diff --git a/iris/tab_ddpm/0_0/0/synth.csv b/iris/tab_ddpm/0_0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8fff3740e387b8c8c416335ac852b8b65fbc749a
--- /dev/null
+++ b/iris/tab_ddpm/0_0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.9651564309274248,6.3585680516055705,1.9291659260219407,Iris-virginica
+1,6.019458336225849,2.58467756727299,5.1992886257864965,1.5203651561495366,Iris-virginica
+2,6.34715856457589,2.6406837747845158,4.509612447118714,1.5304264976240667,Iris-versicolor
+3,6.149465956437519,2.6779503256369654,5.233066796072702,1.9489217599962634,Iris-virginica
+4,5.47569776864732,3.0,4.527179136305179,1.4701058215611973,Iris-versicolor
+5,6.028211371727774,2.5573091147461193,5.066081549993234,1.5339652341975438,Iris-virginica
+6,5.0367801277417,3.7062493197147406,1.4046184405340403,0.20039113519383941,Iris-setosa
+7,5.842191982729761,2.5014080430867085,4.066941215804939,0.9621866187308157,Iris-versicolor
+8,6.746133412066335,2.8766140764626305,4.726693838204006,1.5298231889387894,Iris-versicolor
+9,4.3,3.0,1.0677679205117552,0.1,Iris-setosa
+10,5.380284663083535,3.0,4.521020720994777,1.4975298800205656,Iris-versicolor
+11,5.384532856356134,3.7684054527475155,1.4729662871815892,0.2148474851760778,Iris-setosa
+12,5.940341038458552,2.566126177981354,4.401116589711771,1.3214570255662987,Iris-versicolor
+13,5.532199184789567,2.7342218243257874,3.959521247186568,1.2225132173548714,Iris-versicolor
+14,5.561765548696059,2.3995231140685482,3.6038396910560677,0.9630676296947568,Iris-versicolor
+15,6.545005357770418,3.0,4.594300434975512,1.490512500442332,Iris-versicolor
+16,5.5118245146201055,2.5578656807913975,4.056799575373386,1.326403027515919,Iris-versicolor
+17,5.549726478162704,4.2,1.439271592208295,0.19495497278159873,Iris-setosa
+18,5.621824021396182,2.444820114268582,4.059193562880837,1.0806754517285246,Iris-versicolor
+19,7.658579446724374,2.9106279596745375,6.579868695169557,2.095451000313499,Iris-virginica
+20,4.593084380466739,3.5556014046501763,1.0,0.19288929463035492,Iris-setosa
+21,5.845528009542508,2.6951262816400705,5.086139893424925,1.9708085624652514,Iris-virginica
+22,4.691184215564806,3.3694218701885856,1.4786263370490171,0.2085204887131361,Iris-setosa
+23,5.081614226051244,2.000046016643496,3.6073234232780185,1.0650514319962552,Iris-versicolor
+24,4.3,3.0,1.103919776760813,0.1,Iris-setosa
+25,5.936076188930136,3.3247496063878432,4.657852228053964,1.6178433175759055,Iris-versicolor
+26,5.708053774038978,3.1492033462803355,4.629471122287602,1.5862434820998588,Iris-versicolor
+27,6.598781334522746,3.146123515263465,5.12544948833557,2.128429942543079,Iris-virginica
+28,7.9,3.864080177212755,6.3173044847440085,2.057489385823985,Iris-virginica
+29,5.189210940761897,3.2957313239073938,1.9881818129207287,0.32179080300461366,Iris-setosa
+30,6.272737819832893,3.349409032681287,6.107876334812346,2.5,Iris-virginica
+31,6.101107317669731,2.592565762780956,4.432667868400521,1.2789254994370387,Iris-versicolor
+32,4.50979809104965,2.950661894911335,1.2918373466125954,0.2502468509513917,Iris-setosa
+33,4.3,3.0,1.103382023756531,0.1,Iris-setosa
+34,5.060547218403989,2.0,3.7184280038189095,0.6799503243723315,Iris-versicolor
+35,7.899995098057069,3.7120107040929176,6.275810058395503,1.950395338422384,Iris-virginica
+36,6.799972962420824,2.7705125283592267,4.770059496629823,1.4293592410248384,Iris-versicolor
+37,5.002472670923456,2.0,3.7713506859231245,1.0092029930324862,Iris-versicolor
+38,6.364304664901604,3.3466093166771973,5.17036717452395,2.147385948834595,Iris-virginica
+39,5.953015834652901,3.357675518542412,4.541104307251244,1.6075141360413896,Iris-versicolor
+40,4.300116209421692,3.08913176274405,1.159467591809454,0.10002729523573908,Iris-setosa
+41,5.019443494601255,3.3774565690711813,1.5963872839221462,0.25470186992052757,Iris-setosa
+42,6.2601143161670345,3.2850389760061756,6.008495832981537,2.5,Iris-virginica
+43,6.0561127699082125,3.394730924032489,4.477802844092935,1.5909622482088852,Iris-versicolor
+44,6.366220704345129,3.2531851594280172,4.711150049634554,1.579294886803475,Iris-versicolor
+45,5.691840833253077,2.7745852787971628,4.296824567515389,1.1839995474702985,Iris-versicolor
+46,6.249860513245297,2.773345364543708,4.834719481984458,1.7813862085698728,Iris-virginica
+47,4.829396695263847,3.168215641901854,1.3771886678650016,0.27559238186982526,Iris-setosa
+48,7.9,3.8211141124872556,6.358685441886167,2.026946928505354,Iris-virginica
+49,6.231405059303414,3.3981219205666995,5.388714865523365,2.2932579640581485,Iris-virginica
+50,7.9,3.741878693298423,6.495857231533876,1.9901786958752812,Iris-virginica
+51,4.83799688441003,3.2959009801242476,1.5676007317282408,0.24443892412206758,Iris-setosa
+52,5.080504355979826,3.3654614236413583,1.570474613739315,0.25370838859354056,Iris-setosa
+53,6.292187921973956,3.3236422442043474,5.498957909383791,2.368744804622705,Iris-virginica
+54,7.573991294137331,3.0,6.616998643814499,2.027829209251048,Iris-virginica
+55,5.4959491010058406,3.0,4.488453442076927,1.3991968076197943,Iris-versicolor
+56,4.891276510390702,2.0,3.2842585770329915,0.8505960172300677,Iris-versicolor
+57,6.3101081791401334,3.331044334493221,6.054354261893638,2.5,Iris-virginica
+58,5.108803636392172,3.640467575329122,1.4071292823516992,0.21477025036012787,Iris-setosa
+59,5.617500395462023,2.9007440044057295,4.504841842682851,1.4008897231422492,Iris-versicolor
+60,5.239550069072002,2.5204639230956247,3.6332308053926328,1.296281796451986,Iris-versicolor
+61,4.852795939088361,3.458359659934774,1.7476010022048258,0.19988922026567574,Iris-setosa
+62,5.071691558705699,3.3524740744877333,1.6751860247964598,0.46453641344422825,Iris-setosa
+63,6.244211608881253,3.403961912998647,5.488297539074946,2.369316426698307,Iris-virginica
+64,6.064806517274838,2.6008935669144195,4.3778635790569576,1.402654677642199,Iris-versicolor
+65,4.4660151583104515,3.1468030302837007,1.4200154034983092,0.18799732188812662,Iris-setosa
+66,5.5048825648155315,2.3590467014778755,3.759828803387504,0.9484395279488576,Iris-versicolor
+67,6.31611024877441,3.369809639415561,5.4727273460717605,2.3463497337048946,Iris-virginica
