2.1820145273597773,4.051860552074549,1.0369161311537747,Iris-versicolor
+29,6.86900442004443,3.1846712196376656,5.760275536445293,2.285285030303546,Iris-virginica
+30,4.57531374829161,3.5701007419955153,1.0,0.2003502051027549,Iris-setosa
+31,5.403621805659652,3.9124635958324463,1.3062211413411866,0.40202045939444286,Iris-setosa
+32,5.148460942818095,3.403565443629325,1.3376047190556732,0.19505511329220937,Iris-setosa
+33,7.677775647777713,2.803113218892611,6.694289320358893,1.9993189314733006,Iris-virginica
+34,7.596562097934487,3.0,6.586162003753834,2.119531805571804,Iris-virginica
+35,4.3,3.0,1.1027102640034598,0.1,Iris-setosa
+36,6.128223575483558,3.3267509114004454,4.662556406074849,1.634507866781378,Iris-versicolor
+37,6.817421319135411,3.178714139797519,5.85232651349378,2.296656209951097,Iris-virginica
+38,4.760581971403323,3.0,1.4056721897880529,0.31726238590526806,Iris-setosa
+39,4.995599281589773,2.0,3.3574779928035823,0.9995925166637829,Iris-versicolor
+40,5.985790677585626,3.3868121207324138,4.480124038424076,1.5818676407258243,Iris-versicolor
+41,4.800112093619536,3.0,1.3776793597773744,0.10000012245626158,Iris-setosa
+42,7.699627725305405,3.0,6.035344767328147,2.3031644911811497,Iris-virginica
+43,5.405039902785503,3.8938198367355157,1.2888402454391694,0.3916793040402775,Iris-setosa
+44,6.5714410273087465,3.0,5.879395859272154,2.226280548828258,Iris-virginica
+45,6.684661670406739,3.046791144905821,4.668762257458749,1.4873882986797835,Iris-versicolor
+46,5.540390490536143,3.0,4.426876436130544,1.4895771659993193,Iris-versicolor
+47,7.671342663147972,3.0,6.38426549768906,2.2142613103597126,Iris-virginica
+48,5.594293474649526,2.9594208332436476,3.689412237346698,1.2686574461898414,Iris-versicolor
+49,5.553484934117304,4.2,1.3813423220990342,0.20170058387720619,Iris-setosa
+50,6.44343492979376,3.240863309485534,4.732993387337983,1.5846789148442029,Iris-versicolor
+51,5.79554095427555,2.7002316683926906,5.149445793748624,1.8923084281837579,Iris-virginica
+52,4.792615644718225,3.403211499407564,1.7581792575845818,0.1998586516010042,Iris-setosa
+53,6.5990751195335156,3.0,4.412728597532374,1.4002426610641479,Iris-versicolor
+54,5.782741600956001,2.7002871595133935,5.099557765243245,1.8909148959813662,Iris-virginica
+55,6.016061196372483,2.168407887409833,4.065047818559261,1.0371861254358485,Iris-versicolor
+56,6.199497498747824,2.1950600945371646,4.485229163826635,1.4917965831941555,Iris-versicolor
+57,6.687126139905742,3.0,4.995283963775347,1.6844298325179947,Iris-versicolor
+58,5.966631804341396,2.191824797480428,4.145077551308705,1.0708594879516036,Iris-versicolor
+59,5.387149287807071,3.43917684226406,1.4951260398049915,0.37361481077321457,Iris-setosa
+60,5.01528342475479,2.000000660155632,3.456100166118029,0.9980017220449391,Iris-versicolor
+61,4.786960160756786,3.3971930168889553,1.595147240588222,0.20179713548883615,Iris-setosa
+62,4.766657824335352,3.0,1.3972719462254333,0.1,Iris-setosa
+63,5.338032649954245,2.405838692903843,3.585665409283485,1.0174448998902164,Iris-versicolor
+64,6.650500927867347,2.7822304520333194,4.667193933767013,1.441336046656402,Iris-versicolor
+65,6.386484495184132,3.2497883335196014,5.353229857723644,2.334379399888709,Iris-virginica
+66,6.58350875009472,3.2019117524846523,5.142026060630674,2.0365361824934047,Iris-virginica
+67,4.300000677168019,3.0,1.1088234382990667,0.10000014936930102,Iris-setosa
+68,4.8063099859931055,3.0,1.4163049688687699,0.34019147154011165,Iris-setosa
+69,6.133805700051052,2.852946012594872,4.722934061217827,1.291347529560852,Iris-versicolor
+70,5.646578785265405,2.477232979600323,3.863070872302922,1.103676747110037,Iris-versicolor
+71,5.414566456227495,3.8721547774210925,1.3481419596618678,0.41286904892834264,Iris-setosa
+72,6.8941438900586025,3.2051417233231083,5.622769400490101,2.3034273470089985,Iris-virginica
+73,6.491565021752183,2.7940830148352753,4.6114159746148164,1.5010639403171346,Iris-versicolor
+74,6.462117561101815,3.191532945824102,5.4251517978727435,2.312988509989466,Iris-virginica
+75,6.4235988309894365,3.0314882912032903,5.682685117071589,2.2540218516491217,Iris-virginica
+76,5.80456786513663,2.972612630854161,4.540085567213281,1.5094154914554834,Iris-versicolor
+77,5.185461757193166,3.836765694937591,1.599330346315461,0.20485686836199354,Iris-setosa
+78,6.2195837818936015,3.3046862825812737,4.673067682072023,1.606180641223019,Iris-versicolor
+79,5.6670955726290595,2.8948450647818627,3.9953804233346455,1.232651339825631,Iris-versicolor
+80,5.693429542136167,3.0,4.310004397392247,1.3186891335673372,Iris-versicolor
+81,6.084710427243616,2.1701480475712245,4.182580758896076,1.1673954147326475,Iris-versicolor
+82,6.97281878980438,3.1166288177603785,5.152335518347184,2.28762739749804,Iris-virginica
+83,4.808996213418541,3.40232117696734,2.004909148386166,0.19789695974710148,Iris-setosa
+84,5.163376641584302,2.615203934002922,3.8070508644685996,1.3304295285142929,Iris-versicolor
+85,6.603727702770242,3.0,4.388884071324347,1.397120309282716,Iris-versicolor
+86,6.073619438601098,2.7928174971175928,4.6589235094460575,1.2048685171544753,Iris-versicolor
+87,6.199189388886505,2.195515925320846,4.4605578020502215,1.4815281167545644,Iris-versicolor
+88,5.403912478598523,3.0,4.525318700171873,1.5046093396231148,Iris-versicolor
+89,6.326346229981877,2.665425101377764,4.932656206328596,1.8100470685875991,Iris-virginica
+90,6.21416334158908,2.19728843092771,4.507586501309195,1.481205527765427,Iris-versicolor
+91,6.687511213518621,2.4865893462259927,5.798778380196224,1.7844247219791645,Iris-virginica
+92,5.185793271154664,2.499937795879477,3.4230424084610656,1.1421598331866858,Iris-versicolor
+93,4.600110326737688,3.585574719774283,1.0000004123561772,0.19759743213750644,Iris-setosa
+94,6.947618421276057,3.189759494939746,5.806799113866563,2.2110132796112603,Iris-virginica
+95,7.232296701501206,3.206320161596951,6.026063420909506,1.8005860358843344,Iris-virginica
+96,5.682003993269608,3.81746732720569,1.81175987065129,0.2729883918395228,Iris-setosa
+97,6.199368257698913,2.4997498419588546,4.989814852076681,1.7840036861993342,Iris-virginica
+98,5.182499027853504,2.58816864129078,3.7743010549663754,1.3200356506522624,Iris-versicolor
+99,7.56918027622973,3.0,6.562810849319459,2.0965435055227264,Iris-virginica
+100,4.4868735050916015,3.2004248907764166,1.3437033412072807,0.20034670463058168,Iris-setosa
+101,5.016236431611885,3.0,1.597379411863273,0.1994292021866203,Iris-setosa
+102,5.70237203177873,2.900281188807943,4.276132398383188,1.318860414129864,Iris-versicolor
+103,6.3932235739366,3.1816559657879773,5.269230971325325,2.301637653172983,Iris-virginica
+104,5.699398074898943,3.0,4.029474707626642,1.2138373104804003,Iris-versicolor
+105,7.899998820424466,3.8210388585911668,6.397429800990212,1.9715190671335503,Iris-virginica
+106,6.200361738162338,2.219669523851922,4.537619712130367,1.5112041160546963,Iris-versicolor
+107,7.139114614964806,3.07773546711497,6.256691452682829,2.21876349961603,Iris-virginica
+108,5.459985139428306,2.4782646083248294,3.9107954204829114,1.2374536683367368,Iris-versicolor
+109,5.802486830133215,2.795004452396297,5.1458561747156,2.39943240093668,Iris-virginica
+110,4.815049688136533,3.0,1.4233904556810244,0.1,Iris-setosa
+111,7.697291121300934,2.789927798600876,6.681268075684347,1.9935616184041791,Iris-virginica
+112,5.473943838004784,3.0,4.4835052132058735,1.486503547932455,Iris-versicolor
+113,5.003474336770122,3.537406374578384,1.3917182924071538,0.20326195039193168,Iris-setosa
+114,7.186827731625128,3.195844806330854,6.005861517474486,1.8255234223292398,Iris-virginica
+115,5.963019427170859,2.2044734735861993,3.9364869147126393,0.9619564393498728,Iris-versicolor
+116,7.700597569234484,2.5711579449043014,6.9,2.3039287514553344,Iris-virginica
+117,6.201957536264763,2.813217027196793,4.797759939903467,1.7987950088355742,Iris-virginica
+118,5.941365838647541,2.8870740776511363,4.393639096097768,1.4921710827555592,Iris-versicolor
+119,4.815139121463643,3.0,1.408505749112847,0.10000010808070545,Iris-setosa
diff --git a/iris/tab_ddpm/4_0/29/test.csv b/iris/tab_ddpm/4_0/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/29/train.csv b/iris/tab_ddpm/4_0/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/29/val.csv b/iris/tab_ddpm/4_0/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/3/synth.csv b/iris/tab_ddpm/4_0/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9d0c2f29424972535bcceee78d6fa528e9b298e7
--- /dev/null
+++ b/iris/tab_ddpm/4_0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,3.0,1.105099610105809,0.1,Iris-setosa
+1,4.300000683716188,3.0,1.1050315281611272,0.10000009431217662,Iris-setosa
+2,7.032683779072406,3.155420543179869,5.419227931635216,2.2747454511179823,Iris-virginica
+3,4.6437113727821115,3.1270347481920524,1.4565746109534512,0.19784756280896526,Iris-setosa
+4,6.507859056800561,3.0,5.758016093661642,2.231807653865056,Iris-virginica
+5,5.506384454507294,2.4915522606501326,3.7496275041272273,1.0902330947074708,Iris-versicolor
+6,4.393996950747199,3.1940881354457553,1.2994347742165622,0.20085543378811618,Iris-setosa
+7,6.033781368547619,2.906450105021039,4.555610140231864,1.494292614684528,Iris-versicolor
+8,5.000978927709942,2.0,3.585832770388301,0.9413631309670313,Iris-versicolor
+9,7.899998406403354,3.779806553053534,6.362045173866185,1.97309527759812,Iris-virginica
+10,5.4939110772120365,4.199998861737394,1.3929909726862577,0.20418426469013784,Iris-setosa
+11,6.060747274422127,2.8939589972506363,4.640760238727836,1.400150869385866,Iris-versicolor
+12,5.811199777725121,2.664783561938154,4.078493771566007,0.8725402387690321,Iris-versicolor
+13,5.355346929659833,3.0,4.456193532328796,1.4746804087864374,Iris-versicolor
+14,6.093130083153587,2.5948201020831245,5.6176058128478825,1.4251032423292738,Iris-virginica
+15,5.373704075620314,3.916782559758912,1.2894462240445623,0.44729848607972456,Iris-setosa
+16,4.5863858203695616,3.5394654585926766,1.0,0.20177798458320906,Iris-setosa
+17,5.636943525806286,2.907331850038616,3.693869063622075,1.3222070382456055,Iris-versicolor
+18,6.402972769658145,3.208517857377014,5.3777748492704145,2.3021523968227307,Iris-virginica
+19,5.061937778949466,3.7641020495205217,1.5204361342034844,0.2013908280161099,Iris-setosa
+20,6.12138825462883,2.8987349448678303,4.700960446690645,1.3342281294881677,Iris-versicolor
+21,6.20674312050531,2.1977950844407963,4.538400119616344,1.5206751122258562,Iris-versicolor
+22,5.657951795001146,3.7709241587842133,1.5649588339155476,0.3443873272951342,Iris-setosa
+23,5.247337009310662,3.402443913788725,1.4002518943867401,0.20416967614050843,Iris-setosa
+24,5.1885961860756575,2.7135243606354194,3.8879359881228113,1.3984226530725485,Iris-versicolor
+25,4.59790450883313,3.598185876068875,1.0000005868047952,0.2042103999046765,Iris-setosa
+26,6.793061023595163,2.8051124258343108,4.798190839013645,1.3988403078062281,Iris-versicolor
+27,5.477237634923117,3.0,4.468708750499667,1.4934347466766695,Iris-versicolor
+28,5.418989909879662,3.0,4.511639627945621,1.5147435917991934,Iris-versicolor
+29,6.397898515331391,3.2126485957533655,5.268806488767653,2.290526718627449,Iris-virginica
+30,6.390772271184578,3.211699574805444,5.391735266456628,2.3189058591221783,Iris-virginica
+31,4.3,3.0,1.1011609088824525,0.10000010008900022,Iris-setosa
+32,5.053732293634506,3.5478905085924617,1.400435642348997,0.2012322785396168,Iris-setosa
+33,4.857021044082678,3.0,1.5415486018576614,0.20092696931790305,Iris-setosa
+34,5.135149754434122,3.358289424140434,1.5760356491126508,0.4460044692832872,Iris-setosa
+35,6.769502193640248,2.5212380338039453,5.940064479063428,1.8240446997266848,Iris-virginica
+36,4.615067359774025,3.5923301891850254,1.0,0.19627892836824773,Iris-setosa
+37,5.815564286258843,2.9454286669319854,4.212912258661613,1.3100882571261456,Iris-versicolor
+38,5.571979322759737,2.481640472271596,3.9726691604302635,1.1767846059802292,Iris-versicolor
+39,7.027389998712169,3.1848658543898205,5.992027554590159,2.270739289376357,Iris-virginica
+40,5.5408784838507055,3.0,4.514879707419233,1.5104979680979524,Iris-versicolor
+41,6.056497233779097,2.9028357413568733,4.648899859752859,1.4361266781426243,Iris-versicolor
+42,5.661352908669293,2.964249297728533,4.000900618921713,1.2939116984126933,Iris-versicolor
+43,5.7070161076804276,3.0,4.213171717196853,1.1933102363817916,Iris-versicolor
+44,5.681289020642543,3.0,4.105778275654847,1.2598153352021637,Iris-versicolor
+45,5.7505671393417135,2.7863421646663142,4.3766308044941225,1.2961796062579902,Iris-versicolor
+46,5.81363858079829,2.7081661826529144,4.199455405537741,1.0186230852855576,Iris-versicolor
+47,5.848300856899661,3.2137681542553835,4.806644126360987,1.7764794508708404,Iris-versicolor
+48,5.350790767220115,3.3954515364044435,1.4884571679518872,0.406987885877786,Iris-setosa
+49,4.3,3.0,1.0917199639912503,0.1,Iris-setosa
+50,6.301268799702712,3.307714963170568,6.000545705685265,2.5,Iris-virginica
+51,6.035395112483206,2.875132601875174,4.647197208898088,1.3321474758313356,Iris-versicolor
+52,7.184228969070542,3.194597240359887,6.004458709540394,1.8200097697800168,Iris-virginica
+53,6.703765293833836,3.124754147370121,4.708266910624844,1.4956409990611141,Iris-versicolor