+68,4.8901833052770245,3.0,1.518609433490114,0.24906020061159553,Iris-setosa
+69,6.3693621119546,2.465651797127715,5.081605197936005,1.8106720170430783,Iris-virginica
+70,7.9,3.9284671799953745,6.508257930948474,2.090025117871386,Iris-virginica
+71,6.639513851334284,3.2582906492351724,5.602096329112677,2.2914634271862724,Iris-virginica
+72,4.814663754474888,2.0,3.575740329941691,1.108947966363067,Iris-versicolor
+73,6.41077744332253,3.301045061460096,5.977256319911908,2.4999997331094974,Iris-virginica
+74,4.570153530489592,3.467553056272299,1.000001028408228,0.1960673611659941,Iris-setosa
+75,4.952427937570724,3.3401750016216836,1.4338353106524473,0.25099134754990043,Iris-setosa
+76,5.139365286932765,3.627600428276592,1.3864363083528055,0.19793982586602102,Iris-setosa
+77,4.350841284706476,2.897412373645821,1.3197226840104084,0.18866213747569383,Iris-setosa
+78,5.770958459073836,2.1981236240165773,3.9631641902608865,0.7519299690301641,Iris-versicolor
+79,4.300004046771264,3.0,1.1158631226921363,0.10000046449753588,Iris-setosa
+80,4.453857117045498,2.8396547795344125,1.4367251627392807,0.21725583161226797,Iris-setosa
+81,5.957561618129489,3.397263344264461,4.650678117493792,1.7435367520511464,Iris-versicolor
+82,5.346745973190428,2.0000807550730673,3.949808479079832,1.1593704250716939,Iris-versicolor
+83,5.136022795295217,3.3991233052704666,1.5562899881120305,0.2578116173585918,Iris-setosa
+84,6.3926887601092215,3.022345692951754,4.894205432793886,1.6633115692186886,Iris-versicolor
+85,5.73068893373121,3.180653028446041,4.491543401230605,1.4805472201511376,Iris-versicolor
+86,5.117270697009255,2.5080361737719175,3.051147943596796,1.1335579664831346,Iris-versicolor
+87,6.686853078148993,2.8276154931618995,4.849741428862436,1.56200619732232,Iris-versicolor
+88,6.728670484518578,3.016264728466852,4.86863056846585,1.5517247496998037,Iris-versicolor
+89,5.197027221073125,3.423991504225684,1.8604908241974965,0.20439036254838214,Iris-setosa
+90,6.184457657603978,3.28964302036921,4.698515548876641,1.6153800074322961,Iris-versicolor
+91,6.247544470554343,3.3603328576805405,5.488869115628109,2.3247805982267464,Iris-virginica
+92,6.355817452277171,3.3263835624123974,6.06997715769552,2.5,Iris-virginica
+93,4.982583497676668,3.272660324230367,1.5905145880877467,0.2636060281624497,Iris-setosa
+94,6.642425716291768,3.213642958885894,5.736470488773722,2.156569081644922,Iris-virginica
+95,4.528731446204994,3.0646145670884315,1.4138012882099444,0.2028310767872674,Iris-setosa
+96,4.874359588337916,3.0,1.4681106713512828,0.1,Iris-setosa
+97,4.30000093798396,3.0,1.1053646142504245,0.10000009944497043,Iris-setosa
+98,6.768661518067338,3.151129576504044,5.456908247107436,2.209092141823117,Iris-virginica
+99,6.2296699526652795,2.903457218134944,4.527337940419692,1.41833557057369,Iris-versicolor
+100,5.377055551472318,3.7077814010786017,1.4745441768998708,0.27474164542601665,Iris-setosa
+101,7.9,3.7690242320342326,6.42308799320595,1.8966304301986918,Iris-virginica
+102,6.359597329533305,3.3163597309694377,5.396436192425661,2.3251985835894144,Iris-virginica
+103,5.05595555918982,2.503964914403185,2.9545667874024577,1.1260225933303762,Iris-versicolor
+104,6.332080398296272,3.0,4.48897273227092,1.4517198069382655,Iris-versicolor
+105,7.9,3.7844466015184484,6.420494203332346,1.9748893327897974,Iris-virginica
+106,6.003373418475364,3.2997823736322642,4.7607552349684426,1.7424311017232574,Iris-versicolor
+107,7.643281546787804,3.0,5.881138696862326,2.293688855298371,Iris-virginica
+108,7.64409968897666,2.568234561002172,6.9,2.194096976760271,Iris-virginica
+109,4.9431957023465625,3.2135776302451946,1.5797734859775,0.21285063638052007,Iris-setosa
+110,7.9,3.7883384918518344,6.411340752460851,1.9469668917641008,Iris-virginica
+111,6.06897113580417,2.822236300670421,4.633477509962294,1.2125642035395152,Iris-versicolor
+112,6.286461445085669,3.294922506364122,4.790049416241817,1.649155133419877,Iris-versicolor
+113,4.935833522404084,3.1661008263709745,1.5345355519306692,0.1,Iris-setosa
+114,6.614772866799177,3.0512534712503103,4.813040682587932,1.5496619504873383,Iris-versicolor
+115,4.855162250449554,3.345726495873366,1.839820593111512,0.19741353664452782,Iris-setosa
+116,5.3056100774505985,2.76349253382653,4.045884174331183,1.4071588699298554,Iris-versicolor
+117,4.9209366730060236,2.0,2.933464610299289,0.9916335585483871,Iris-versicolor
+118,6.433977877987984,2.930169356335522,5.828664041110486,2.0104066794393707,Iris-virginica
+119,5.0386178032101085,3.5905579542879984,1.3032462575606234,0.20928087215813512,Iris-setosa
diff --git a/iris/tab_ddpm/0_0/0/test.csv b/iris/tab_ddpm/0_0/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/0/train.csv b/iris/tab_ddpm/0_0/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/0/val.csv b/iris/tab_ddpm/0_0/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/1/synth.csv b/iris/tab_ddpm/0_0/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ceab52beb76373c4a4c14d119229344aff0c083d
--- /dev/null
+++ b/iris/tab_ddpm/0_0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.55641591681482,3.1591240390043267,1.434200716536027,0.2044843687613476,Iris-setosa
+1,4.300008401028755,3.0,1.1411357865819953,0.10000076885850044,Iris-setosa
+2,4.8480233757131534,3.0202511037703257,1.4601949250973272,0.1000001435000385,Iris-setosa
+3,4.3,3.0,1.096373800804952,0.1,Iris-setosa
+4,5.737070467337361,2.7607000656232947,4.197515203555347,1.198458823594281,Iris-versicolor
+5,4.776123708112211,3.0,1.406273940199644,0.24922245244924318,Iris-setosa
+6,5.587883820186463,2.6735519240100865,4.271385423033978,1.426926370584382,Iris-versicolor
+7,5.9607293728506,2.760300368006297,5.142271337982505,1.9546857600101173,Iris-virginica
+8,6.100536553713271,3.391470191226141,4.537100794041234,1.6008930781726993,Iris-versicolor
+9,5.045505918834297,2.519110107509995,3.07358895067211,1.0477032635067403,Iris-versicolor
+10,6.588118442020895,3.0,4.753259104505921,1.4488927171347425,Iris-versicolor
+11,5.334007550180493,2.886844335108391,3.9091467439154832,1.3767862061591396,Iris-versicolor
+12,7.450481473255158,3.0248446797809323,6.247774613139058,1.9232726289626645,Iris-virginica
+13,6.655068953559662,3.0,4.953353738497271,1.7770831067556265,Iris-versicolor
+14,4.3811568276464845,3.0,1.3395514676245335,0.198644216930653,Iris-setosa
+15,4.953470978913569,3.272601476417042,1.583744321854436,0.1928698229391504,Iris-setosa
+16,4.972186449678473,2.0,2.6996392111562066,0.9760400518498246,Iris-versicolor
+17,5.14205726358926,3.0,1.9040950492726498,0.21057996022432438,Iris-setosa
+18,6.1508826330292505,2.8506488810052164,4.549285597801067,1.336985655045662,Iris-versicolor
+19,6.405761643275992,3.3114694344072864,5.310693074879745,2.130303276718831,Iris-virginica
+20,7.37280662891467,3.0871343215294775,6.175099877941984,2.1979489236803422,Iris-virginica
+21,7.760546945352818,2.5605775111673648,6.9,2.3242179818061857,Iris-virginica
+22,7.7132840827593725,2.647785229895424,6.899902708347959,2.2953192186060942,Iris-virginica
+23,7.9,3.8930929789047712,6.474450097693028,1.935202517318298,Iris-virginica
+24,6.667975900052888,3.2113068580190864,5.613923098620774,2.2989572094077766,Iris-virginica
+25,4.707563330338775,3.0202880524995503,1.5284076502932966,0.2113311510120943,Iris-setosa
+26,5.0554666989356,3.5809274818693617,1.400763494489184,0.2094422052642009,Iris-setosa
+27,7.149352172774842,3.2000942178817464,5.9732710588016,2.1903784066555585,Iris-virginica
+28,7.727470432306921,2.621794971736858,6.9,2.307395276159557,Iris-virginica
+29,4.8536425714314095,2.0,3.1391728606918523,1.0986581060032878,Iris-versicolor
+30,6.026017671694938,2.8793920941242352,4.6077076537619455,1.1420766105306037,Iris-versicolor
+31,5.854681725077788,2.7376220884795215,4.225456889119185,1.099014199265951,Iris-versicolor
+32,6.474736104489801,2.5186028597042425,5.039882567930463,1.7914328741930874,Iris-virginica
+33,7.541222012120557,3.0048704860779876,6.523981751266413,1.9924862652131696,Iris-virginica
+34,6.401038272992606,3.3633798692439623,5.563799081313238,2.3317029113595296,Iris-virginica
+35,5.509759215323191,3.8025223923787363,1.4129623880468618,0.4051440978824853,Iris-setosa
+36,6.2293698666212585,2.6268539723243665,4.777181011048495,1.8048025268159236,Iris-virginica
+37,6.656488569147846,3.0,4.664099902782199,1.6143486225816064,Iris-versicolor
+38,6.11227757623723,3.346799756776132,4.480374138886031,1.5356290647270256,Iris-versicolor
+39,4.709328485670135,3.0,1.29384089455263,0.1,Iris-setosa
+40,4.3,3.0,1.0537274862120396,0.1,Iris-setosa
+41,4.79694984534313,3.0,1.4274737798444779,0.10000015374425034,Iris-setosa
+42,6.0583112474564995,2.8097870202761315,4.639531471331353,1.4169442910531713,Iris-versicolor
+43,6.683306634562895,2.8095235188156407,4.762655010903197,1.5041046265288427,Iris-versicolor
+44,5.811377772698467,2.8040858472007923,3.9793552594261885,1.0436009720756008,Iris-versicolor
+45,5.687394071301669,3.832751453261698,2.2189150141553777,0.27203540495428136,Iris-setosa
+46,6.369156072050105,3.32585629936998,6.046745446519177,2.5,Iris-virginica
+47,6.195378614763737,2.1065893900084336,4.391967001263642,1.3945928031579458,Iris-versicolor
+48,4.912627115559668,2.0,3.318451052735564,0.9653916669142455,Iris-versicolor
+49,4.844568096627764,3.3951172897734154,1.5631624142124532,0.20256853055744534,Iris-setosa
+50,5.773646546723027,3.1892985450766576,4.784036061125011,1.7741446574604778,Iris-versicolor
+51,4.822418512537785,3.0,1.5342241930193015,0.19862923516930875,Iris-setosa
+52,5.65668008686944,2.6748136027663327,4.202706238617411,1.3239491409216397,Iris-versicolor
+53,7.7442926610804275,2.5873189682107123,6.9,2.3134644593865787,Iris-virginica
+54,7.681985844502768,2.5355527878667843,6.9,2.3364932959495626,Iris-virginica
+55,4.91255017475837,3.440253077985098,1.5479119257958713,0.21138502541275875,Iris-setosa
+56,6.527701414143414,3.2553290054425625,5.467679301344482,2.2673787308623203,Iris-virginica
+57,5.790000690221085,2.938518469114906,4.226430134704473,1.1427303778127755,Iris-versicolor
+58,5.872832200694326,2.7813610008360423,5.096203517275932,2.0035531072691146,Iris-virginica
+59,5.113588695072833,3.2755479676796946,1.5444082012710247,0.2410114253188928,Iris-setosa
+60,6.01284134891635,2.9649846939750915,4.433284623495051,1.3229961264704777,Iris-versicolor
+61,6.66878986929442,3.0176266846142252,4.986434784608413,2.2264222918933476,Iris-virginica
+62,4.814122673018884,3.4011181894172746,2.1204879889710817,0.19484734309894264,Iris-setosa
+63,4.7537492865062,3.222501695287407,1.6984012712080871,0.22519761066749483,Iris-setosa
+64,4.3,3.0,1.1055723643031918,0.1,Iris-setosa
+65,5.486241969253057,3.0,4.469237984299574,1.4726513937469021,Iris-versicolor
+66,5.359101342172377,2.333568497584101,3.7191060186979863,1.0841781987472088,Iris-versicolor
+67,4.996466794622392,2.4355134863072974,3.060830923752204,1.1480944811844007,Iris-versicolor
+68,5.4938229883762935,2.601652528794895,3.697808690791454,1.0260273377188829,Iris-versicolor
+69,4.649931622893258,3.0,1.4580461956668462,0.21575288596924855,Iris-setosa
+70,5.073638954097017,3.0,2.1934569096347913,0.20429087577361854,Iris-setosa
+71,4.8778900879753575,2.0,3.077551566661813,0.8516077460596374,Iris-versicolor
+72,5.021845474369983,3.0138379283498042,1.5243851647374622,0.27249881547208554,Iris-setosa
+73,5.602221229078467,3.0072813628995823,4.631710892707468,1.5826485701462634,Iris-versicolor
+74,5.638142188978827,2.3812819354684707,3.7647410422709164,0.736385058390989,Iris-versicolor
+75,5.470849678744215,2.9064041505021567,4.102058935240571,1.4074170660462586,Iris-versicolor
+76,5.273931367972727,2.765698336311579,3.970234075594613,1.4157583453056681,Iris-versicolor
+77,4.490538557355023,3.1878732924223074,1.4990320829686792,0.19549488396274348,Iris-setosa
+78,5.181297816586143,2.518687211044524,2.8972454786348565,0.9725942602825209,Iris-versicolor
+79,6.322715669243432,2.941106009466022,4.881028930060461,1.9220273375072516,Iris-virginica
+80,4.300001728155271,3.0,1.1364506873708977,0.1000006555800539,Iris-setosa
+81,5.061014113400072,3.4093136263546935,1.3868320532405412,0.21089018923687847,Iris-setosa
+82,6.043967635841014,2.536412174112303,5.31788889624546,1.4307830499166305,Iris-virginica
+83,5.972404204013198,3.3968378885494865,4.4182913921768066,1.5346580939107897,Iris-versicolor