+54,6.026852522975821,2.771225426822967,4.624870405206187,1.1910305750523833,Iris-versicolor
+55,6.6852879818652635,3.0733647148930854,5.831963760620694,2.265759018466505,Iris-virginica
+56,6.636322922403933,3.0,4.922475698991801,1.6207568538154034,Iris-versicolor
+57,5.823289683133177,2.732784167357305,4.272869339516294,1.0294923843730053,Iris-versicolor
+58,5.522457766438988,3.0,4.491523835194728,1.4978168244636616,Iris-versicolor
+59,6.578825481263147,3.0,4.400219878399692,1.379134123071225,Iris-versicolor
+60,4.300000452623875,3.0,1.096935820769728,0.1,Iris-setosa
+61,6.781377043660109,2.8031640000075555,4.772153404793034,1.446080197759878,Iris-versicolor
+62,4.601986710254953,3.0729902387047527,1.5036296892885352,0.1984368472147822,Iris-setosa
+63,5.366543029474167,3.7059190656256935,1.414571624115372,0.41317169090970673,Iris-setosa
+64,5.1015926577718265,3.8061214195744695,1.7442990959203732,0.20054564044305834,Iris-setosa
+65,5.809449259859486,2.86739885032881,4.519213342396281,1.378824272612004,Iris-versicolor
+66,4.3,3.0,1.09455767743317,0.10000010332492124,Iris-setosa
+67,6.227177443343534,3.397734779618182,5.359391612216302,2.297615318252128,Iris-virginica
+68,7.03867370676147,3.1481324843527183,5.656956788298893,2.277470796111188,Iris-virginica
+69,5.132962385752225,3.483612049863989,1.4058787443078795,0.19840637768672675,Iris-setosa
+70,4.538655103798142,3.5310583359352186,1.0,0.20368299681698862,Iris-setosa
+71,5.04081736035743,3.3690671423477467,1.6206573471272245,0.4489965415554912,Iris-setosa
+72,6.033171288347012,2.2269563824556786,4.014601080266272,1.075043161542663,Iris-versicolor
+73,6.303677892485546,3.0,5.60724224660898,2.31041409068074,Iris-virginica
+74,6.7017706371270895,2.474718676204099,5.852137496143443,1.7626118740286507,Iris-virginica
+75,5.498690007753853,4.199999239251766,1.3860500337419794,0.20267043029227863,Iris-setosa
+76,5.7737083870480665,2.771192374610753,4.472607409845986,1.1932476134977896,Iris-versicolor
+77,6.686812675879213,3.1118993642528956,4.684688212173351,1.5208811158219382,Iris-versicolor
+78,4.396190428771256,3.202905599965947,1.2971845518247078,0.20203441216479906,Iris-setosa
+79,4.575998001113801,3.242650507283093,1.4040312129721968,0.2019463433176523,Iris-setosa
+80,6.515771706971361,3.18022393699827,5.101756322300569,1.980193863765856,Iris-virginica
+81,4.3,3.0,1.0960749817805435,0.1,Iris-setosa
+82,6.018396142349701,3.3958418281323364,4.518273907377633,1.5951168636470225,Iris-versicolor
+83,7.9,3.855877488206958,6.406248886461652,1.9785064320082277,Iris-virginica
+84,7.724454939798307,2.618768474136991,6.8999983704919625,2.3135282719574843,Iris-virginica
+85,4.88376102001634,3.0658371038827275,1.4688635926261955,0.10000012024765016,Iris-setosa
+86,6.113979423682089,3.1247498853123026,4.85170338895706,1.7589368487806443,Iris-versicolor
+87,4.972526936398604,2.0,3.332503728195269,0.929151759141471,Iris-versicolor
+88,7.699778428197089,2.6240910100598804,6.899997122714695,2.317751749444614,Iris-virginica
+89,6.018886643235455,2.198250136588971,5.040978813439077,1.4766485368082036,Iris-virginica
+90,4.980017033206737,2.0,3.4648349720878127,0.8820355604015622,Iris-versicolor
+91,5.688595706422308,2.704838817076827,4.226258645739749,1.1244397110890303,Iris-versicolor
+92,5.646618216005857,2.6937436785993443,4.290761031173317,1.3163166329615057,Iris-versicolor
+93,4.811806404081261,3.0,1.3911731738699114,0.1,Iris-setosa
+94,6.725179071713986,3.1047677103488422,4.720158847062322,1.5151830708317116,Iris-versicolor
+95,6.108606352493127,2.5995376654161606,5.5999171787901725,1.3975705292839924,Iris-virginica
+96,6.910339089413756,3.2001004443761922,5.637882383318885,2.2945467263117374,Iris-virginica
+97,6.053755373717009,2.9998017479889834,4.3873723929332655,1.3630585035183644,Iris-versicolor
+98,4.77391213557947,3.0,1.3916209301034816,0.2749872792349999,Iris-setosa
+99,5.010910012218179,3.0,1.5926212400206925,0.19776846038326884,Iris-setosa
+100,6.014408054790886,3.350377407098371,4.611050441448404,1.6046259676366472,Iris-versicolor
+101,5.0693140496527995,3.3652711519587952,1.5905765447284284,0.5059817147090261,Iris-setosa
+102,6.1912412531734,2.1986600528876474,4.503387307008662,1.5029503004892584,Iris-versicolor
+103,7.523566314453831,3.017842679956722,6.409368886567615,1.9801447033262585,Iris-virginica
+104,6.9071227940327065,3.0986565301657327,5.08446017429743,2.2882938429139847,Iris-virginica
+105,4.3978674448329445,2.876939414552956,1.3990338155470619,0.20118739608774575,Iris-setosa
+106,5.8122516946336225,2.6909241449583794,5.151472788007592,1.8898061334807688,Iris-virginica
+107,4.62089014743748,3.096112875980805,1.454790463251263,0.20155193636774904,Iris-setosa
+108,5.50217929339217,2.4882702089530255,3.890143411931032,1.2821299643661037,Iris-versicolor
+109,4.777982717711373,3.395785090934706,1.8076365809915775,0.19899917320116678,Iris-setosa
+110,5.5482363786209845,2.509785011846708,3.901550680567172,1.0634789714891724,Iris-versicolor
+111,6.182145984707305,2.1856348972844746,4.4911986820974255,1.4883193299980857,Iris-versicolor
+112,6.141753108897577,2.9085422443048823,4.608462698331625,1.4542992496113911,Iris-versicolor
+113,6.256784279035633,3.310862427974655,5.917282247329091,2.5,Iris-virginica
+114,7.705522159924556,3.0,6.188540537193536,2.277097463765973,Iris-virginica
+115,6.579591875840979,3.0,4.344839367931356,1.382220485983025,Iris-versicolor
+116,4.3,3.0,1.0918669904207656,0.1,Iris-setosa
+117,5.09118607830856,2.5262389352380876,3.034575789257118,1.119309682688125,Iris-versicolor
+118,4.300000468907352,3.0,1.0981535541713858,0.1000001496146915,Iris-setosa
+119,6.023767925046319,2.1992416605394363,4.041018878559632,1.0239901416497268,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/3/test.csv b/iris/tab_ddpm/4_0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/3/train.csv b/iris/tab_ddpm/4_0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/3/val.csv b/iris/tab_ddpm/4_0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/4/synth.csv b/iris/tab_ddpm/4_0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ce28a3c7588acef54e55054b642163b12f0e5cef
--- /dev/null
+++ b/iris/tab_ddpm/4_0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.550705885653167,3.0,4.5298467965217855,1.4742192778135075,Iris-versicolor
+1,7.22344812689973,3.2020525427719333,6.05544220799966,1.7463154605357216,Iris-virginica
+2,4.631219919751759,3.5904462359435296,1.0000005706504815,0.20383855646366184,Iris-setosa
+3,7.674722801847535,3.0,6.063186428893919,2.285373740641124,Iris-virginica
+4,6.549714396947811,3.088304680111393,5.68164738317854,2.239503473008834,Iris-virginica
+5,6.059311747474911,2.90044487562236,4.662633041065896,1.4246683996474492,Iris-versicolor
+6,6.588616190276907,2.764112198447207,4.637689560468917,1.507249998304771,Iris-versicolor
+7,5.784753549422318,2.6958506862807377,5.0817724045485235,1.9317359452628284,Iris-virginica
+8,4.959633140834446,3.585330006544769,1.3822385560340478,0.2029772576072385,Iris-setosa
+9,5.974400656416887,2.8933731150098887,4.503676747564371,1.4627274406952862,Iris-versicolor
+10,5.055847476802132,3.645952650667702,1.414120756821445,0.20245825276031593,Iris-setosa
+11,7.722592573041448,2.580818498818982,6.9,2.245372180452669,Iris-virginica
+12,6.718191371147823,3.12593525658313,4.728356765241247,1.5091568457113538,Iris-versicolor
+13,4.40900340499432,2.8950258474532378,1.4047480697147785,0.19981481404962315,Iris-setosa
+14,5.717290931350531,3.0,4.241586172399229,1.2176435543006279,Iris-versicolor
+15,5.624168805880216,2.867769548522152,4.220515853657595,1.367154630158311,Iris-versicolor
+16,5.9008197298550735,2.877215957390867,4.54733553598813,1.4115482066361327,Iris-versicolor
+17,6.686065491335846,3.096534310520257,5.889038818717094,2.261156867622014,Iris-virginica
+18,5.734969471271487,2.823319634690547,4.026357255644,1.2132544382244792,Iris-versicolor
+19,4.602433726083179,3.178134815653959,1.4235060664629593,0.19935715403687637,Iris-setosa
+20,4.39843278694985,3.2208553660124837,1.2916827296693356,0.19412637387432735,Iris-setosa
+21,5.001574520710129,2.0000004611043014,3.509148345013581,1.0023487704428768,Iris-versicolor
+22,6.59094072393232,2.813974100702608,4.633525521041795,1.488703141743604,Iris-versicolor
+23,5.09400243946369,3.2988342463314377,1.6560725187450287,0.49670176560882895,Iris-setosa
+24,4.9753090347876645,2.000000729978882,3.574846417292206,1.0678156782116122,Iris-versicolor
+25,5.874079723066162,3.222981084064867,4.771126283003262,1.7672645631053931,Iris-versicolor
+26,5.8708306050775825,2.701106620009935,4.323847340252847,1.0743237754120145,Iris-versicolor
+27,5.042626517756791,3.592472878036331,1.4038975295446547,0.1981018512770148,Iris-setosa
+28,6.710980352274888,2.49215790383786,5.8149210111782645,1.8150704171016798,Iris-virginica
+29,6.2577984931882265,2.2014043685943983,4.520080148714868,1.486405804759688,Iris-versicolor
+30,4.81943542385599,3.0,1.421897787849044,0.1,Iris-setosa
+31,4.513009202518977,3.0,1.4815547587533424,0.2027039149813254,Iris-setosa
+32,6.490297036992804,2.7982132985735797,4.573713337228455,1.503933008011093,Iris-versicolor
+33,6.077620784996889,2.204944325789542,4.225296712343684,1.1606367934015165,Iris-versicolor
+34,4.58437273451683,3.1584337075088404,1.4273099280467318,0.19842367048123305,Iris-setosa
+35,5.6143701977544485,2.5058693716569396,3.8638006815520978,1.0828288141862314,Iris-versicolor
+36,7.00303282141435,3.0968839322525805,5.235149902807657,2.2841152094844555,Iris-virginica
+37,6.362442143041874,3.3202413167970097,6.0097838526801235,2.5,Iris-virginica
+38,5.4957728497411305,4.199999214830598,1.3900918784906295,0.1907911168190662,Iris-setosa
+39,7.9,3.844918822150292,6.447202979152245,1.988363856275235,Iris-virginica
+40,6.32517288496863,3.2892464823832475,6.04596165373888,2.4999997995250642,Iris-virginica
+41,7.503677856824237,3.0,6.434447307196942,2.0569253821396507,Iris-virginica
+42,6.089877894587978,2.239213394606259,4.319624497345963,1.3422245765430154,Iris-versicolor
+43,5.641392737779711,2.9150565017866668,3.8751444366044154,1.2970996405042303,Iris-versicolor
+44,5.059227696977783,3.808133090094947,1.578239423498161,0.19795472080164705,Iris-setosa
+45,4.7955404262805335,3.3998919907361014,1.599570604688228,0.19883708255131882,Iris-setosa
+46,4.395077564460874,3.0,1.361656914615866,0.20092304229586466,Iris-setosa
+47,6.110280142588453,3.3724489915399256,4.564025085056762,1.5798259645953219,Iris-versicolor
+48,5.007334102920555,3.0,1.5855275527263595,0.1955129896373206,Iris-setosa
+49,7.498275960741505,3.0,6.519190290018644,2.0958748013990904,Iris-virginica
+50,6.355354738501861,2.6579684419279186,4.925269485987303,1.8467675348443207,Iris-virginica
+51,5.069310006088565,3.552150920536195,1.4091830819479851,0.20415271217590092,Iris-setosa
+52,6.495289003252154,3.2002339238936903,5.075948870161811,2.024830438285095,Iris-virginica
+53,4.914173692160069,3.089200009128812,1.505582018868457,0.10000010388314878,Iris-setosa
+54,6.19144659212961,2.196735994968319,4.506844684640659,1.5003344261419442,Iris-versicolor
+55,5.667047013128645,3.0,4.381321430619687,1.4439873679212054,Iris-versicolor
+56,6.2392237215200295,3.3951603659318055,5.448276970918705,2.323186181019454,Iris-virginica
+57,5.387025648863313,3.0,4.466191173455932,1.494699332365143,Iris-versicolor
+58,4.300000912733479,3.0,1.1043485902170194,0.10000013809747502,Iris-setosa
+59,6.014130943485723,2.206402130472971,3.916763144451343,1.0321854321149146,Iris-versicolor
+60,6.010067364831456,2.2220480830423703,5.018324769943408,1.513896874780417,Iris-virginica
+61,5.696488432593947,3.77629300611425,1.5981449654848228,0.27385432881212307,Iris-setosa
+62,4.443535106556377,3.2035815159238075,1.2978182394326327,0.2017445765012818,Iris-setosa
+63,5.802079949129038,2.6881101967517758,5.127393241005252,1.9514583925700448,Iris-virginica
+64,5.538799463309007,2.4707173249372367,3.837452823818957,1.1004188648557929,Iris-versicolor
+65,6.7959134721395875,2.7926906985982383,4.833586135548231,1.4234162070492518,Iris-versicolor
+66,6.253510702830868,3.3061740460049824,5.947287360517663,2.4999997560525857,Iris-virginica
+67,6.1578625841153025,2.2048323965963634,4.440699095675299,1.4192411561617035,Iris-versicolor
+68,5.694758637094946,3.782671478853619,1.843123577549954,0.3164351125834723,Iris-setosa
+69,5.7881453705088735,2.8013255948854057,5.079149195241771,2.3917353287577288,Iris-virginica
+70,6.691359104786156,3.1051080034605114,4.752574264839119,1.5086115954520123,Iris-versicolor
+71,5.476859573194298,3.8844296215424383,1.3200567132766494,0.3284520181241931,Iris-setosa
+72,4.640881475874157,3.186192092766649,1.4098245611379745,0.19962497645535107,Iris-setosa
+73,4.403509755716249,3.1900684313280685,1.2909009807291616,0.19803360490886157,Iris-setosa
+74,5.10033950463327,3.2942723124803397,1.5987130220788415,0.44806710414631945,Iris-setosa
+75,5.410233784693138,3.735388721694459,1.421033265702861,0.38571274380052456,Iris-setosa
+76,6.5222771925656104,2.7971829491723956,4.57881086429917,1.5094613544380118,Iris-versicolor
+77,5.173292958492654,2.5608347038934878,3.650860468866232,1.276308016429613,Iris-versicolor
+78,6.575245985693728,3.206689351328522,5.379556570924258,2.175313239779857,Iris-virginica