+84,6.408279895015523,3.0,5.0433597811329065,2.2030159761036434,Iris-virginica
+85,7.668930960061623,3.0,6.210103696532217,2.1893697935098766,Iris-virginica
+86,7.899933341586711,3.5176893789102213,6.223422513679926,1.9794461581087148,Iris-virginica
+87,7.680874310910255,2.7439098691404893,6.7332911211074125,1.963065927951136,Iris-virginica
+88,7.9,3.870797012468373,6.423173905705061,1.9168943169579882,Iris-virginica
+89,4.400574641962793,3.0,1.3319772744906637,0.1897050862594908,Iris-setosa
+90,6.013413656497164,2.214981444966125,5.058520848877814,1.4598446205241808,Iris-virginica
+91,6.27501739960085,3.273194042454272,4.687364529594488,1.6271039458034557,Iris-versicolor
+92,6.691397399910334,2.7962028054023476,4.7789850397308715,1.4478200842768234,Iris-versicolor
+93,6.056368740573119,2.837008715667194,4.343612910752703,1.202164065888032,Iris-versicolor
+94,6.620442430261378,2.5166343779308282,5.648718076670996,1.8409256773301517,Iris-virginica
+95,5.514573538862687,3.0,4.557165559803054,1.5273196936180249,Iris-versicolor
+96,5.174453666787472,3.4875489951516583,1.3583935911214917,0.19497318676703917,Iris-setosa
+97,7.9,3.917094024884987,6.406578359774337,2.0901812370432507,Iris-virginica
+98,6.69432273208931,3.152778781509854,5.3944052779459675,2.154667039886076,Iris-virginica
+99,7.613359784477871,2.804685792465621,6.613512822736124,1.990115802426566,Iris-virginica
+100,7.754031780545356,2.6432778782308213,6.899998318418029,2.3071726495397433,Iris-virginica
+101,5.937710440738371,3.3964306125510206,4.555386934864047,1.5937450500402712,Iris-versicolor
+102,5.6258213407960005,3.0055079290499886,4.603988749471598,1.5662623699406166,Iris-versicolor
+103,6.494864111390494,3.1891966168684567,4.972297886697743,2.0722384195563652,Iris-virginica
+104,7.353467123597465,3.0616233107249275,5.562157141076576,2.2197677836827894,Iris-virginica
+105,6.0426439796457485,3.360950053295214,4.524141068171781,1.5674043222184602,Iris-versicolor
+106,5.525559649176902,2.919065400272321,4.29359193617046,1.3129188776044523,Iris-versicolor
+107,5.679614335486773,2.9360031248480976,3.8686732675223237,1.2190893564497205,Iris-versicolor
+108,6.930148038613451,3.2151095427675043,5.631217369940252,1.8513539554284755,Iris-virginica
+109,5.639972142779618,2.7030620291210785,4.297215660993437,1.1474402553715344,Iris-versicolor
+110,5.940068758498821,2.230606336077078,5.073465501066446,1.4346350073948635,Iris-virginica
+111,6.612052467892861,3.2827195508400147,5.506496319548881,2.3396965631123408,Iris-virginica
+112,6.094916690839401,2.43683661087049,5.004523898346546,1.7828128522753928,Iris-virginica
+113,4.3,3.0,1.067324184358841,0.1,Iris-setosa
+114,4.467796941241164,3.062545877863071,1.4024704201131877,0.20672958565822566,Iris-setosa
+115,4.892967987434292,3.0823045421209843,1.5065732622231778,0.1,Iris-setosa
+116,6.653871630508312,3.0186336418512774,5.286885520542204,2.1384996700752126,Iris-virginica
+117,6.5530059723172,2.7210343357862214,4.556852789700803,1.233825181337903,Iris-versicolor
+118,5.596719009730517,3.764400164079096,1.4542545345384923,0.30845826817960226,Iris-setosa
+119,4.967925455172513,2.0,3.115758543016257,0.7354612719499483,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/1/test.csv b/iris/tab_ddpm/0_0/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/1/train.csv b/iris/tab_ddpm/0_0/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/1/val.csv b/iris/tab_ddpm/0_0/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/10/synth.csv b/iris/tab_ddpm/0_0/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0fd194672b34bbcdd0474c2312fb6e243f3221d5
--- /dev/null
+++ b/iris/tab_ddpm/0_0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.500153354746796,2.5972687723071517,3.904830564956283,1.348922023166453,Iris-versicolor
+1,5.940524600277338,2.9170042554982727,4.744392199682855,1.4196646127168042,Iris-versicolor
+2,6.124090953762049,2.6769976393598562,4.889019516283528,1.8604075906105777,Iris-virginica
+3,6.001375669812319,3.394767316786806,4.465058696624724,1.6009734766942896,Iris-versicolor
+4,6.3107110957223655,3.2757457873024705,5.989062716996292,2.4999983937857824,Iris-virginica
+5,5.718463900559232,2.9300832452826677,4.321054486176063,1.3359048157750542,Iris-versicolor
+6,5.300832970859067,2.4863889150714247,3.3808468672346215,0.9100283452936113,Iris-versicolor
+7,5.249622705405604,2.0000310257643084,3.701871030948442,1.0740151667503943,Iris-versicolor
+8,6.719403123286711,2.9868427545554055,4.784843074174441,1.5850760683360383,Iris-versicolor
+9,7.590370546313989,2.8943965122253656,6.6075440192774515,2.03878374461488,Iris-virginica
+10,4.984991897780538,2.0,3.3574102961640913,0.8125389060143263,Iris-versicolor
+11,4.934370435737249,2.0,2.5755277246931665,1.0653272725091782,Iris-versicolor
+12,4.595652463475603,3.0,1.4623021620757644,0.2066457091787628,Iris-setosa
+13,7.007205640023216,2.5324781970073293,6.240003159721203,1.8465498985570967,Iris-virginica
+14,4.9527357416829805,3.640880172620851,1.4100347084407483,0.21087615662317413,Iris-setosa
+15,5.518048479565348,2.3650695157171997,3.938395357475085,1.205652411862956,Iris-versicolor
+16,4.858584750878054,3.4736401631963467,1.893279898481533,0.1995166780659305,Iris-setosa
+17,7.662425217284693,2.9364167451595704,6.583622498873655,2.1007651528833575,Iris-virginica
+18,5.875622669148092,3.226255519467346,4.357530853702131,1.5124651175672166,Iris-versicolor
+19,5.9531516728987395,3.396857824501457,4.457812546427918,1.5748939298440412,Iris-versicolor
+20,4.895171297851203,3.389913205825171,1.5967489840604119,0.2308391879336026,Iris-setosa
+21,4.631767330536482,3.0,1.521283572690245,0.19552120808508927,Iris-setosa
+22,5.882723284712121,3.0,4.619128189148285,1.4740985370437065,Iris-versicolor
+23,6.1990241917225495,3.0,4.812166032410186,1.610078700313884,Iris-versicolor
+24,6.309166676839193,3.0,5.016104580704398,2.0170404592421813,Iris-virginica
+25,6.364179015994283,3.3026776592879266,5.321105340640973,2.3272573672264754,Iris-virginica
+26,4.853378841777836,3.0,1.4032190930583293,0.10000036127147895,Iris-setosa