+79,5.968415518600816,2.2189330077236673,4.027611939923649,1.0405548816348589,Iris-versicolor
+80,5.9961844041014105,2.7874560059861704,4.634005614235872,1.2172300983600537,Iris-versicolor
+81,7.660179075595223,3.0,6.348172689377378,2.22533060386081,Iris-virginica
+82,6.263577597296234,3.401512635878371,5.556521190719213,2.387226540312784,Iris-virginica
+83,5.233159783477221,3.395470154260449,1.4003366415848257,0.20700472804173145,Iris-setosa
+84,6.818203370236936,3.207956042245674,5.906534702836898,2.308945981081207,Iris-virginica
+85,6.324018308499097,2.5201844789349663,4.987867979081378,1.8869099340852626,Iris-virginica
+86,6.299428953303832,3.2897535417270083,6.004432015673859,2.4999998078723307,Iris-virginica
+87,4.3,3.0,1.0891292301763305,0.1,Iris-setosa
+88,6.7895595752971625,3.203206131789822,5.877426972741794,2.306262127313571,Iris-virginica
+89,6.242597061063965,2.5323084609039523,5.147579742659136,1.666245667367003,Iris-virginica
+90,5.788534155656137,2.7007873576677963,5.140441956015745,1.9083202009785762,Iris-virginica
+91,5.498144894577314,2.409456042355048,3.88917298689778,1.1465179293920147,Iris-versicolor
+92,6.03915743839359,2.808783977459867,4.6124287955717085,1.1126192274824773,Iris-versicolor
+93,5.088034938797277,3.6424216607998856,1.3978913077782829,0.20453766942520268,Iris-setosa
+94,5.52274216601988,2.506355054508589,4.006311572813509,1.2817051949462652,Iris-versicolor
+95,5.071016866920529,3.3053614081662053,1.5682731957473135,0.5921340137540416,Iris-setosa
+96,7.642418583060007,3.0,6.60838989089404,2.0860185530974995,Iris-virginica
+97,5.528271643989935,3.0,4.480975518326383,1.5058454411235827,Iris-versicolor
+98,5.513127918186588,2.5376067735825587,4.088647996094592,1.3205998354593802,Iris-versicolor
+99,5.579139774409264,2.5147624475699057,3.8669293810258996,1.0805902085405164,Iris-versicolor
+100,5.252318850966974,2.7432815002893616,4.03917464869479,1.4059833269727782,Iris-versicolor
+101,6.0965942352097455,2.59382171243233,5.575596188870594,1.4386414661166698,Iris-virginica
+102,4.401899503808683,3.2079949708933166,1.2964257669740493,0.20110287300331722,Iris-setosa
+103,4.597152841123367,3.601708836027935,1.0000004783447956,0.19223242182715577,Iris-setosa
+104,5.362903769196694,3.8999967962092486,1.3052011620396275,0.2808982008295992,Iris-setosa
+105,4.3,3.0,1.1007912791341312,0.1,Iris-setosa
+106,5.736305844731707,2.895831716025579,4.142184208369192,1.347367388874749,Iris-versicolor
+107,4.801727248195367,3.0,1.4223127393538493,0.10000010112472672,Iris-setosa
+108,6.014839487730997,2.213550004561351,5.000771574394843,1.5175840072862423,Iris-virginica
+109,6.7867622102346505,3.2196302082788137,5.779684624661351,2.308396807792694,Iris-virginica
+110,6.092311155024282,2.8093010238575298,4.66943521390204,1.2540257438069085,Iris-versicolor
+111,6.655315937677274,3.0,4.928438821221132,1.6571865271797814,Iris-versicolor
+112,4.795642378484206,3.399051656853224,1.7578458637742125,0.19802426839743292,Iris-setosa
+113,5.814577568196092,2.701038010101679,5.096433916214541,1.8975006392023122,Iris-virginica
+114,6.679940074872959,3.0,4.97981772097599,1.7148045615363356,Iris-versicolor
+115,6.127323424747121,2.5905922601101175,5.636833486439453,1.4205728132769233,Iris-virginica
+116,6.698579807942247,2.5118635167783068,5.870179961411122,1.793575115050571,Iris-virginica
+117,6.906465049684651,3.079448541379296,5.151096536707286,2.2932201309094538,Iris-virginica
+118,5.799232781277416,2.8197050721149317,5.102307702682447,2.4146893649036536,Iris-virginica
+119,5.549500047612807,2.473098873402107,3.818158577507891,1.078871160051647,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/4/test.csv b/iris/tab_ddpm/4_0/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/4/train.csv b/iris/tab_ddpm/4_0/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/4/val.csv b/iris/tab_ddpm/4_0/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/5/synth.csv b/iris/tab_ddpm/4_0/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9086bce324e67190db0124789fd8c2ceca1f745f
--- /dev/null
+++ b/iris/tab_ddpm/4_0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.603874269953827,2.918198907579458,3.4479070834126686,1.301784557489569,Iris-versicolor
+1,4.300000655121412,3.0,1.1140837812830338,0.10000012138007372,Iris-setosa
+2,6.232802526731786,2.217256947041804,4.534548392771864,1.5019697579512281,Iris-versicolor
+3,5.391639416307293,3.0,4.4162215320779845,1.4830012130678742,Iris-versicolor
+4,4.592419648416829,3.086106774517898,1.50068932915622,0.20177972304223288,Iris-setosa
+5,6.722159224717197,2.4912796034857196,5.802998734319076,1.8089827062596924,Iris-virginica
+6,5.754338702548011,2.850398999590316,4.342851877077086,1.2662231823030208,Iris-versicolor
+7,6.8869495459003165,3.184332682025631,5.651453039051916,2.3055244176151737,Iris-virginica
+8,7.5804229213975995,3.0,6.5771376662174905,2.099288641162593,Iris-virginica
+9,5.945345939469118,3.443717161138093,4.490939625819479,1.6057033653280544,Iris-versicolor
+10,5.629315419564319,2.3653252742888786,3.883857656630617,1.0523560188600056,Iris-versicolor
+11,5.236467366495945,2.6846487933209864,3.8639315954989915,1.3957712817573529,Iris-versicolor
+12,5.995559742222566,2.178613868427565,5.011340638321359,1.4896600565558833,Iris-virginica
+13,4.864574285815122,3.503814110742177,1.694610100555504,0.19880372070589733,Iris-setosa
+14,5.280259719714117,3.555733034817216,1.4585653072487297,0.27158107186495095,Iris-setosa
+15,5.486363651443998,3.0,4.493757326497653,1.5058421215282862,Iris-versicolor
+16,5.982888099008886,3.403366364379885,4.488305040201863,1.595854394061436,Iris-versicolor
+17,5.56989519992951,3.0,4.525877769557488,1.5007043332817818,Iris-versicolor
+18,7.154056995125689,3.199249104118717,5.996703061310183,1.798053513129412,Iris-virginica
+19,6.68898231711961,3.1520066161982703,4.736349239159876,1.5004877504392564,Iris-versicolor
+20,6.693240864016,3.0,4.9946012184211686,1.7119183286378026,Iris-versicolor
+21,5.588605979212168,2.529517746198705,3.9293497859850026,1.1511823462425212,Iris-versicolor
+22,4.3,3.0,1.1078243261335066,0.1,Iris-setosa
+23,5.982479570498944,2.8995904998072235,4.5168851546824165,1.4692570718433526,Iris-versicolor
+24,6.5516921263536725,3.2135874328728957,5.101872568392514,1.9832931866589754,Iris-virginica
+25,4.300000605551219,3.0,1.0929423274847,0.10000012386576947,Iris-setosa
+26,5.377658438977281,3.819708295324517,1.3636162561177474,0.2657397463737887,Iris-setosa
+27,4.974232650099083,3.614847681073061,1.4068332301318178,0.19646727523881613,Iris-setosa
+28,6.232669657202283,3.319703608203313,4.64777979738454,1.6040962280410709,Iris-versicolor
+29,5.802207838837572,2.789627493969752,5.120749991220611,2.3947135241459736,Iris-virginica
+30,6.095163951243478,2.610273790830673,5.579265666844774,1.3845517623282548,Iris-virginica
+31,6.2897886679387,2.719660259712784,4.889048614483967,1.8154834708535557,Iris-virginica
+32,4.969007048939304,3.5787688673179563,1.4038455050322207,0.19980852679225097,Iris-setosa
+33,6.015625900944129,3.387839688738785,4.475319789311465,1.5921279425771013,Iris-versicolor
+34,6.506419373912448,3.0,5.779745178734583,2.1809486090937873,Iris-virginica
+35,4.3000005864485,3.0,1.1135431007947048,0.10000012348640565,Iris-setosa
+36,5.123090790620125,2.5658444986583473,3.659545411020675,1.3013455683393864,Iris-versicolor
+37,6.730651813348796,3.1859294702033445,5.864701584357889,2.2824000595286216,Iris-virginica
+38,4.610952560210466,3.5913058684415713,1.0000005288264076,0.19673012001076234,Iris-setosa
+39,5.539227711553026,2.3585960222669553,3.748583511620085,1.0223771374647477,Iris-versicolor
+40,5.665948691570228,2.5946231751546525,3.9070158983301266,1.0489335981461385,Iris-versicolor
+41,5.012438758114933,2.000000453072527,3.498023462706223,1.011997331120986,Iris-versicolor
+42,6.686658214163346,2.50987722966619,5.798755493537798,1.7967419442306398,Iris-virginica
+43,6.245022397672731,3.3939114896111198,5.5894088257678325,2.384795846462866,Iris-virginica
+44,6.693846170192274,3.0,5.018547646817974,1.7175785526751663,Iris-versicolor
+45,6.040459928595032,2.8843749673856167,4.574722675270235,1.46275787385745,Iris-versicolor
+46,5.24361800799257,3.3651866060864517,1.5744015877436537,0.46160123237210215,Iris-setosa
+47,5.027023628489477,3.0,1.5910914372791003,0.19452466447094996,Iris-setosa
+48,5.324180904942757,2.519120062500173,3.700907608088127,1.232401014757472,Iris-versicolor
+49,4.566352944112683,3.5639807209560117,1.0,0.19643510338921266,Iris-setosa
+50,5.9994059630997345,2.193281678336743,4.987050179810667,1.4786153446896384,Iris-virginica
+51,5.62343350465189,3.8085941262939538,1.5391998356743424,0.30738168477905553,Iris-setosa
+52,5.429901028923957,3.0,4.436012985376289,1.5146312331500686,Iris-versicolor
+53,5.651183827434343,3.791250287132091,1.5552611635714486,0.3948168711360053,Iris-setosa
+54,5.716270429730141,3.818972556220301,1.6433185670503605,0.2712153984384081,Iris-setosa
+55,6.6498528342444025,2.939988489563371,4.849410085943935,1.594636195438492,Iris-versicolor
+56,4.7897248407926565,3.3981019528840246,1.836765363853933,0.1972506450853248,Iris-setosa
+57,7.635804466079628,3.0,5.79813830647309,2.3097669648149473,Iris-virginica
+58,6.704925861656982,3.0,4.949902269308565,1.624472173988386,Iris-versicolor
+59,5.483210082448469,2.394248551433148,3.5767134809967525,0.9731412209876904,Iris-versicolor
+60,5.19794251965705,3.398603568172075,1.4084758899444543,0.20221325970496584,Iris-setosa
+61,7.616240155633111,2.9622889932290315,6.649185084510946,2.0425127276573276,Iris-virginica
+62,6.716720368103856,3.1261584382037904,5.757461214322343,2.2872633100402853,Iris-virginica
+63,4.897141140845305,3.1139275529970227,1.5022868847253992,0.10000012131987888,Iris-setosa
+64,4.794274864305724,3.0,1.396790650283216,0.3253690391014949,Iris-setosa
+65,5.939599466333946,2.731802723735285,5.048876391619025,1.8513058717273974,Iris-virginica
+66,6.182224155777966,2.8791532412222662,4.747264366816752,1.3760650751788837,Iris-versicolor
+67,6.4236618981036475,3.20061345543294,5.409722534215469,2.287394711887783,Iris-virginica
+68,6.108244255689818,2.5998896202004484,5.5376505889453576,1.4085076128971217,Iris-virginica
+69,6.589886486077276,2.8114631115529223,4.6339408144564604,1.4426697074412818,Iris-versicolor
+70,5.797735574394917,2.810522562252018,5.099966276187802,2.403618652406899,Iris-virginica
+71,5.856219394892251,3.2653358167808073,4.73591552353943,1.7527487676913784,Iris-versicolor
+72,5.978283777651427,2.163468409522324,4.064045188276738,1.0396047609688763,Iris-versicolor
+73,5.539783016330717,2.462534846437782,3.747645585257212,1.0591255422069399,Iris-versicolor
+74,6.61872334179456,2.882116131933674,4.5794231959282055,1.4632102078581695,Iris-versicolor
+75,5.45271284696502,3.4013409224763653,1.4955455426307653,0.38390392796092926,Iris-setosa
+76,5.658580505133216,2.9776649226456198,4.35622240109072,1.3896785046755828,Iris-versicolor
+77,6.71019680123793,3.096663497267339,4.7027866451262925,1.498947738051787,Iris-versicolor
+78,4.3,3.0,1.0971017035204962,0.1,Iris-setosa
+79,6.297398007201491,2.7032167709970274,4.918757412603335,1.7888161312110713,Iris-virginica
+80,5.844561099907342,2.616842522729095,3.9009121992022036,0.9177638827810659,Iris-versicolor
+81,7.655533079075743,2.590385119305168,6.899998795799069,2.3007561273243198,Iris-virginica
+82,6.0698320658224745,2.805731770077736,4.6907985576448565,1.2588853063217642,Iris-versicolor
+83,5.425771152071913,3.0,4.456656740101236,1.500815390553313,Iris-versicolor
+84,5.716716011871471,2.976512624967298,4.206026191834265,1.2317490455450921,Iris-versicolor
+85,4.600592075635856,3.094929948136938,1.5152022041740123,0.19713497389085677,Iris-setosa
+86,5.085172761382719,3.2912593961320415,1.7740649634898744,0.4619378799967443,Iris-setosa
+87,5.67062465603002,2.9510027521367213,3.956592898777207,1.2702180713199906,Iris-versicolor
+88,7.691050877245546,3.0,6.090637224510457,2.2905632668248543,Iris-virginica
+89,5.68644772465913,2.9451496799233734,3.962430722141359,1.2430077661485948,Iris-versicolor
+90,5.791193396109209,2.7880044489895472,5.122653382535873,2.405341677764898,Iris-virginica
+91,6.641374851976724,3.0022014696577024,4.5441678869403095,1.4530201516583654,Iris-versicolor
+92,6.65709948022202,2.814954390357082,4.759145787688135,1.4081177031351637,Iris-versicolor
+93,5.956535629649695,2.2051530146496496,4.992588765496964,1.496266341399442,Iris-virginica
+94,4.813741902082569,3.0,1.4061588356727208,0.3711226092770782,Iris-setosa
+95,5.492244920500909,2.492892235202158,4.013673052215625,1.2950898588872604,Iris-versicolor
+96,5.827333858525807,2.8650279652007367,4.443325420642995,1.4064382972595135,Iris-versicolor
+97,5.80770493243498,2.8034361278133404,5.113329773021948,2.404439630633417,Iris-virginica
+98,7.243581273677217,3.2014951778508887,6.012693119888027,1.7837867840173416,Iris-virginica
+99,5.995682308221693,2.8570110110881433,4.5566479026953495,1.2473827423592434,Iris-versicolor
+100,5.614785613255545,2.87647918272213,3.7053372763060137,1.293205979491924,Iris-versicolor
+101,5.06801412172491,3.5559489138949814,1.382865305617495,0.2018382886841512,Iris-setosa
+102,5.740695502174917,2.6576004685109367,4.077396722914791,1.0005413023141425,Iris-versicolor