+27,7.89999851344229,3.662784233841029,6.288874277936816,1.8539990558154638,Iris-virginica
+28,5.195065208405231,3.3925018253076176,1.4594966570437033,0.2702684330988582,Iris-setosa
+29,6.174229525346359,2.556791920581092,5.372661196679049,1.5036289374210425,Iris-virginica
+30,4.410913616677932,3.0,1.3671325809839114,0.1969947449974796,Iris-setosa
+31,6.6900839090389566,3.0185663183809925,4.867926711737148,1.5764496234603107,Iris-versicolor
+32,6.183998374807013,2.612733987542846,4.907039526469488,1.671847226130137,Iris-virginica
+33,7.747615636279337,2.8959986250040823,6.622926333224985,2.1612677196493135,Iris-virginica
+34,5.092010624136239,3.666214126919119,1.3783504345533515,0.20312794171334259,Iris-setosa
+35,6.35657874478664,3.3490170753811763,6.231348428029313,2.5,Iris-virginica
+36,5.99094571615869,3.401171480456201,4.568151563594105,1.6438901450444483,Iris-versicolor
+37,5.549524004567658,3.68046692922376,1.55259462260755,0.27046653029011236,Iris-setosa
+38,5.279979075734387,3.3953433157109583,1.5131936447196699,0.22886280003507817,Iris-setosa
+39,5.574125574450879,2.553185939670027,3.954972594989065,1.1489846828453072,Iris-versicolor
+40,4.926816821239512,2.0,2.9581136639698657,0.6631962239917697,Iris-versicolor
+41,6.373640803555286,3.3160117960632824,5.421000466400539,2.3035728016614447,Iris-virginica
+42,6.667040883836466,2.938695033576161,4.860671768904095,1.6262579145865594,Iris-versicolor
+43,5.742025763327649,2.7648295312673725,5.081519989535112,2.3580299465048262,Iris-virginica
+44,5.145011291886621,3.871035667947952,1.0525648785736959,0.22885816378838328,Iris-setosa
+45,4.922090435527075,2.0,3.1330787343049615,0.9406500049475507,Iris-versicolor
+46,5.511952100509498,4.199999122217788,1.4161578666361323,0.21152165433134518,Iris-setosa
+47,5.243286681393172,3.8735199064843053,1.3259539090101697,0.225857145524922,Iris-setosa
+48,5.827466609314207,2.658489140491086,4.2450543122949345,0.9254625059327944,Iris-versicolor
+49,6.128379682584073,2.827402011323358,4.827585706100846,1.8524971750747035,Iris-virginica
+50,6.004909146423183,2.3256591027722693,5.0916806775127075,1.5148953499952815,Iris-virginica
+51,6.351903399748822,2.289858562792311,4.386753556772919,1.5003188809176322,Iris-versicolor
+52,5.438404395675366,2.9372442197626927,4.300544683465241,1.4186859017623716,Iris-versicolor
+53,6.190062831208748,2.4973039999522895,4.315700424319148,1.2207500064140002,Iris-versicolor
+54,5.821151375531734,2.8123324356252706,4.6022689628572735,1.2374768083037944,Iris-versicolor
+55,7.7016608616189615,2.6101605292834544,6.9,2.302469559586736,Iris-virginica
+56,4.916351185864271,2.0,3.263983628054052,0.8814716324788632,Iris-versicolor
+57,4.939716854046115,2.0,3.116255838841373,0.8570277024622125,Iris-versicolor
+58,5.845122318185427,2.698740073140924,5.168879254215974,1.8877373103601554,Iris-virginica
+59,7.9,3.9367476221994027,6.359935277044158,2.0122344198984905,Iris-virginica
+60,4.817266281073773,2.0,2.6333744541510278,0.8667947836593569,Iris-versicolor
+61,6.284373942426351,2.3486007595326504,5.200918984505762,1.7063743639638647,Iris-virginica
+62,6.20114248328909,3.30495458922494,6.057929885418401,2.5,Iris-virginica
+63,6.2901171676418945,2.871438434567046,4.743736410592097,1.7789933757428782,Iris-virginica
+64,4.916624596608906,2.0,3.62770634218461,0.789929852795011,Iris-versicolor
+65,5.2055244169858765,2.5933006248283257,3.52690714132149,1.319842299140071,Iris-versicolor
+66,5.002391173306932,3.209664444595979,1.5410991970585481,0.1,Iris-setosa
+67,6.13210554192913,2.547066444177913,4.527732087166063,1.3317630745885436,Iris-versicolor
+68,5.74773126019661,2.8260585963168343,4.547821884357081,1.3090251019622994,Iris-versicolor
+69,7.158292080000375,3.1341496960315567,5.602792236174967,2.1285664429606914,Iris-virginica
+70,7.68326622795407,2.724729944744898,6.687333398231653,2.0520760695989098,Iris-virginica
+71,6.223773913371496,3.014918147980736,4.475702163419488,1.4567256868935885,Iris-versicolor
+72,7.072483288903695,3.0,6.321687153016355,2.185635704528875,Iris-virginica
+73,5.471352556815008,2.861816116000833,3.9748290038539666,1.3025308847450399,Iris-versicolor
+74,4.883557296798569,2.0,3.2381216608732126,0.6211354041934208,Iris-versicolor
+75,4.508506054200907,3.0,1.4829800665410315,0.21359167373290125,Iris-setosa
+76,5.095535079865444,3.4841129010404477,1.4594356457680235,0.20132260006336394,Iris-setosa
+77,4.300000666568359,3.0,1.1475153393842878,0.10000011730698938,Iris-setosa
+78,6.681226264890284,2.9315725909799384,4.772360778509778,1.5256886650448813,Iris-versicolor
+79,4.809386141545668,2.9832404247998885,1.374801420926822,0.28706346806935734,Iris-setosa
+80,4.856946861739006,3.323775300024179,1.5885614066415965,0.267855740621043,Iris-setosa
+81,5.8020069300307515,2.946035386406985,3.6008532664937394,1.124291607315176,Iris-versicolor
+82,6.412962046005043,2.9969253402377913,4.837144924720385,1.5819653605145427,Iris-versicolor
+83,4.411134329296054,3.128327885940692,1.352641720211407,0.21285631721379872,Iris-setosa
+84,4.566326015901761,3.0,1.426938584391963,0.20742091464643866,Iris-setosa
+85,5.052420113167214,3.6609230140918565,1.3264013814961328,0.20127005752029267,Iris-setosa
+86,7.758112042117158,2.561416421342393,6.899998959932988,2.3420151217815985,Iris-virginica
+87,6.279267043474548,3.409137970410255,5.608600541976256,2.404188973599463,Iris-virginica
+88,6.317905236828485,3.317234096212178,5.8926536783570285,2.5,Iris-virginica
+89,5.2047085611648205,3.375166009518575,1.5105309801029914,0.6523423590271644,Iris-setosa
+90,4.3,3.0,1.0944479380578012,0.1,Iris-setosa
+91,4.774148915550999,2.0,2.6457147742134977,0.7664824355223839,Iris-versicolor
+92,4.944332667004852,2.0,3.586625984591476,1.1608633234811054,Iris-versicolor
+93,5.249603932748867,2.8142160774627514,4.023760338652714,1.45395842521792,Iris-versicolor
+94,6.04661054971841,2.766509300976022,5.3097346007208515,2.0237638270793767,Iris-virginica
+95,7.801215652877681,2.5825056222800056,6.9,2.3457596968336456,Iris-virginica
+96,4.800879164069879,3.3832294342511324,1.894185622817714,0.19311004090411354,Iris-setosa
+97,7.9,4.116414232540017,6.539976598430936,2.115200739972024,Iris-virginica