+103,4.728599105291602,3.336169601775084,1.5903759862283189,0.1946192797801914,Iris-setosa
+104,6.786142515930357,2.7934369029137924,4.747642937602815,1.400937850508979,Iris-versicolor
+105,6.720809262969307,2.806139308821815,4.717209992305155,1.4304901513491786,Iris-versicolor
+106,5.112421795484987,3.655301397531417,1.3857212369702774,0.2065346910968714,Iris-setosa
+107,5.512392701081615,4.199999019466501,1.3667912165491396,0.19567045651414441,Iris-setosa
+108,4.795693801056423,3.3980093325338756,1.7747879736181202,0.20309098710876952,Iris-setosa
+109,4.995204355984082,3.0,1.6075802268026727,0.1965812262183556,Iris-setosa
+110,6.477629421639241,3.189233410961769,5.158151565953373,2.045677813022054,Iris-virginica
+111,5.083685694918592,3.333088158359986,1.6504780392833964,0.4964979373392611,Iris-setosa
+112,6.583870052502875,3.0,4.410211740932456,1.3892528739341488,Iris-versicolor
+113,6.010917279283756,2.21817505780342,4.034113782547652,1.059102410188454,Iris-versicolor
+114,5.79976998734641,2.7838906270405226,5.118244560940511,2.3812679447572545,Iris-virginica
+115,5.545853353557453,2.4383047308500525,3.803197925839177,1.0876858808161274,Iris-versicolor
+116,6.70437204449324,2.505867123117903,5.8061200761054605,1.809572357424462,Iris-virginica
+117,6.089672799705849,3.3836699910803323,4.5505168003144805,1.5893006954021627,Iris-versicolor
+118,7.9,3.7646983190736343,6.3895844974272435,1.9858311547567535,Iris-virginica
+119,5.888401533429331,2.927432519807585,4.407776090904175,1.4793505522389396,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/5/test.csv b/iris/tab_ddpm/4_0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/5/train.csv b/iris/tab_ddpm/4_0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/5/val.csv b/iris/tab_ddpm/4_0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/6/synth.csv b/iris/tab_ddpm/4_0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9e3e7b09e2ac5f0d29734ac856925c04f202c609
--- /dev/null
+++ b/iris/tab_ddpm/4_0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.791665589707995,2.66610709754661,4.137894787973938,1.0349618224438957,Iris-versicolor
+1,6.8058604672253455,3.1849981822879925,5.638551125281641,2.302123671317201,Iris-virginica
+2,6.180825015305775,2.7623938894900184,4.867841330189468,1.7645498140091018,Iris-virginica
+3,5.51160686326055,3.0,4.497709763223819,1.5002395530844006,Iris-versicolor
+4,5.70458545478965,2.859080335638287,4.137033501303477,1.1946911362224946,Iris-versicolor
+5,6.829403927566443,2.807364237916494,4.804161169927849,1.4189629933458345,Iris-versicolor
+6,5.0618129895370085,3.538988163961139,1.4054332486302465,0.19924825481516656,Iris-setosa
+7,7.706990835665591,2.593407508347986,6.899999006707253,2.300454437670647,Iris-virginica
+8,6.274207755344755,2.7270948216255864,4.884868749813148,1.7998706039419463,Iris-virginica
+9,6.2511480484078366,3.398565417222967,5.458241390939266,2.3368926304137374,Iris-virginica
+10,4.987607452041237,2.00000049673484,3.382076227174842,1.003768777083603,Iris-versicolor
+11,4.748721814798093,3.0,1.3735106616021648,0.1,Iris-setosa
+12,6.8909517965117235,3.1133105077144765,5.111795317714559,2.298215651861259,Iris-virginica
+13,6.643879095594502,3.16838555137436,4.775945287789466,1.5212334887694197,Iris-versicolor
+14,6.792473132754508,3.2066917057836077,5.801748133477453,2.299919354001988,Iris-virginica
+15,5.852787826317292,2.71202939924647,5.087740287233416,1.9042892749146993,Iris-virginica
+16,4.300000618151639,3.0,1.0926291236503496,0.10000012306702279,Iris-setosa
+17,4.921090324203179,3.116562765779119,1.503991480296352,0.10000009826877349,Iris-setosa
+18,6.202103497947371,2.1954253544768347,4.497554419721318,1.5101277436772147,Iris-versicolor
+19,5.72288575323258,3.8301004914183006,1.821365519849499,0.2742035916261739,Iris-setosa
+20,6.68500578147125,3.1045508195931886,4.719324009518484,1.5091212413637234,Iris-versicolor
+21,5.788797836818077,2.791057512450248,5.103797383290889,2.401036231116683,Iris-virginica
+22,6.517268924864629,3.0,5.817558837542657,2.222665295524219,Iris-virginica
+23,4.775629435209082,3.0,1.414000591044384,0.2691079774697278,Iris-setosa
+24,4.796625802414586,3.0,1.3987093191999331,0.27722827494440827,Iris-setosa
+25,7.569052636905333,3.0,6.543819570290425,1.9542332170740842,Iris-virginica
+26,6.544747917161327,2.806600019526704,4.639471345958937,1.5005500455455312,Iris-versicolor
+27,4.799576427557216,3.0,1.3773665809881144,0.10000011007084947,Iris-setosa
+28,6.506780212353608,3.20269883701994,5.0932293429302975,1.9918438092178632,Iris-virginica
+29,5.932344655333781,2.8895385702129475,4.577061502733729,1.4323766480967692,Iris-versicolor
+30,6.085946459002898,2.612927516345197,5.6366711140559005,1.4138792649748222,Iris-virginica
+31,4.300000471166707,3.0,1.0979258396630354,0.1,Iris-setosa
+32,5.580255074725505,3.0,4.5563185354729825,1.543647026808496,Iris-versicolor
+33,6.290840209756827,2.5078526544113533,5.00836168655038,1.894465388187295,Iris-virginica
+34,5.8041186470184,2.801980431054331,5.116203400474927,2.407364508399115,Iris-virginica
+35,4.797028984755798,3.0,1.4002819433292022,0.2715439033155585,Iris-setosa
+36,6.200213709152208,3.3922665547893454,5.403051753940826,2.323781969861472,Iris-virginica
+37,6.730509176986761,2.7932022799159615,4.759574808601924,1.4233997828927754,Iris-versicolor
+38,6.5940634091050985,3.0,4.384700693740262,1.4005112265839998,Iris-versicolor
+39,4.532182384818856,3.2023859498131366,1.3627410210073416,0.20111078479217115,Iris-setosa
+40,7.202504743405311,3.187898445868894,5.950343469931964,1.7975642219587196,Iris-virginica
+41,6.30932912091717,3.312489194471898,6.006672173516211,2.5,Iris-virginica
+42,6.11761879945098,2.589215203311268,5.6107834002064205,1.437423614911902,Iris-virginica
+43,4.3,3.0,1.0974106902993765,0.10000010132329168,Iris-setosa
+44,6.6863201633667835,3.0918704689794194,4.696855402343445,1.5200729216817077,Iris-versicolor
+45,5.622150240744778,2.9992320429332446,4.4333757810769345,1.4696083828673527,Iris-versicolor
+46,6.1343082778362,2.863333227640998,4.718017662928967,1.3729336100706135,Iris-versicolor
+47,6.25134218577698,2.7519349530623076,4.811393249110003,1.83070006744263,Iris-virginica
+48,7.9,3.853203813660981,6.39191810109642,1.9576092276954349,Iris-virginica
+49,6.282329683279659,3.401746719373833,5.581413769689233,2.3904624015485543,Iris-virginica
+50,4.3,3.0,1.1052605411343142,0.10000009884984569,Iris-setosa
+51,6.1680819448332365,3.0,4.401350701618862,1.3822968785036696,Iris-versicolor
+52,4.839916000557181,3.4035163824123575,1.8453747618259402,0.2060402451189406,Iris-setosa
+53,4.596768403948261,3.6480072360643483,1.0,0.19735526440969853,Iris-setosa
+54,5.76976587891352,2.7933465396909023,5.149945347902559,2.3825748129709527,Iris-virginica
+55,6.306743596036166,3.275019672269835,5.939785643916039,2.4999996709047094,Iris-virginica
+56,5.496076099634785,4.2,1.380975165991182,0.20386470930249415,Iris-setosa
+57,4.806418509970038,3.406491262064185,1.6764181325617873,0.19861951998524097,Iris-setosa
+58,6.103094616345031,2.589660483036551,5.596164641721546,1.4053946513865525,Iris-virginica
+59,5.618082067598212,2.8333513178377245,3.756403738012927,1.2836043147012033,Iris-versicolor
+60,5.195804931508401,3.3313894079690267,1.5905774627153528,0.4286468865840338,Iris-setosa
+61,5.810837332530234,2.7075520465782366,5.084301663836701,1.9229105519004586,Iris-virginica
+62,6.794453087609965,3.1923531204824562,5.813127989368677,2.2869355042440587,Iris-virginica
+63,6.079851702410729,2.78608811723985,4.666362369061695,1.2151560612341474,Iris-versicolor
+64,6.072447487193635,3.347847208007725,4.610668380120313,1.6212720605033994,Iris-versicolor
+65,4.3,3.0,1.109875220101567,0.1,Iris-setosa
+66,7.130686860098495,3.2176251469467703,5.878877171237459,1.7921110320007878,Iris-virginica
+67,5.628842960037803,2.9704103162283504,3.956318569592108,1.2291253321429239,Iris-versicolor
+68,5.545275767054958,2.413715354785272,3.790768789977581,1.0330283456017304,Iris-versicolor
+69,5.667565011564702,3.766378358556709,1.6555955233015707,0.32275233771176887,Iris-setosa
+70,4.980883684725086,3.0,1.5804429704151757,0.1944623107449288,Iris-setosa
+71,6.717085423783616,3.0,4.991772591173564,1.7104788333426304,Iris-versicolor
+72,5.408982772780761,3.0,4.513501063366223,1.4977659562419343,Iris-versicolor
+73,5.022768932415911,2.000000877360237,3.4559345984879695,0.9335389117039591,Iris-versicolor
+74,7.107854949049887,3.1458564353294216,5.950612434488598,2.2888826659498367,Iris-virginica
+75,5.16561718118946,2.4747227369837184,2.9232019418900075,1.0765122635862696,Iris-versicolor
+76,6.2987152006194504,2.763156291276467,4.854143883171473,1.838501634135651,Iris-virginica
+77,5.912859628947733,3.228836335695975,4.8396650591016375,1.821782039646752,Iris-versicolor
+78,6.245906535402945,2.770722492278904,4.834217870345686,1.7996318555414887,Iris-virginica
+79,6.6918366456949485,3.0719935628006443,4.69287245247221,1.502925476441691,Iris-versicolor
+80,6.189729168957016,2.200691326831996,4.569733306471426,1.5039745803987683,Iris-versicolor
+81,7.690152318972558,2.81230276428962,6.686782166330867,2.0308022525497327,Iris-virginica
+82,5.467961778690871,2.966577753453894,4.325260515340926,1.4662081779664247,Iris-versicolor
+83,6.015105865145758,3.39112309020113,4.48170017514694,1.5956034984888854,Iris-versicolor
+84,5.179275717896991,2.6237513386993307,3.7870303434137456,1.3278680482688798,Iris-versicolor
+85,5.805858819769903,2.744653372241349,5.112761075017121,2.1278846469968515,Iris-virginica
+86,7.2341901892980935,3.203026388487948,6.031314258487484,1.8601714059080388,Iris-virginica
+87,5.284928954628633,2.7617775180331505,4.017491812544915,1.4127716327668824,Iris-versicolor
+88,6.586043167968307,3.0177981389226707,5.832132950178477,2.214997584359329,Iris-virginica
+89,5.001756837967241,2.0,3.169308955683384,0.9179144333575845,Iris-versicolor
+90,6.237413340764248,2.7828298035483923,4.828706466376221,1.8077139614885176,Iris-virginica
+91,5.705032475368206,3.788020598568516,1.7761152343576438,0.28583931298240595,Iris-setosa
+92,6.654609284795654,3.05400855301893,5.921718571519032,2.259038489917837,Iris-virginica
+93,4.81234599210615,3.0,1.416862459210649,0.10000011056247121,Iris-setosa
+94,7.213932895712831,3.2068837388023934,6.054253025311107,1.769177773227601,Iris-virginica
+95,6.960267973368656,3.177174020938437,5.74052136543683,2.309850755395381,Iris-virginica
+96,6.672318047983876,3.061437845845512,4.624028557482312,1.4705707537902712,Iris-versicolor
+97,6.7609356552673905,3.199897962790355,5.788210457995542,2.2982943658768806,Iris-virginica
+98,6.165920233467393,2.189310069711092,4.399777064581639,1.402777590491023,Iris-versicolor
+99,5.005390686296182,3.0,1.687989313232575,0.2023470799229816,Iris-setosa
+100,4.71884827270726,3.079056972062967,1.530963324151818,0.2043253346139665,Iris-setosa
+101,7.702026521895101,2.7848059152668254,6.727545859539893,2.0116193086326346,Iris-virginica
+102,6.1715178949812,2.1781212823853515,4.476747452951552,1.488181499303214,Iris-versicolor
+103,5.839722971360886,2.986073743014111,4.3508330635830275,1.3378891125305856,Iris-versicolor
+104,5.6578993260944905,3.0,4.480151188406428,1.502619071311287,Iris-versicolor
+105,5.487650940996389,4.2,1.379600608266672,0.1972921853766662,Iris-setosa
+106,5.574710492605866,2.5128733484980854,3.9106337894745398,1.0824455394583918,Iris-versicolor
+107,4.927559709914427,3.0,1.5392093104156295,0.22148522162393677,Iris-setosa
+108,5.057030449083693,3.558439569146615,1.4090448866676477,0.20114276262391317,Iris-setosa
+109,5.982398219235845,2.1692625032940147,3.976327368977527,1.002584968160188,Iris-versicolor
+110,5.61612445518713,2.9869517201994085,4.231962729970213,1.3535562590010433,Iris-versicolor
+111,6.778870882033347,2.847762253880376,4.8190614603921205,1.494060691707926,Iris-versicolor
+112,7.702171838748306,2.5948480702318046,6.899998949128639,2.3068300845949077,Iris-virginica
+113,6.330014748987255,2.489118118171559,5.021585940025547,1.887214403677102,Iris-virginica
+114,7.58624320930376,3.0,6.5449790028354125,2.1138792792913574,Iris-virginica
+115,6.520966155017306,3.203054076777171,5.108941773900022,2.004277465579056,Iris-virginica
+116,5.04778677336274,2.0000004805935117,3.5703433598124725,1.0384252224720596,Iris-versicolor
+117,7.670593201991824,3.0,6.249944550194722,2.2433492317745642,Iris-virginica
+118,7.146005676096683,3.1883650375217223,6.069977214613831,1.8077794331806791,Iris-virginica
+119,6.679688688752986,3.0,4.990657794793571,1.678865868941345,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/6/test.csv b/iris/tab_ddpm/4_0/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/6/train.csv b/iris/tab_ddpm/4_0/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/6/val.csv b/iris/tab_ddpm/4_0/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/7/synth.csv b/iris/tab_ddpm/4_0/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0ccad61915c86afc14d753e84d03e79b54e8dfa6
--- /dev/null
+++ b/iris/tab_ddpm/4_0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.399567695755081,2.892731485715397,1.3924341563897014,0.19761482188687973,Iris-setosa
+1,4.576624852312342,3.086826279667542,1.5050369962356378,0.20474468595004383,Iris-setosa