+98,7.099915230266917,3.136194898313335,5.829152343288197,2.2865989304813543,Iris-virginica
+99,5.558720353063859,2.427736994371204,3.8034646710897224,1.0767724585445597,Iris-versicolor
+100,5.398680869342559,3.8547717528261494,1.2612320031218742,0.2649751133442352,Iris-setosa
+101,7.6930569958338495,2.964810547455158,6.531190730773815,2.135658418883941,Iris-virginica
+102,5.922643671857413,3.5342175113831895,4.409881793643011,1.5953853537009965,Iris-versicolor
+103,6.640239577404924,3.0,4.8519936893556785,1.679673295259099,Iris-versicolor
+104,5.290326777440811,2.526435569149506,3.7564767569995947,1.1395764996428972,Iris-versicolor
+105,5.758804304917053,2.7605847391526743,5.246393224674217,2.330698204800334,Iris-virginica
+106,4.3000017464516995,3.0,1.1201097817523058,0.1000001677063595,Iris-setosa
+107,7.9,3.86622453723756,6.468314823545573,2.026793301212715,Iris-virginica
+108,4.530844062372586,3.678495671525979,1.0,0.1967545962601261,Iris-setosa
+109,5.643654959947729,2.5645974533301366,4.122973381029785,1.0657380526455211,Iris-versicolor
+110,7.762719816115682,2.619017714046478,6.9,2.316113539519693,Iris-virginica
+111,4.880536294251592,3.405365017087702,1.488230262635773,0.20215048711155764,Iris-setosa
+112,4.3,3.0,1.089326464579546,0.1,Iris-setosa
+113,4.726352209840661,3.0,1.48997790107111,0.22112338794602035,Iris-setosa
+114,6.707886805380155,3.0,4.8828072942968035,1.58064824339415,Iris-versicolor
+115,6.016775743027466,2.71481825640503,4.999272542909897,1.8119628804411263,Iris-virginica
+116,6.101466965883644,2.730931060233984,4.7046039300831906,1.1347490625645,Iris-versicolor
+117,5.055801155905433,2.0,3.528711255942117,1.099684456252602,Iris-versicolor
+118,4.7098247134443945,3.2260466039396563,1.4345225164015323,0.2120112527168781,Iris-setosa
+119,4.834097627580377,3.0,1.496365847977851,0.21497850757798614,Iris-setosa
diff --git a/iris/tab_ddpm/0_0/10/test.csv b/iris/tab_ddpm/0_0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/10/train.csv b/iris/tab_ddpm/0_0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/10/val.csv b/iris/tab_ddpm/0_0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/11/synth.csv b/iris/tab_ddpm/0_0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9bef49ca6148eb883dd917508ebd6d0eef6ff9f5
--- /dev/null
+++ b/iris/tab_ddpm/0_0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.208541785052572,3.336933013210122,1.5724217090925736,0.6942196428896068,Iris-setosa
+1,6.295089417130264,3.378705064021032,5.465852087963037,2.342151017676928,Iris-virginica
+2,6.289521185522156,3.3102806013189108,6.233084184132991,2.5,Iris-virginica
+3,5.728753637783293,2.8512676673636097,4.3240741695714275,1.2787519301875618,Iris-versicolor
+4,5.242188094351978,2.4967216483321155,3.059643500989734,1.2220281986614248,Iris-versicolor
+5,4.3,3.00705261737026,1.082872420089617,0.1,Iris-setosa
+6,4.823905430532232,3.0,1.4696285780822522,0.10000012474712129,Iris-setosa
+7,4.802644967324415,3.0,1.3381128230668269,0.1,Iris-setosa
+8,7.694995575979217,2.588212520482105,6.9,2.294850669971757,Iris-virginica
+9,4.896688047086678,2.0,3.7337625463630815,0.8940628192758887,Iris-versicolor
+10,7.41203871931727,3.0639034183597786,5.715689974647414,2.2856087319889515,Iris-virginica
+11,6.341978748558386,3.3208947089400542,5.970020331704289,2.4999997813971864,Iris-virginica
+12,7.506823435154533,2.9561865131211906,6.509750259555257,2.0949482425049823,Iris-virginica
+13,5.597179740907934,2.786270091528756,4.295337509767041,1.275088838770278,Iris-versicolor
+14,4.3,3.0,1.105589394716112,0.10000013393537803,Iris-setosa
+15,5.0776877653850105,3.818035673872872,2.0080331977566668,0.21123956111245532,Iris-setosa
+16,6.2320971477774805,3.3288143260201144,5.995268037967628,2.5,Iris-virginica
+17,4.856665884570341,3.0110827716655626,1.4424077005996194,0.10000009611353454,Iris-setosa
+18,6.276357760587307,3.3073919460952546,6.132813850093318,2.5,Iris-virginica
+19,5.819009408389009,3.1098074871697374,4.463495490646664,1.5193959663687764,Iris-versicolor
+20,5.989009047407079,3.0,4.274873673060895,1.3652101268220707,Iris-versicolor
+21,7.702944342820503,2.65088680451177,6.899999001656265,2.324630949515058,Iris-virginica
+22,6.314800536702003,3.309958779363201,5.99273005148855,2.499999725693378,Iris-virginica
+23,6.7958259936720475,3.2525409879570866,5.891179472051778,1.9796188712632785,Iris-virginica
+24,6.256904039652399,3.3609219493890183,6.156791342462633,2.5,Iris-virginica
+25,7.741830714963623,2.558511853015788,6.9,2.333560904250507,Iris-virginica
+26,5.997880769536808,2.3570970590116973,4.292081144080269,1.196910601250998,Iris-versicolor
+27,7.899997845808777,3.788408452329696,6.361310483884373,1.998276820790167,Iris-virginica
+28,4.836872940506042,3.000395854397458,1.4318627964436679,0.10000011819500863,Iris-setosa
+29,6.706175115555028,3.0,4.885031722617949,1.5012912504380131,Iris-versicolor
+30,5.915993626843805,2.361383424638193,4.269798616157244,1.133061520096161,Iris-versicolor
+31,6.714246665334054,3.0,5.040889290462754,1.7352961094564485,Iris-versicolor
+32,5.377912306894744,3.933581300217237,1.2255162947017242,0.36848176552929257,Iris-setosa
+33,5.224449935231667,3.5089942726802876,1.4696011290156898,0.21294316496384494,Iris-setosa
+34,4.984748077148934,3.299251403377971,1.6318165322129803,0.42384404570663226,Iris-setosa
+35,6.45506661877277,3.021904896283177,4.959946147753656,2.104766530987976,Iris-virginica
+36,6.982619959220692,3.1937500697173693,6.01198247668002,2.045574753532846,Iris-virginica
+37,6.1760865030097465,2.8136343987478827,4.686558774370706,1.314101573928262,Iris-versicolor
+38,5.042189889379318,3.7170690885523707,1.407821211370833,0.23020237908550145,Iris-setosa
+39,4.836240826052749,3.389186372719901,1.6597150147326982,0.20541162679325944,Iris-setosa
+40,5.146441607184919,2.7321107046646937,4.06585248855208,1.4401310043972713,Iris-versicolor
+41,6.267847289883439,3.3251585422907874,6.063544912899681,2.5,Iris-virginica
+42,5.651604297735436,2.5200229777405165,4.046166023295056,1.0979258346281606,Iris-versicolor
+43,4.95143668754674,3.4976226846075873,1.4597598328121835,0.18607206882215832,Iris-setosa
+44,4.905213997087638,3.075127662280978,1.4740477748906606,0.1,Iris-setosa
+45,5.501462319336761,2.2669379928393885,3.7214366783520183,0.8600132884110826,Iris-versicolor
+46,5.145239647582319,3.6761452605583083,1.4914091036875345,0.22193169283885442,Iris-setosa
+47,4.3,3.0,1.0920607974661656,0.1,Iris-setosa
+48,4.846291518079071,3.625737614402845,1.7745805328668778,0.20051242762037447,Iris-setosa
+49,4.914860224231917,2.0,2.7136894539875276,0.8364177386439628,Iris-versicolor
+50,4.866973134898401,2.0,3.2227062768140384,0.8349517493704187,Iris-versicolor
+51,5.602230527201162,2.8220914710112637,4.15044591954868,1.3412765279273382,Iris-versicolor
+52,6.587185024348907,3.20810064283199,5.13162402967431,2.285373325299756,Iris-virginica
+53,5.998026105804379,2.7254023919927395,4.603116562620028,1.1431317766755438,Iris-versicolor
+54,6.273121153043173,3.2861401499112337,6.034855447460015,2.499999628342083,Iris-virginica
+55,6.445862780160641,2.4155595325889285,5.506314151674185,1.7238191543230286,Iris-virginica
+56,6.090563167475781,3.388172139758624,4.644794968004101,1.6439197927894007,Iris-versicolor
+57,4.3,2.944185942769038,1.0486652351823973,0.1,Iris-setosa
+58,4.818743225855921,3.5405787623536464,2.272292091102688,0.1930914589703993,Iris-setosa
+59,7.736375964357819,2.5519166789200027,6.9,2.2781158170443105,Iris-virginica
+60,6.18500462525927,3.337246194353534,4.53055138853518,1.5704556576562954,Iris-versicolor
+61,6.150265014561884,2.251640911007584,4.476342789363626,1.4376411017569368,Iris-versicolor
+62,7.9,3.750888805366532,6.2121082398649135,1.9920887414867152,Iris-virginica
+63,4.3,3.0,1.067104011109259,0.1,Iris-setosa
+64,6.746945181196028,2.5722733300749216,5.768759745563503,1.8507200751321664,Iris-virginica
+65,7.75610285181954,2.5801270627729336,6.9,2.3038399683996986,Iris-virginica
+66,6.730966475224859,3.0,5.004431590076258,1.6505288138635794,Iris-versicolor
+67,7.9,3.8697095084615425,6.35479433037902,1.8823740749952458,Iris-virginica
+68,4.938579749819492,3.44717072974161,1.6985325683899861,0.23331763529562757,Iris-setosa
+69,7.6203718504701214,2.542865515363425,6.9,2.271132774071731,Iris-virginica
+70,6.279911615048494,2.5455783567905192,4.953720890108488,1.8974612887899018,Iris-virginica
+71,6.248236862458348,2.5731265523239317,4.834201894616337,1.68965755980717,Iris-virginica
+72,4.398253180296582,3.0,1.2988997476382935,0.21101614766867952,Iris-setosa
+73,7.8999971672194595,3.7635748272374343,6.324609588270939,1.98826027693976,Iris-virginica
+74,5.874996577841509,2.835159161742294,4.592193715199205,1.2494390516798293,Iris-versicolor
+75,5.848112738410673,2.9047339069496814,5.225966259986945,2.496047404202882,Iris-virginica
+76,4.874051362153219,3.823877300178059,1.0002927292026342,0.23962848490429975,Iris-setosa
+77,5.861294091637895,2.896968338231699,3.9224587855799804,1.155688445191079,Iris-versicolor
+78,4.879960566275931,2.0,3.5790082267953855,1.0321828371888744,Iris-versicolor
+79,7.666844607222058,2.5827981080185296,6.9,2.317006204031877,Iris-virginica
+80,5.017630584683148,3.0268036792725126,1.593331856319332,0.21831963458949202,Iris-setosa
+81,6.6386813946892085,3.0385697083992804,4.906667681502857,1.6018385656212357,Iris-versicolor
+82,5.4066309964986,2.6992238604519567,4.12158202574136,1.4246921926300808,Iris-versicolor
+83,5.73579277664361,2.65383385819301,4.287200738590664,1.2885305491612429,Iris-versicolor
+84,5.841929620147026,2.7492642470849766,5.080837644797906,2.033519708879467,Iris-virginica
+85,4.47063161687234,3.080847415033892,1.348170116822485,0.18930705433563222,Iris-setosa
+86,7.8999985581916246,3.827828178966058,6.292800098385433,1.9340635594407554,Iris-virginica
+87,4.3,3.0,1.1136329409229269,0.1,Iris-setosa
+88,6.124795230725165,2.6035850495284074,4.897673377971563,1.6657949198138513,Iris-virginica
+89,5.867110920749775,3.2111280424526445,4.773752638522802,1.6919127093657202,Iris-versicolor
+90,5.535742658785592,4.2,1.41511558563799,0.2123648978112862,Iris-setosa
+91,5.6342068433117625,2.950893936020064,4.527975201273046,1.3092913335947562,Iris-versicolor
+92,4.793395795358347,3.4699479404673426,2.1634829861658216,0.19978458241558472,Iris-setosa
+93,4.868662428961449,3.424328175537164,1.7731218793546797,0.21635897683103317,Iris-setosa
+94,4.5801051194744336,3.6282716256514953,1.0,0.1930820197628984,Iris-setosa
+95,7.8999976020193685,3.7267548352598103,6.436836966769923,2.0204373006542977,Iris-virginica
+96,5.033194480847711,3.350238346895875,1.7891274785504927,0.5356795828873634,Iris-setosa
+97,6.154302973806153,2.3360656421971324,4.98871552158615,1.6156754236417676,Iris-virginica
+98,5.055774224324233,3.280775507956521,1.528335585277866,0.19940987026430118,Iris-setosa
+99,5.731942659054031,2.812119323302078,5.325692615585232,2.4068918457681794,Iris-virginica
+100,6.674572697135594,3.0,4.992507512517518,1.66896284089597,Iris-versicolor
+101,5.540891350445701,2.830069627743277,3.698788762407349,1.2354848902852669,Iris-versicolor
+102,4.72402814857402,2.0,2.823419222062637,1.0059089391174516,Iris-versicolor
+103,6.076896242747651,2.5335935241556067,5.307563940853946,1.5031519193685368,Iris-virginica
+104,5.594741138143048,2.5894381567875873,3.812452937572938,1.249156023510909,Iris-versicolor
+105,4.825259848591327,3.0,1.4738157175343252,0.27269296917864894,Iris-setosa
+106,5.888926668227126,3.0,4.388158487140935,1.3497543719583263,Iris-versicolor
+107,5.494170785917059,2.9957837322758976,4.193931432638075,1.3752099510776166,Iris-versicolor
+108,6.778513577053628,2.5270242708787625,6.004667351584178,1.8625840265677656,Iris-virginica
+109,5.0023824393999465,2.0,2.916356506588447,0.8559546823166262,Iris-versicolor
+110,7.705219764845991,2.545175953630867,6.9,2.3006647200863033,Iris-virginica
+111,6.769387021091067,3.0,4.637443018027993,1.449605741499506,Iris-versicolor
+112,5.978479115535979,2.970704508669071,4.370836432227393,1.3302812626842269,Iris-versicolor
+113,7.9,3.7086000410888627,6.41138174130116,2.007364284990532,Iris-virginica
+114,4.548349312537757,3.685616501177949,1.0,0.19496814154923064,Iris-setosa
+115,6.3197166618176235,3.3352947940572943,6.141632058216316,2.5,Iris-virginica