+2,6.820851228527605,3.104971605345955,5.09339559079933,2.2965642152814243,Iris-virginica
+3,5.606248435063004,2.9190907880847603,3.6108607906332906,1.3012951137725182,Iris-versicolor
+4,5.76329783982445,2.7994703217483496,5.1111840864092875,2.4117740459282517,Iris-virginica
+5,6.846485308598003,3.199849492498257,5.788372675398845,2.3069595872926487,Iris-virginica
+6,5.01300382111558,3.3877532705094926,1.5882570883441016,0.43940614165919156,Iris-setosa
+7,5.688031051265865,2.8721049448306943,4.068108189407881,1.248211344026163,Iris-versicolor
+8,6.233394706553362,3.4072603595462807,5.504160534631278,2.375067747417425,Iris-virginica
+9,5.800387248722899,2.708918984068377,5.144154802381124,1.9066520639608107,Iris-virginica
+10,4.594564069724945,3.059013581792912,1.49037587125638,0.20948138282552686,Iris-setosa
+11,4.8854750133743075,3.0718618902775527,1.4668675819897738,0.1,Iris-setosa
+12,4.799865728318153,3.402188633496886,1.6527244258117535,0.20109268311941333,Iris-setosa
+13,4.608409104843469,3.6244664826901136,1.0,0.19621378576496348,Iris-setosa
+14,4.973779960173858,3.3960920188799295,1.5932960535385583,0.4025242413814513,Iris-setosa
+15,6.108744971133216,2.5932725651750905,5.597671281287778,1.4217626039343312,Iris-virginica
+16,4.417002267525796,2.9360136885305446,1.4107478774591797,0.20135807333892886,Iris-setosa
+17,6.250324478541918,2.4392708317336913,5.001843073795447,1.851149671078304,Iris-virginica
+18,4.600854327452956,3.641228147514996,1.0,0.19389896780401378,Iris-setosa
+19,5.808666170670967,2.6966025628060852,5.105492102508666,1.890003019176486,Iris-virginica
+20,7.9,3.822279605063231,6.409472587092761,1.932576655408355,Iris-virginica
+21,7.712860346562088,3.0,6.137702247917485,2.3063347375215284,Iris-virginica
+22,6.125365189851251,2.8451108342022136,4.75552780350682,1.2965767590570112,Iris-versicolor
+23,5.994011606269395,2.1918475983393515,3.93702662412337,1.0087949375642762,Iris-versicolor
+24,6.722804380056425,2.478082840947717,5.7894609622776025,1.8012543608637885,Iris-virginica
+25,5.803411044096187,2.7010186225887067,5.1333201450243955,1.8896613473154138,Iris-virginica
+26,7.706197973200694,2.7845509391134398,6.729147488209925,2.0042892272545694,Iris-virginica
+27,7.692288061361221,2.781962243662766,6.691589671429112,2.00854976254433,Iris-virginica
+28,5.081680716419455,3.480605723382429,1.4143720157545043,0.2069870344305718,Iris-setosa
+29,5.794797168670599,2.7900772186257905,5.084670043659844,2.3710235360367675,Iris-virginica
+30,6.040177122887456,2.874701103758782,4.658734509947324,1.3244313149351739,Iris-versicolor
+31,5.049499204181985,3.6200720909893405,1.367248761785252,0.20018106998697086,Iris-setosa
+32,5.486012818410996,2.3853549147126087,3.6877371621463935,1.0194573701922187,Iris-versicolor
+33,6.014762024784589,2.194577407736245,4.996702635207468,1.5008639977870537,Iris-virginica
+34,6.598171841523457,3.0,4.454551427821604,1.4493598385039945,Iris-versicolor
+35,4.300000514719307,3.0,1.118994360455187,0.10000009848780175,Iris-setosa
+36,4.767102999612644,3.0,1.4009073890724133,0.27528635249984323,Iris-setosa
+37,4.792120512791167,3.3988039965826307,1.8467807202935456,0.1994416890589214,Iris-setosa
+38,6.177951757592134,2.80953265053766,4.804430862147498,1.8092754668658788,Iris-virginica
+39,5.933894511176595,2.2028597720373737,3.965254099348199,0.8989572410765492,Iris-versicolor
+40,6.709619456290104,3.086375612049759,4.719027941619687,1.519050329974124,Iris-versicolor
+41,6.330278656842569,3.3041859400259117,6.006475421852018,2.4999997606461912,Iris-virginica
+42,6.012453658423744,2.251535652400293,3.9752544694434526,1.0124733503369192,Iris-versicolor
+43,5.558263332618411,3.0,4.490426434199592,1.4789127884726145,Iris-versicolor
+44,5.335265370323218,3.4628513786604858,1.4479653988480974,0.362029378857645,Iris-setosa
+45,4.93372340251494,3.144417096862843,1.5082089863658004,0.10000009351031272,Iris-setosa
+46,6.31041874021435,2.5058116058434603,4.989001390992542,1.9164934812609395,Iris-virginica
+47,6.700517879802802,2.8228412743497704,4.703882773707343,1.498585598533747,Iris-versicolor
+48,4.988687084321856,2.000000560884919,3.6100166094720456,1.005148440570948,Iris-versicolor
+49,6.620019029440281,3.073260556054522,5.732663109231254,2.2785805451982717,Iris-virginica
+50,4.563962676750682,3.6179991014762476,1.0000004186232199,0.20539747389421248,Iris-setosa
+51,6.169174341899151,2.832780358986447,4.746195557780002,1.2241769181978328,Iris-versicolor
+52,4.464079364160764,3.206952023316622,1.3572104593691274,0.20258194625569076,Iris-setosa
+53,6.730413753379324,2.499597681784945,5.800715895596784,1.8019821005745287,Iris-virginica
+54,6.758660101460999,2.5095489654966467,5.881579869711669,1.7554791991629026,Iris-virginica
+55,5.7471831509229965,2.8006360156018073,5.083572971056211,2.4118581711291784,Iris-virginica
+56,7.89999830481514,3.7736709385574314,6.360167227752468,1.970135013636524,Iris-virginica
+57,6.107005645191523,2.6037479161705375,5.631777660180819,1.3874521837279081,Iris-virginica
+58,6.326922376250556,2.475957418325755,5.049048488800873,1.9200592102514265,Iris-virginica
+59,5.774697704698635,2.7075446178235096,5.143024454383262,1.8993068688984704,Iris-virginica
+60,7.705554410122992,2.6385313509413297,6.899998493820795,2.3133084431901354,Iris-virginica
+61,5.601764473932605,2.4694650940203475,3.921186665121272,1.0972951200180743,Iris-versicolor
+62,5.830098640964995,2.719061382136216,5.122636995066522,1.9228816131307118,Iris-virginica
+63,5.547176534835605,2.4209690014126504,3.8604000724202363,1.0241787683049013,Iris-versicolor
+64,5.672612011991519,2.8761014085302006,3.9305711021132037,1.2451279032601195,Iris-versicolor
+65,5.13426455991682,2.5534224093100897,3.228840691927253,1.218835765955545,Iris-versicolor
+66,4.30000056714184,3.0,1.102280555976111,0.10000010661134208,Iris-setosa
+67,6.571909609726499,2.804563957173422,4.659658710841127,1.5053636072932834,Iris-versicolor
+68,5.716736124148748,2.860367417936448,4.528348371780631,1.3722363993649347,Iris-versicolor
+69,5.667247959735512,3.0,4.132938985811233,1.2323621559861766,Iris-versicolor
+70,5.6898538311611,3.0,4.215581341575287,1.2276991708859444,Iris-versicolor
+71,5.6277323992749375,3.0,4.512576026823033,1.5228728276655523,Iris-versicolor
+72,5.431374289142043,3.786778910902615,1.9975106610155593,0.24014130700602931,Iris-setosa
+73,5.519575250508303,4.2,1.417363562128154,0.21473108705434132,Iris-setosa
+74,5.6817652669633425,3.768198777413815,1.5869824660073804,0.3384674178809714,Iris-setosa
+75,5.995081041215239,2.207794955420108,5.0020497820389895,1.4703727684188488,Iris-virginica
+76,5.449743148979469,2.4106775227976707,3.6370507864351933,0.9580341526808688,Iris-versicolor
+77,5.994139814060446,2.1974371160619377,4.023699376470958,0.9747305081992722,Iris-versicolor
+78,6.170147117017409,3.3342926789024574,4.626829525375606,1.6074326388414923,Iris-versicolor
+79,4.3,3.0,1.10643229246336,0.1,Iris-setosa
+80,6.206403070090715,2.801279010598131,4.780827391529812,1.7976233442833789,Iris-virginica
+81,6.5131037921630055,3.0,5.736327305735109,2.2319316006657433,Iris-virginica
+82,5.804507374743299,2.76132697973011,5.099296782883903,2.311875759044574,Iris-virginica
+83,7.9,3.795748998656626,6.430040713701057,1.957878882671114,Iris-virginica
+84,4.300001521761146,3.0,1.1093611627910316,0.10000011545702732,Iris-setosa
+85,5.779381438385323,2.704525016748623,5.1240767801447715,1.8841508899267478,Iris-virginica
+86,5.515887859553232,3.0,4.540509150717665,1.5135031487816193,Iris-versicolor
+87,7.711222520047939,3.0,6.139382434974427,2.301544870547797,Iris-virginica
+88,4.8775857719760545,3.1418431055476534,1.498791859115474,0.1,Iris-setosa
+89,4.3,3.0,1.119125546943509,0.10000010492865866,Iris-setosa
+90,5.905477006412266,3.180672811683394,4.812537911838675,1.7884288251156597,Iris-versicolor
+91,5.009030388837856,3.435811225198272,1.3985310348661106,0.19910171525727166,Iris-setosa
+92,4.599554727711594,3.6423593166896078,1.0,0.20062244796216316,Iris-setosa
+93,6.1223608481072604,2.8091027407097626,4.734315154442067,1.2253371416933074,Iris-versicolor
+94,5.6609100298847945,2.9194905060989664,4.031807844573533,1.2997792644370565,Iris-versicolor
+95,5.634527729304892,3.0,4.479721694881336,1.4820448650072418,Iris-versicolor
+96,5.792156739356922,2.847753217381238,5.123332898796102,2.4258479364587062,Iris-virginica
+97,6.303375103313366,3.316972582118278,5.985612218839114,2.5,Iris-virginica
+98,6.057273484073671,2.8995498899961136,4.583941810840349,1.4972016347229442,Iris-versicolor
+99,4.59239526558889,3.5950090414597025,1.0,0.1997121710456087,Iris-setosa
+100,6.029061275244608,2.1941193202897766,4.990004467975362,1.513015459774878,Iris-virginica
+101,4.842767151509806,3.0,1.4269168933132645,0.10000010305775457,Iris-setosa
+102,6.256040777532502,3.3888239686983135,5.426894360099945,2.337675898401287,Iris-virginica
+103,7.714363745489543,2.7955852971770017,6.699603458113486,1.9853532825970288,Iris-virginica
+104,6.474161407806889,2.788210136124988,4.617986244417793,1.4740897588012936,Iris-versicolor
+105,4.800979846195526,3.403106300266522,1.5849478656184597,0.20219172931044943,Iris-setosa
+106,7.690028833387667,2.587946179379695,6.9,2.268619999495373,Iris-virginica
+107,5.9747365096842024,3.4034653170140254,4.499300538799088,1.6054808863547625,Iris-versicolor
+108,6.199461745831249,2.2007396829910535,4.52032534048814,1.5158535194128187,Iris-versicolor
+109,7.567766771739219,3.0,6.562823660601916,2.131660502156371,Iris-virginica
+110,5.913649387773246,3.261072130668386,4.726168531560736,1.7310792795684835,Iris-versicolor
+111,5.710408870582571,2.6444056999824026,4.051669217994446,1.0890594070650508,Iris-versicolor
+112,6.205022307213153,3.3966535573911507,5.396129639681014,2.283347200731273,Iris-virginica
+113,7.017931819428966,3.1490018387115106,5.560405121593602,2.2783463371334856,Iris-virginica
+114,6.229083079631719,3.302151343817571,5.943676618085625,2.5,Iris-virginica
+115,6.710233139569986,2.500560709917755,5.814376686373624,1.823215792012515,Iris-virginica
+116,5.6978590504347055,3.0,4.218079328300805,1.2154422079193736,Iris-versicolor
+117,6.2420192797661,3.36945577837425,5.421499251902355,2.3122094408714338,Iris-virginica
+118,7.614139637442155,3.0,6.514651427202354,2.1510511120335143,Iris-virginica
+119,5.802175143604057,2.770860918554243,4.197504153311221,1.0720189186811602,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/7/test.csv b/iris/tab_ddpm/4_0/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/7/train.csv b/iris/tab_ddpm/4_0/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/7/val.csv b/iris/tab_ddpm/4_0/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/8/synth.csv b/iris/tab_ddpm/4_0/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fa24e5f6cc70151a21f12d68dccdefa4935bd6e5
--- /dev/null
+++ b/iris/tab_ddpm/4_0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.61608407453862,3.1891227785526715,5.260909267671317,2.0963317319037036,Iris-virginica
+1,5.705181270503548,2.9590671170808336,4.563533431106194,1.448362848291336,Iris-versicolor
+2,5.155587925184997,3.403598890433744,1.4074277284797772,0.20098852816833107,Iris-setosa
+3,5.021148495069127,3.681562991542301,1.6147878378310414,0.19818629107370186,Iris-setosa
+4,6.1108292282990995,2.8235257269277256,4.7080520461271975,1.2430738833246573,Iris-versicolor
+5,5.760680584084873,2.6656852816474905,4.045423840308339,1.0121383344745138,Iris-versicolor
+6,5.984635884124401,2.2020691829660426,4.060076677615646,1.0034422532377667,Iris-versicolor
+7,5.694380088448093,3.7976597933476235,1.7262357460339843,0.39374100070746554,Iris-setosa
+8,5.999796431343205,2.795760224041158,4.622429965491575,1.2749821795071608,Iris-versicolor
+9,7.204231576816442,3.202815286506252,5.995149725472308,1.7689429633768816,Iris-virginica
+10,5.073907017079205,2.507358960625037,3.020952750136228,1.0799927195312347,Iris-versicolor
+11,7.7165939211642565,2.8042903308535614,6.720068118816751,2.0094428874296923,Iris-virginica
+12,6.0428616521043175,2.1896773624953068,4.04797668874733,1.0089832295113343,Iris-versicolor
+13,6.194481804625011,3.4053413361620604,5.385313327951276,2.276755666756636,Iris-virginica
+14,5.05801891290384,3.570896809581284,1.3977292311807705,0.2007842442242772,Iris-setosa
+15,6.181921784567115,2.180137831859412,4.498273772991026,1.4874073049754932,Iris-versicolor
+16,4.815529783410634,3.4035768811870675,1.6554044001686654,0.20271357912134266,Iris-setosa
+17,4.942385472101491,2.0,3.513832171416226,0.9541543910934702,Iris-versicolor
+18,5.976154506068841,3.3996503468972783,4.485615004688265,1.6138943830504187,Iris-versicolor
+19,4.562445583825027,3.694398984394406,1.0,0.19547301583937943,Iris-setosa
+20,7.720633869024665,3.0,6.020470551685711,2.304446812620588,Iris-virginica
+21,6.130530745733545,2.599043164557961,5.6253179519849645,1.4213978970075956,Iris-virginica
+22,6.261416304643831,2.4607925620410986,5.003781401655463,1.864771691520778,Iris-virginica
+23,7.659148659093888,2.5804413617325976,6.9,2.290460360038394,Iris-virginica
+24,4.600148184281008,3.6684350515461777,1.0,0.19639040864181945,Iris-setosa
+25,5.721115973321609,2.7769363029064835,4.2771452491042705,1.1288978040635307,Iris-versicolor
+26,5.114806879244767,3.3247310896183793,1.7628580901262234,0.5302988920004281,Iris-setosa
+27,4.5859829682459505,3.2278156767519213,1.408974023203451,0.19884718133181079,Iris-setosa
+28,6.632591413576554,2.8721443346013444,4.723726684948662,1.541039252650512,Iris-versicolor
+29,6.298487220086161,2.6601966372457375,4.910227319131372,1.80513865199155,Iris-virginica
+30,7.694301719514061,2.596865694875273,6.9,2.3056319525651023,Iris-virginica
+31,4.3,3.0,1.0927296364920445,0.1,Iris-setosa
+32,4.600043417607981,3.1439247810431503,1.454981095229003,0.2014196704225495,Iris-setosa
+33,5.800965938043374,2.7424947016666925,5.085084912561101,2.287652614519603,Iris-virginica
+34,6.309146485605998,3.3044484998292956,5.963760515256475,2.5,Iris-virginica
+35,5.802111409053895,2.6987954629627366,5.174293153430867,1.9108728859879467,Iris-virginica
+36,7.718447626813499,2.798068696635342,6.720080717292826,1.9746543546049786,Iris-virginica
+37,5.1543112069678765,3.4120137070920666,1.3873782447445362,0.19973303964482975,Iris-setosa
+38,6.776239774146845,2.801572445122263,4.803738166110406,1.4213310917180235,Iris-versicolor
+39,4.9947089451217765,3.0,1.7500427018332338,0.20413185803417874,Iris-setosa
+40,5.78380865595569,2.8086118577681867,5.1567263978329585,2.3859601782279096,Iris-virginica
+41,5.435023481413321,3.897867678334312,1.3358738577050815,0.4025571365440081,Iris-setosa
+42,5.320846189700376,3.0,4.46747818944461,1.5020787615196414,Iris-versicolor
+43,6.6801532598469535,3.0,4.997252260827495,1.7046062470205738,Iris-versicolor
+44,6.185850123129282,3.3956305704614196,5.3817521561674155,2.3083181742568333,Iris-virginica
+45,5.63974987306999,3.721245881023706,1.5946577601584715,0.2668013760202944,Iris-setosa
+46,5.247320337848016,2.5126328224776513,3.6976129859514772,1.171969467504366,Iris-versicolor
+47,6.094761265526096,2.590105865673029,5.614979325547762,1.4036775127739693,Iris-virginica
+48,7.5626902303537005,3.0,6.550683795796797,2.105550435204891,Iris-virginica
+49,4.50839016158438,3.1991214686534013,1.4119400692611945,0.2038958445051519,Iris-setosa
+50,5.871225115264444,3.2036252503620695,4.797148261574011,1.8171196319970484,Iris-versicolor
+51,4.821764194959506,3.0,1.4106582189965684,0.10000010236240384,Iris-setosa
+52,6.213032927091814,3.4027224718276816,5.480906164905867,2.2848526544588754,Iris-virginica
+53,4.817222024881331,3.4001863540221,1.5990975239646645,0.20129521581289667,Iris-setosa
+54,5.421768127928564,3.6307189545384047,1.5897348675991445,0.27733462028785777,Iris-setosa
+55,5.995396560126432,2.199508644226781,4.014758590933653,0.934571055669313,Iris-versicolor
+56,6.409884601148037,2.8209531720116843,4.60435776998725,1.500303644824769,Iris-versicolor
+57,5.557254454173595,2.602065792873595,4.118056773352865,1.3145243575807812,Iris-versicolor
+58,6.295492088591516,3.312724795687357,5.988465048081199,2.5,Iris-virginica
+59,5.905377717051854,3.2177806316909607,4.808737236630922,1.8119205365095126,Iris-versicolor
+60,5.011298664573637,3.0,1.6722193134807026,0.20154118848469812,Iris-setosa
+61,6.4820623718502075,3.0,5.805530950661339,2.2273570686116986,Iris-virginica
+62,6.492170118944385,3.2177830034943353,5.085773805290842,2.0974410366148026,Iris-virginica
+63,6.74058587191871,2.938926103113928,4.712902977850334,1.4188244246929815,Iris-versicolor
+64,5.08960475415572,3.4605516203623403,1.4059665920479032,0.20297755533553447,Iris-setosa
+65,5.084659951270417,3.295694688192362,1.6836941255828948,0.44654942565572664,Iris-setosa
+66,5.499938941206144,3.0,4.420945415415434,1.4992016817203553,Iris-versicolor
+67,6.470116094673767,3.2041793106115457,5.094175300211607,1.980346853258528,Iris-virginica
+68,7.742705356850682,2.5803596236596023,6.9,2.3017927668829192,Iris-virginica
+69,7.67980648422143,2.581434099910039,6.9,2.2858754888535597,Iris-virginica
+70,6.332732986583874,3.40145530903347,5.537377320369851,2.379275212065049,Iris-virginica
+71,6.018798021545688,3.3827907253026392,4.561038552025792,1.6228990392340643,Iris-versicolor
+72,5.979526692434835,3.3976310570030273,4.526802258572397,1.599676007867589,Iris-versicolor
+73,4.603501466411656,3.556904316799668,1.000000567697722,0.2007782814947002,Iris-setosa
+74,4.6033599824526625,3.0768385348659906,1.4993835608422341,0.20147077333554164,Iris-setosa
+75,5.565437339057948,2.4701962065430156,3.961485739994039,1.1956113180360595,Iris-versicolor
+76,7.899998417596653,3.774116421163412,6.36294134742191,1.9543001038891237,Iris-virginica
+77,6.381830771489403,3.0725240650640946,5.508635661845631,2.292333243976553,Iris-virginica
+78,6.2949971033283685,2.524941570713767,5.001509170420763,1.8737453310280408,Iris-virginica
+79,7.162509568730314,3.1337143897763937,5.817456564739663,2.3027935889249447,Iris-virginica
+80,4.5713861650565555,3.121436188744052,1.4842931252501976,0.2018185462411281,Iris-setosa
+81,5.9181658060101325,2.7554235011204637,4.583165685816786,1.1069198158078926,Iris-versicolor
+82,5.851032920848835,3.207940462009703,4.803197846674335,1.7906219330314095,Iris-versicolor
+83,5.678863686557401,2.985188322500719,4.07078489953796,1.2254364512626204,Iris-versicolor
+84,7.592229483777029,3.0,6.59459842222461,2.1412642059462224,Iris-virginica
+85,5.980368001815516,3.4040686078254545,4.5246882525907886,1.590148486218866,Iris-versicolor
+86,4.5398419630579285,3.1400746134385806,1.4275848309597605,0.19912869313072126,Iris-setosa
+87,7.688139606473769,2.8055186890704964,6.692906015822729,2.025724413344621,Iris-virginica
+88,5.958439377305189,2.9071315109168188,4.485321901647819,1.4899604629583831,Iris-versicolor
+89,4.995123822766075,2.000000546839307,3.598534277666932,0.9306470086173374,Iris-versicolor
+90,5.111210716748777,3.297505963267176,1.7349097696526874,0.4758678994707226,Iris-setosa
+91,4.6142457739055445,3.7001843618570813,1.0,0.20854880854605226,Iris-setosa
+92,6.672170295550366,3.0,4.9850711272536845,1.694407320215894,Iris-versicolor
+93,6.595751882645547,3.0,4.429995761706165,1.3829326355425122,Iris-versicolor
+94,4.59372580374858,3.2095935140206553,1.380326562277589,0.20020447350746556,Iris-setosa
+95,5.797410557409554,2.3118992383731642,3.9295636631669497,1.0062421011445417,Iris-versicolor
+96,6.1853838425956935,3.3252784675627174,4.681598076871728,1.6270332476371079,Iris-versicolor
+97,5.084142499330263,3.294142314778006,1.6148542363261922,0.48857049822552057,Iris-setosa
+98,4.86612168122537,3.07407425492532,1.5014891192187318,0.10000009573635917,Iris-setosa
+99,4.935614265353567,3.397938505735559,1.589084089278379,0.27122433235542803,Iris-setosa
+100,4.558158784589807,3.3703804240224473,1.000057848586383,0.2040569340782551,Iris-setosa
+101,5.500845667671356,3.5831332167813614,1.5569652588976788,0.43693719748799137,Iris-setosa
+102,6.180539733772899,2.2136222301938813,4.4968321783591065,1.491348777828124,Iris-versicolor
+103,5.473085793791733,4.2,1.4050946721909785,0.19190402282786068,Iris-setosa
+104,5.810409105087075,2.790513317438682,5.080097062441181,2.383752820639365,Iris-virginica
+105,6.6917481372573295,3.069855828359672,4.71830905884768,1.519635981014654,Iris-versicolor
+106,6.6971767631161585,3.0,4.985976519267735,1.710593557330134,Iris-versicolor
+107,4.843581750101269,3.0560961083882727,1.466798415314658,0.1,Iris-setosa
+108,4.554342424653555,3.185762356251579,1.4318788189322906,0.19511082962960957,Iris-setosa
+109,4.3,3.0,1.1001314205540536,0.1,Iris-setosa
+110,5.826401151833878,2.695482672755701,5.1221391064845285,1.9024462942281075,Iris-virginica
+111,4.6059375701801075,3.6080720730669418,1.0,0.19035058619942175,Iris-setosa
+112,7.60912689437292,3.0,6.605941870656872,2.0519539817320283,Iris-virginica
+113,6.554499311785257,2.9651592531788875,4.5301610954290075,1.405561448755479,Iris-versicolor
+114,5.685936108146554,2.847317555300428,4.2830876461507446,1.3368869850928478,Iris-versicolor
+115,6.210141142633906,2.1972858475786965,4.530220579308533,1.4808153315503456,Iris-versicolor
+116,7.5352711734422915,3.0,6.4937696668237805,2.1346184405124187,Iris-virginica
+117,6.8913031437658026,3.0677164836295194,5.095965366801882,2.3078682866830995,Iris-virginica
+118,6.214758421789675,2.203952479183868,4.524275837230494,1.5170950824839868,Iris-versicolor
+119,6.124014784182706,2.8428324763490314,4.717555796745107,1.3130622618653016,Iris-versicolor
diff --git a/iris/tab_ddpm/4_0/8/test.csv b/iris/tab_ddpm/4_0/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/8/train.csv b/iris/tab_ddpm/4_0/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/8/val.csv b/iris/tab_ddpm/4_0/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/9/synth.csv b/iris/tab_ddpm/4_0/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..01f93e31d14f43d78a3509f65ce6438acd1c5193
--- /dev/null
+++ b/iris/tab_ddpm/4_0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.040444931317838,3.01132818134478,1.5883807442643172,0.21006370158177737,Iris-setosa
+1,6.8778761318354436,3.077546234240837,5.093037621746483,2.2890228543154896,Iris-virginica
+2,5.515396919293378,2.5137171212088605,4.0113248832955515,1.2930773045986519,Iris-versicolor
+3,5.011031784031368,3.0,1.6317383422690772,0.20112836714274118,Iris-setosa
+4,5.101975983884775,3.787639272328556,1.6211810832603242,0.2017618880888283,Iris-setosa
+5,5.678089412014638,3.0,4.115374615855578,1.1914108179993925,Iris-versicolor
+6,4.896200934676481,3.106068008835096,1.4953765346468926,0.10000010291303385,Iris-setosa
+7,4.599308416494138,3.626170578018676,1.000000416219447,0.20111363425764503,Iris-setosa
+8,5.140883542622003,3.833894510580203,1.7943129438082182,0.20010956298808738,Iris-setosa
+9,5.180382390535738,2.7258555563709925,4.021128795045464,1.4148955996431445,Iris-versicolor
+10,5.569880398119679,2.423094465726855,3.8881073259572116,1.0107632400869806,Iris-versicolor
+11,5.194675200311737,3.401639668959933,1.3983643754703596,0.20070054605536475,Iris-setosa
+12,5.8846554377459155,3.20572129904936,4.810412175804434,1.8056891723159865,Iris-versicolor
+13,5.986682875397773,3.4097676249962627,4.499536737005648,1.603742221678676,Iris-versicolor
+14,7.691390102060889,2.830103790356726,6.679519573092569,1.9625824364590598,Iris-virginica
+15,5.440647188410958,3.909434412234639,1.3099294472368888,0.45764220466944144,Iris-setosa
+16,4.786764598341366,3.40418896750797,1.5820487790759825,0.1976866920467485,Iris-setosa
+17,6.6648361683971435,3.2053423771890106,5.74714222003213,2.305182247983689,Iris-virginica
+18,6.576951303846856,3.2431420269899265,5.535064311572868,2.3193166910903797,Iris-virginica
+19,6.561834877560363,3.0,4.361371588940442,1.3964550646689795,Iris-versicolor
+20,5.897298001410205,2.8729322632249508,4.591647365094195,1.3949169742349068,Iris-versicolor
+21,4.800539836282051,3.399078618560081,1.78500482287138,0.20368680732237399,Iris-setosa
+22,6.508803649645601,2.791922669869669,4.582668687785299,1.5080748537309605,Iris-versicolor
+23,6.19139136318488,2.803502159380289,4.787810063085983,1.7932161621751237,Iris-virginica
+24,4.802837097315847,3.0,1.4093101473949563,0.10000010609610638,Iris-setosa
+25,4.30000062633455,3.0,1.1088513100609707,0.10000015767401702,Iris-setosa
+26,7.72113376292481,2.794953593951124,6.722654180647579,1.9929895867800034,Iris-virginica
+27,6.714792316956761,3.0,5.023839572834447,1.7044988913644976,Iris-versicolor
+28,5.094272321464606,3.4552155286351818,1.4211456407519243,0.20753888226026157,Iris-setosa
+29,6.118741094667486,2.8840345233596123,4.667008877806584,1.4251633452216448,Iris-versicolor
+30,4.404232445234973,3.1516000455430757,1.3083623934092454,0.19702947947527247,Iris-setosa
+31,6.940961605774406,3.1019600926264204,5.099083252411661,2.307315460322438,Iris-virginica
+32,4.30000048381688,3.0,1.1068775506520685,0.10000011036355118,Iris-setosa
+33,6.192849207836916,3.400289438245097,5.47677156625731,2.3091136515440494,Iris-virginica
+34,7.8999985846306515,3.841947621619312,6.401692664873443,2.036128773295126,Iris-virginica
+35,6.294958958287853,3.296766271216785,5.265878531583733,2.1764857024518687,Iris-virginica
+36,5.122722112425191,3.842171497634777,1.5752642699642267,0.1997660796924436,Iris-setosa
+37,6.274407561942444,2.747168731174333,4.8451903272720465,1.8088232929705534,Iris-virginica
+38,5.75843459550347,2.704804532659172,4.035486483947981,1.062263531263954,Iris-versicolor
+39,5.5861492356359825,3.0,4.517157405742444,1.4898024113355144,Iris-versicolor
+40,6.702771459663486,2.77405672462718,4.8151700496245615,1.3751137979913004,Iris-versicolor
+41,5.930449838377792,3.2101391632939635,4.827958800837509,1.7799667159485804,Iris-versicolor
+42,5.889441881344803,2.6942889565501655,5.089154137826617,1.9187609759439916,Iris-virginica
+43,4.81876026864031,3.0,1.406580683239658,0.3277785490602951,Iris-setosa
+44,5.507312379307841,3.0,4.447489044848998,1.46031658566164,Iris-versicolor
+45,6.236260892555634,2.7795240017744103,4.828720602201006,1.7880177987308883,Iris-virginica
+46,5.923098655147078,3.17270508250015,4.821046982208357,1.8028706325420158,Iris-versicolor
+47,6.366493833094871,2.500456889706299,5.063704907863801,1.928544105986712,Iris-virginica
+48,6.390777919719665,3.21886966220231,5.260755157809495,2.23916606478615,Iris-virginica
+49,7.6897220002608595,2.8030496525771675,6.69104373196284,2.008218459599905,Iris-virginica
+50,5.004320682641241,3.6839555345985886,1.4220168259045056,0.20198858742857842,Iris-setosa
+51,7.570557050911641,3.026565212230579,5.897273463903071,2.306489021184352,Iris-virginica
+52,6.248003392614716,2.19451085142481,4.510323232298694,1.5132173134449023,Iris-versicolor
+53,6.120884889867825,2.8443248145257325,4.697087969443096,1.2380419763103887,Iris-versicolor
+54,6.272325860602492,3.399716672072091,5.5116246858205225,2.3827388603973825,Iris-virginica
+55,5.094099580563112,3.33718557298849,1.6866387915402106,0.5302542304531939,Iris-setosa
+56,5.231146478662241,3.4078207190953083,1.3751021237112213,0.20065515800998796,Iris-setosa
+57,4.4097883530834725,3.2048285184294096,1.3328111421687723,0.20136847689344609,Iris-setosa
+58,4.787806169709949,3.402073793004228,1.6400512435811445,0.19802596713530146,Iris-setosa
+59,7.899998084145045,3.749120460672903,6.421113308074222,2.014463272608185,Iris-virginica
+60,5.110631392568655,3.7578276532206716,1.582577363166527,0.1929454265645148,Iris-setosa
+61,5.787169999040199,2.693022451224404,5.102223773948477,1.8964002782705547,Iris-virginica
+62,6.430827940169757,3.0,5.784060056600757,2.1614242902225205,Iris-virginica
+63,5.547705764482252,2.403255573938008,3.750352947895741,1.0034225981609444,Iris-versicolor
+64,5.518853413325824,2.4867417935083336,3.964370446549341,1.2144132844056603,Iris-versicolor
+65,7.899998797160293,3.8049753914987567,6.387678774144856,1.9873333646704907,Iris-virginica
+66,5.329516928596942,3.3774889739193115,1.5323033935154735,0.5255347406837684,Iris-setosa
+67,5.825357507423899,2.6906670472299723,5.111266664280784,1.9176677463281238,Iris-virginica
+68,4.4087396268362165,2.9327953418418264,1.407381246990851,0.20141193522481493,Iris-setosa
+69,5.184000133992131,2.6493940594366614,3.8117048512852847,1.3959268887059257,Iris-versicolor
+70,5.157708240737624,3.408575002634761,1.406077034299051,0.19549717776249492,Iris-setosa
+71,5.637646134233299,2.5395464995720625,3.965318116520932,1.0728488462241679,Iris-versicolor
+72,6.323373120691567,3.2991722894113646,6.070937701479934,2.499999802884259,Iris-virginica
+73,7.2100690976222745,3.194881941684424,5.994965593175007,1.763140357476797,Iris-virginica
+74,6.296463159969034,3.2818500708463842,5.977823522244307,2.4999994096929994,Iris-virginica
+75,4.997986012749142,3.6924796672937683,1.400326668627697,0.2033383758796428,Iris-setosa
+76,7.899998995743593,3.8216364185417384,6.371048485898476,2.0227503129896083,Iris-virginica
+77,5.804734934265746,2.695783007011247,5.098040702072058,1.9106302494249119,Iris-virginica
+78,4.997515799803012,2.000000587720713,3.4463274197842475,0.9297305122842128,Iris-versicolor
+79,6.3082847806316025,3.3987286694802337,5.614177911530408,2.4021328206485957,Iris-virginica
+80,7.067035419590554,3.157731643520314,6.075685757220264,2.246282543031013,Iris-virginica
+81,4.616393492322629,3.1366257868626843,1.4951659407581412,0.20289457897276678,Iris-setosa
+82,6.565106512177738,2.4825366359706798,5.620538617628692,1.8026364063174058,Iris-virginica
+83,4.9013873276572495,3.117712615914494,1.5008357995523591,0.1,Iris-setosa
+84,5.659935024248241,2.861039118332874,3.794448454145,1.2561083251517053,Iris-versicolor
+85,5.0341188687594665,3.6116731911245963,1.383630599117482,0.2023526424003142,Iris-setosa
+86,6.115837164368322,2.85809622046823,4.697393553256913,1.2714215633225718,Iris-versicolor
+87,5.021415631410232,2.000001475533865,3.5882307438374275,0.8720649096362164,Iris-versicolor
+88,4.782870124256364,3.0,1.4153247954403787,0.1,Iris-setosa
+89,7.696764369804691,3.0,5.987109299171835,2.3075088827284604,Iris-virginica
+90,4.846611876483376,3.052535806689703,1.4585868083046856,0.10000009015136811,Iris-setosa
+91,5.681953647130711,3.0,4.346029222623456,1.4357198584148458,Iris-versicolor
+92,4.586506829460359,3.60782120105615,1.0,0.20207477503699095,Iris-setosa
+93,5.8117084029422905,2.700730206073254,5.122552818308242,1.8932069021214755,Iris-virginica
+94,6.504100246829189,2.803023150971552,4.5785452168307215,1.5095112482898771,Iris-versicolor
+95,6.9571722512447804,3.1188962763571593,5.143971572532216,2.2926107391702133,Iris-virginica
+96,5.022711774772024,3.5886734383909915,1.402876295233851,0.19915590760954344,Iris-setosa
+97,5.03028838818686,3.6565345672231704,1.400371372220201,0.20487843387173313,Iris-setosa
+98,5.513369068328893,2.4920025178932903,4.012071192426317,1.2560930348217116,Iris-versicolor
+99,6.214469321120566,3.326378895918256,4.664288843999544,1.6199151194476429,Iris-versicolor
+100,5.116081138957617,3.2759054850151443,1.757221867511933,0.5054570146634694,Iris-setosa
+101,5.92235270533513,3.165541560679818,4.7756368596469985,1.8125295610191037,Iris-versicolor
+102,6.099516044631285,2.8140595799688572,4.708704092447148,1.177344678945051,Iris-versicolor
+103,6.800672959502873,3.200901949348209,5.643384324815259,2.300471669297338,Iris-virginica
+104,6.47037054989004,2.835319289755916,4.685348801690375,1.521412753077933,Iris-versicolor
+105,6.724145488159679,2.798686412796784,4.761723595848359,1.4037441973738132,Iris-versicolor
+106,7.690925006334055,3.0,6.278019650838977,2.2830069382193945,Iris-virginica
+107,5.787436570100777,2.7269193411912487,4.150228593875197,1.046404174143103,Iris-versicolor
+108,6.7092250424463495,3.0,5.024372826231692,1.7179091096246848,Iris-versicolor
+109,4.431049487653739,2.9087787605532323,1.380801588303163,0.20456111538000563,Iris-setosa
+110,6.155459005095252,2.2955071092576147,5.0238421683616155,1.6970503970138477,Iris-virginica
+111,5.113405574140851,3.281270918824435,1.8822183661475473,0.5532984632913658,Iris-setosa
+112,7.684244665953679,2.6042969355700856,6.899998819876485,2.2817986066506526,Iris-virginica
+113,5.541013041025508,2.478284824324341,3.922813689354995,1.2110487111868893,Iris-versicolor
+114,6.750048127130144,2.9166813807714433,4.86000854051082,1.5336756972358505,Iris-versicolor
+115,6.10829271592254,2.878055130652815,4.513495629644726,1.501826024830562,Iris-versicolor
+116,6.607454087459146,3.0,4.40470054894091,1.4097530773467257,Iris-versicolor
+117,5.008539798993322,3.633691570520994,1.4066409265339568,0.20158520477134806,Iris-setosa
+118,6.010254100285254,2.201993774242047,5.003444309921883,1.5048571775366,Iris-virginica
+119,5.073466824205897,3.773640214469339,1.5996699671061687,0.19925554150417374,Iris-setosa
diff --git a/iris/tab_ddpm/4_0/9/test.csv b/iris/tab_ddpm/4_0/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/9/train.csv b/iris/tab_ddpm/4_0/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/9/val.csv b/iris/tab_ddpm/4_0/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/4_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/4_0/params.json b/iris/tab_ddpm/4_0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2e8c0d1dde78a26fd8fd6ab2b4befabecb93036
--- /dev/null
+++ b/iris/tab_ddpm/4_0/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ec4bdc5a5640ac45bb49a3bfdef0dae13b2206db67b0f77a17709301d150aa2b
+size 331
diff --git a/iris/tab_ddpm/4_0/tab_ddpm_eval.ipynb b/iris/tab_ddpm/4_0/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..850ba11b1b153c1efd901ed70296884212ad4fcb
--- /dev/null
+++ b/iris/tab_ddpm/4_0/tab_ddpm_eval.ipynb
@@ -0,0 +1,1988 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "5743def0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:18.401692Z",
+     "iopub.status.busy": "2024-07-21T23:46:18.401344Z",
+     "iopub.status.idle": "2024-07-21T23:46:28.945915Z",
+     "shell.execute_reply": "2024-07-21T23:46:28.944793Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.556362,
+     "end_time": "2024-07-21T23:46:28.948464",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:18.392102",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 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": "b386e77b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:28.971680Z",
+     "iopub.status.busy": "2024-07-21T23:46:28.970821Z",
+     "iopub.status.idle": "2024-07-21T23:46:28.980478Z",
+     "shell.execute_reply": "2024-07-21T23:46:28.979487Z"
+    },
+    "papermill": {
+     "duration": 0.023537,
+     "end_time": "2024-07-21T23:46:28.982473",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:28.958936",
+     "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": "e08ee547",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009341,
+     "end_time": "2024-07-21T23:46:29.001133",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:28.991792",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "14c0fdcd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:29.021485Z",
+     "iopub.status.busy": "2024-07-21T23:46:29.020945Z",
+     "iopub.status.idle": "2024-07-21T23:46:29.027990Z",
+     "shell.execute_reply": "2024-07-21T23:46:29.027124Z"
+    },
+    "papermill": {
+     "duration": 0.019248,
+     "end_time": "2024-07-21T23:46:29.029864",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:29.010616",
+     "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": "1c9c1afb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:29.050012Z",
+     "iopub.status.busy": "2024-07-21T23:46:29.049519Z",
+     "iopub.status.idle": "2024-07-21T23:46:29.054615Z",
+     "shell.execute_reply": "2024-07-21T23:46:29.053757Z"
+    },
+    "papermill": {
+     "duration": 0.017369,
+     "end_time": "2024-07-21T23:46:29.056527",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:29.039158",
+     "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/4_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 = 0.5\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "e67dbf55",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:29.078148Z",
+     "iopub.status.busy": "2024-07-21T23:46:29.077855Z",
+     "iopub.status.idle": "2024-07-21T23:46:29.083924Z",
+     "shell.execute_reply": "2024-07-21T23:46:29.083075Z"
+    },
+    "papermill": {
+     "duration": 0.019293,
+     "end_time": "2024-07-21T23:46:29.085911",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:29.066618",
+     "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": "dd9d8477",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:29.106863Z",
+     "iopub.status.busy": "2024-07-21T23:46:29.106361Z",
+     "iopub.status.idle": "2024-07-21T23:46:30.329357Z",
+     "shell.execute_reply": "2024-07-21T23:46:30.328229Z"
+    },
+    "papermill": {
+     "duration": 1.235992,
+     "end_time": "2024-07-21T23:46:30.331875",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:29.095883",
+     "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": "d000df93",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:30.355133Z",
+     "iopub.status.busy": "2024-07-21T23:46:30.354346Z",
+     "iopub.status.idle": "2024-07-21T23:46:31.359631Z",
+     "shell.execute_reply": "2024-07-21T23:46:31.358656Z"
+    },
+    "papermill": {
+     "duration": 1.019387,
+     "end_time": "2024-07-21T23:46:31.361774",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:30.342387",
+     "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": "906bedca",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:31.384484Z",
+     "iopub.status.busy": "2024-07-21T23:46:31.383755Z",
+     "iopub.status.idle": "2024-07-21T23:46:31.393201Z",
+     "shell.execute_reply": "2024-07-21T23:46:31.392420Z"
+    },
+    "papermill": {
+     "duration": 0.022939,
+     "end_time": "2024-07-21T23:46:31.395083",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:31.372144",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/4_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": "45662243",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:31.418522Z",
+     "iopub.status.busy": "2024-07-21T23:46:31.418148Z",
+     "iopub.status.idle": "2024-07-21T23:46:31.779543Z",
+     "shell.execute_reply": "2024-07-21T23:46:31.778779Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.375681,
+     "end_time": "2024-07-21T23:46:31.781913",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:31.406232",
+     "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": "bef213dd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:31.804819Z",
+     "iopub.status.busy": "2024-07-21T23:46:31.804290Z",
+     "iopub.status.idle": "2024-07-21T23:46:33.402008Z",
+     "shell.execute_reply": "2024-07-21T23:46:33.401183Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.611942,
+     "end_time": "2024-07-21T23:46:33.404609",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:31.792667",
+     "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": "a1dd4249",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:33.429914Z",
+     "iopub.status.busy": "2024-07-21T23:46:33.429489Z",
+     "iopub.status.idle": "2024-07-21T23:46:33.437773Z",
+     "shell.execute_reply": "2024-07-21T23:46:33.436914Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022912,
+     "end_time": "2024-07-21T23:46:33.439757",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:33.416845",
+     "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": "2603b60b",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:33.462629Z",
+     "iopub.status.busy": "2024-07-21T23:46:33.461815Z",
+     "iopub.status.idle": "2024-07-21T23:46:33.466603Z",
+     "shell.execute_reply": "2024-07-21T23:46:33.465774Z"
+    },
+    "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": 0.018168,
+     "end_time": "2024-07-21T23:46:33.468558",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:33.450390",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "820e63b3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:33.491161Z",
+     "iopub.status.busy": "2024-07-21T23:46:33.490877Z",
+     "iopub.status.idle": "2024-07-21T23:46:33.606277Z",
+     "shell.execute_reply": "2024-07-21T23:46:33.605315Z"
+    },
+    "papermill": {
+     "duration": 0.12946,
+     "end_time": "2024-07-21T23:46:33.608673",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:33.479213",
+     "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": "fe447d7a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:33.633698Z",
+     "iopub.status.busy": "2024-07-21T23:46:33.633405Z",
+     "iopub.status.idle": "2024-07-21T23:46:37.959461Z",
+     "shell.execute_reply": "2024-07-21T23:46:37.958435Z"
+    },
+    "papermill": {
+     "duration": 4.341161,
+     "end_time": "2024-07-21T23:46:37.961871",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:33.620710",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 23:46:35.332886: 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 23:46:35.332938: 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 23:46:35.334466: 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": "75873d6f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:37.985791Z",
+     "iopub.status.busy": "2024-07-21T23:46:37.985191Z",
+     "iopub.status.idle": "2024-07-21T23:46:37.991417Z",
+     "shell.execute_reply": "2024-07-21T23:46:37.990528Z"
+    },
+    "papermill": {
+     "duration": 0.020305,
+     "end_time": "2024-07-21T23:46:37.993369",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:37.973064",
+     "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": "66d1dbd4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:38.018985Z",
+     "iopub.status.busy": "2024-07-21T23:46:38.018606Z",
+     "iopub.status.idle": "2024-07-21T23:46:40.715500Z",
+     "shell.execute_reply": "2024-07-21T23:46:40.714623Z"
+    },
+    "papermill": {
+     "duration": 2.712703,
+     "end_time": "2024-07-21T23:46:40.717955",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:38.005252",
+     "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": "64dc16c6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:40.744128Z",
+     "iopub.status.busy": "2024-07-21T23:46:40.743825Z",
+     "iopub.status.idle": "2024-07-21T23:46:40.750450Z",
+     "shell.execute_reply": "2024-07-21T23:46:40.749549Z"
+    },
+    "papermill": {
+     "duration": 0.02161,
+     "end_time": "2024-07-21T23:46:40.752410",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:40.730800",
+     "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": "5212d84a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:40.776495Z",
+     "iopub.status.busy": "2024-07-21T23:46:40.776218Z",
+     "iopub.status.idle": "2024-07-21T23:46:41.312785Z",
+     "shell.execute_reply": "2024-07-21T23:46:41.311942Z"
+    },
+    "papermill": {
+     "duration": 0.551273,
+     "end_time": "2024-07-21T23:46:41.315221",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:40.763948",
+     "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": "4380f636",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:41.341926Z",
+     "iopub.status.busy": "2024-07-21T23:46:41.341593Z",
+     "iopub.status.idle": "2024-07-21T23:46:41.347710Z",
+     "shell.execute_reply": "2024-07-21T23:46:41.346908Z"
+    },
+    "papermill": {
+     "duration": 0.021844,
+     "end_time": "2024-07-21T23:46:41.349681",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:41.327837",
+     "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": "d20eb5b7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:41.374526Z",
+     "iopub.status.busy": "2024-07-21T23:46:41.374234Z",
+     "iopub.status.idle": "2024-07-21T23:46:41.421179Z",
+     "shell.execute_reply": "2024-07-21T23:46:41.420507Z"
+    },
+    "papermill": {
+     "duration": 0.0614,
+     "end_time": "2024-07-21T23:46:41.423145",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:41.361745",
+     "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": "74776c33",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:41.449217Z",
+     "iopub.status.busy": "2024-07-21T23:46:41.448857Z",
+     "iopub.status.idle": "2024-07-21T23:46:41.455580Z",
+     "shell.execute_reply": "2024-07-21T23:46:41.454684Z"
+    },
+    "papermill": {
+     "duration": 0.022052,
+     "end_time": "2024-07-21T23:46:41.457456",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:41.435404",
+     "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": "012e0577",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:41.481641Z",
+     "iopub.status.busy": "2024-07-21T23:46:41.481354Z",
+     "iopub.status.idle": "2024-07-21T23:46:41.485325Z",
+     "shell.execute_reply": "2024-07-21T23:46:41.484443Z"
+    },
+    "papermill": {
+     "duration": 0.018417,
+     "end_time": "2024-07-21T23:46:41.487316",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:41.468899",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "e4559f8b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:41.511784Z",
+     "iopub.status.busy": "2024-07-21T23:46:41.511484Z",
+     "iopub.status.idle": "2024-07-21T23:46:41.517257Z",
+     "shell.execute_reply": "2024-07-21T23:46:41.516475Z"
+    },
+    "papermill": {
+     "duration": 0.020362,
+     "end_time": "2024-07-21T23:46:41.519193",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:41.498831",
+     "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": "c6417183",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:41.543703Z",
+     "iopub.status.busy": "2024-07-21T23:46:41.543461Z",
+     "iopub.status.idle": "2024-07-21T23:46:41.549480Z",
+     "shell.execute_reply": "2024-07-21T23:46:41.548790Z"
+    },
+    "papermill": {
+     "duration": 0.020467,
+     "end_time": "2024-07-21T23:46:41.551437",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:41.530970",
+     "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": "bb101ae9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:41.577342Z",
+     "iopub.status.busy": "2024-07-21T23:46:41.577066Z",
+     "iopub.status.idle": "2024-07-21T23:46:41.585847Z",
+     "shell.execute_reply": "2024-07-21T23:46:41.585144Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023964,
+     "end_time": "2024-07-21T23:46:41.587810",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:41.563846",
+     "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": "e3031384",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:46:41.612501Z",
+     "iopub.status.busy": "2024-07-21T23:46:41.612219Z",
+     "iopub.status.idle": "2024-07-21T23:49:56.818556Z",
+     "shell.execute_reply": "2024-07-21T23:49:56.817649Z"
+    },
+    "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": 195.221433,
+     "end_time": "2024-07-21T23:49:56.820947",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:41.599514",
+     "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 1000/42415 MLoss: 0.0 GLoss: 0.3497 Sum: 0.3497\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/42415 MLoss: 0.0 GLoss: 0.3015 Sum: 0.3015\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/42415 MLoss: 0.0 GLoss: 0.2879 Sum: 0.2879\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/42415 MLoss: 0.0 GLoss: 0.2782 Sum: 0.2782\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/42415 MLoss: 0.0 GLoss: 0.271 Sum: 0.271\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/42415 MLoss: 0.0 GLoss: 0.2624 Sum: 0.2624\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/42415 MLoss: 0.0 GLoss: 0.2535 Sum: 0.2535\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/42415 MLoss: 0.0 GLoss: 0.2486 Sum: 0.2486\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/42415 MLoss: 0.0 GLoss: 0.2444 Sum: 0.2444\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/42415 MLoss: 0.0 GLoss: 0.2438 Sum: 0.2438\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/42415 MLoss: 0.0 GLoss: 0.2404 Sum: 0.2404\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/42415 MLoss: 0.0 GLoss: 0.2364 Sum: 0.2364\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/42415 MLoss: 0.0 GLoss: 0.2351 Sum: 0.2351\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/42415 MLoss: 0.0 GLoss: 0.2306 Sum: 0.2306\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/42415 MLoss: 0.0 GLoss: 0.2287 Sum: 0.2287\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/42415 MLoss: 0.0 GLoss: 0.2266 Sum: 0.2266\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/42415 MLoss: 0.0 GLoss: 0.2215 Sum: 0.2215\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/42415 MLoss: 0.0 GLoss: 0.223 Sum: 0.223\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/42415 MLoss: 0.0 GLoss: 0.2192 Sum: 0.2192\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/42415 MLoss: 0.0 GLoss: 0.2173 Sum: 0.2173\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/42415 MLoss: 0.0 GLoss: 0.2185 Sum: 0.2185\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/42415 MLoss: 0.0 GLoss: 0.2172 Sum: 0.2172\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/42415 MLoss: 0.0 GLoss: 0.2166 Sum: 0.2166\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/42415 MLoss: 0.0 GLoss: 0.2147 Sum: 0.2147\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/42415 MLoss: 0.0 GLoss: 0.2144 Sum: 0.2144\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/42415 MLoss: 0.0 GLoss: 0.2104 Sum: 0.2104\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/42415 MLoss: 0.0 GLoss: 0.2113 Sum: 0.2113\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/42415 MLoss: 0.0 GLoss: 0.2086 Sum: 0.2086\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/42415 MLoss: 0.0 GLoss: 0.2098 Sum: 0.2098\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/42415 MLoss: 0.0 GLoss: 0.2047 Sum: 0.2047\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/42415 MLoss: 0.0 GLoss: 0.2077 Sum: 0.2077\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/42415 MLoss: 0.0 GLoss: 0.2075 Sum: 0.2075\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/42415 MLoss: 0.0 GLoss: 0.2048 Sum: 0.2048\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/42415 MLoss: 0.0 GLoss: 0.2027 Sum: 0.2027\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/42415 MLoss: 0.0 GLoss: 0.2016 Sum: 0.2016\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/42415 MLoss: 0.0 GLoss: 0.1999 Sum: 0.1999\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/42415 MLoss: 0.0 GLoss: 0.2014 Sum: 0.2014\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/42415 MLoss: 0.0 GLoss: 0.1985 Sum: 0.1985\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/42415 MLoss: 0.0 GLoss: 0.1979 Sum: 0.1979\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/42415 MLoss: 0.0 GLoss: 0.1959 Sum: 0.1959\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/42415 MLoss: 0.0 GLoss: 0.1973 Sum: 0.1973\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/42415 MLoss: 0.0 GLoss: 0.1952 Sum: 0.1952\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": "36faf9cc",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015728,
+     "end_time": "2024-07-21T23:49:56.852968",
+     "exception": false,
+     "start_time": "2024-07-21T23:49:56.837240",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "fe46f795",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:49:56.885699Z",
+     "iopub.status.busy": "2024-07-21T23:49:56.885392Z",
+     "iopub.status.idle": "2024-07-21T23:49:56.893398Z",
+     "shell.execute_reply": "2024-07-21T23:49:56.892450Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.02689,
+     "end_time": "2024-07-21T23:49:56.895365",
+     "exception": false,
+     "start_time": "2024-07-21T23:49:56.868475",
+     "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": "8a48125b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:49:56.926799Z",
+     "iopub.status.busy": "2024-07-21T23:49:56.926490Z",
+     "iopub.status.idle": "2024-07-21T23:50:13.221842Z",
+     "shell.execute_reply": "2024-07-21T23:50:13.220970Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.313902,
+     "end_time": "2024-07-21T23:50:13.224318",
+     "exception": false,
+     "start_time": "2024-07-21T23:49:56.910416",
+     "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": "c0df5c19",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016267,
+     "end_time": "2024-07-21T23:50:13.257084",
+     "exception": false,
+     "start_time": "2024-07-21T23:50:13.240817",
+     "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": 238.006546,
+   "end_time": "2024-07-21T23:50:14.997390",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/4_0/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/4_0/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 0,
+    "epoch_scale": 0.5,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/4_0",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-21T23:46:16.990844",
+   "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