+116,5.223194975084442,3.4039937426791385,1.4837329455094346,0.25444614473602783,Iris-setosa
+117,7.9,3.8300489662253177,6.427932016491145,1.9519159865550983,Iris-virginica
+118,6.346173192341168,2.580757993322146,5.019773606306827,1.8960767969860672,Iris-virginica
+119,7.9,3.889145465711753,6.370472955740168,2.040385179750415,Iris-virginica
diff --git a/iris/tab_ddpm/0_0/11/test.csv b/iris/tab_ddpm/0_0/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/11/train.csv b/iris/tab_ddpm/0_0/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/11/val.csv b/iris/tab_ddpm/0_0/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/12/synth.csv b/iris/tab_ddpm/0_0/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c476509ad918845afbe25a5ae1ef544df5f2814
--- /dev/null
+++ b/iris/tab_ddpm/0_0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.869488161788207,6.397625876755854,2.0361269671277547,Iris-virginica
+1,6.4889568561831545,2.9944663584498312,4.417475633120682,1.403364479077281,Iris-versicolor
+2,5.450333188246503,4.2,1.3988922240889436,0.1989583566504622,Iris-setosa
+3,5.032763637992916,3.079069477472091,1.5982226549185414,0.24543863776725403,Iris-setosa
+4,6.1378419524608585,2.89035381971022,4.860652607264433,1.9080979254591994,Iris-virginica
+5,5.8921805415791395,2.7427173363979422,4.483641306429201,1.2182699689485168,Iris-versicolor
+6,5.958114980538908,3.079952236851689,4.734321090978585,1.6628379729948157,Iris-versicolor
+7,5.869715803702959,2.772044627915112,4.26476352897364,0.9215684779775093,Iris-versicolor
+8,6.246112833310583,3.2558274533314773,5.225243358424382,2.1655667896747177,Iris-virginica
+9,4.883539981835246,3.050599691267624,1.4564304065286573,0.1,Iris-setosa
+10,4.754218926698683,3.2612119019951957,1.544685398750533,0.21453157287585856,Iris-setosa
+11,4.3,3.0,1.0789767519958349,0.1,Iris-setosa
+12,7.640250269044639,3.0,6.628694539192333,2.1602427433245843,Iris-virginica
+13,5.896483363824662,2.409515992630682,4.2208115554095285,1.1985309246799212,Iris-versicolor
+14,4.889762577395058,2.0,3.378561722152063,0.9555970764647591,Iris-versicolor
+15,5.761187938760688,2.7253537108781116,3.992036671977652,0.857595114378037,Iris-versicolor
+16,6.485956892325199,3.042476564191298,4.955270751463678,1.696264248682987,Iris-versicolor
+17,4.7263946011920375,3.0,1.4535987298320219,0.24887008394049426,Iris-setosa
+18,4.916387433418616,3.495702005181008,1.5593869236498057,0.1822065361699785,Iris-setosa
+19,5.27875493783329,3.791256788499256,1.4095706997399362,0.22748586438681967,Iris-setosa
+20,7.9,3.8590050072264717,6.434911134312707,2.0025673822254744,Iris-virginica
+21,6.441663147121472,3.0,4.782921816945668,1.5811329923398827,Iris-versicolor
+22,7.9,3.7224425549398257,6.4029239213496965,2.08286483210041,Iris-virginica
+23,4.3000031220977295,3.0,1.1146463769348127,0.10000024789944016,Iris-setosa
+24,6.206204540433234,3.2924428959006864,5.928530105161654,2.4999993533604203,Iris-virginica
+25,4.850525789267184,3.0463186163426714,1.4364307619628718,0.10000014187366471,Iris-setosa
+26,4.41481729157174,3.175399428750585,1.37708008102729,0.19509282194736083,Iris-setosa
+27,6.4882491451808,3.0,4.656793618492362,1.4058618683020152,Iris-versicolor
+28,5.333639229776505,3.8676664970600787,1.2923071499632264,0.23831987961669227,Iris-setosa
+29,5.891361035592963,2.7409804736622108,4.370202190915766,1.2309896088890298,Iris-versicolor
+30,6.342161357796465,3.3632935045024213,5.895624650828474,2.5,Iris-virginica
+31,6.269344555681851,2.591259681060912,5.382712789659302,1.7217134981105664,Iris-virginica
+32,5.5373269337021425,3.0,4.327295576518755,1.3580126311378675,Iris-versicolor
+33,4.9901753152139685,3.0632728716380564,1.4689825123781077,0.4720461821737624,Iris-setosa
+34,4.658746167352201,3.632483630602368,1.0,0.19164770799152314,Iris-setosa
+35,5.065933328739412,3.2030878269315166,2.1200039563768986,0.20246669264410078,Iris-setosa
+36,6.2495588800593245,3.3593839217135804,5.22443367986827,2.172647956714495,Iris-virginica
+37,6.051057539679489,2.808047216339538,4.0828728506539,1.209460957374478,Iris-versicolor
+38,6.22222168098121,3.3907169098015797,5.661527277047732,2.3338128527750537,Iris-virginica
+39,5.36208881319553,3.689083594718646,1.4013411612186826,0.22927659878087087,Iris-setosa
+40,6.269190619434081,2.875490856677742,4.653555402743639,1.5388863824827677,Iris-versicolor
+41,5.481572600131506,4.1999979710626345,1.4336261387089486,0.20889201416032013,Iris-setosa
+42,5.70672067966643,3.0,4.287451994674589,1.3653388367482178,Iris-versicolor
+43,5.278932244060287,2.9468766061870117,4.242818137906175,1.4322600881423284,Iris-versicolor
+44,6.399667082544375,2.8034096902379098,4.319878503007608,1.4643070753570733,Iris-versicolor
+45,5.291660573369882,2.499828853625692,2.898671372419785,0.9631442572081172,Iris-versicolor
+46,6.398606035603514,2.964777024558611,4.4446186741032765,1.4347422603167974,Iris-versicolor
+47,5.511487584608663,2.391326996564404,3.862331094546533,0.8683550364630743,Iris-versicolor
+48,5.78199226628144,2.823118081391794,4.625730010657307,1.1234004016110015,Iris-versicolor
+49,5.13046990104034,4.149588127859463,1.425143687775475,0.21841932468564798,Iris-setosa
+50,5.2717919953034,2.628187126359626,3.3334186548661098,1.1582821672843164,Iris-versicolor
+51,4.3,3.0,1.066657279499065,0.1,Iris-setosa
+52,7.9,3.8349883694809552,6.40393387919034,2.0253455120834274,Iris-virginica
+53,4.704069949773707,3.3346898708391617,1.5832897242488377,0.19967181620941338,Iris-setosa
+54,5.948612577985188,2.662511297855216,5.36355009985059,1.5294072557249896,Iris-virginica
+55,6.918273231437695,3.0,4.840918248053233,1.4738448915125482,Iris-versicolor
+56,7.72002480802524,2.842931592332129,6.725530273256711,1.9850938652943115,Iris-virginica
+57,6.128608304278016,3.0053885236149442,4.295514643097167,1.3097601758113153,Iris-versicolor
+58,7.9,3.981837730293121,6.483229237297336,2.0367605474666033,Iris-virginica
+59,7.690901837262452,2.763858244972633,6.741361140106029,1.9505700057728943,Iris-virginica
+60,4.9581569715167975,3.1162522149874285,1.4897888354730933,0.10000009005058276,Iris-setosa
+61,5.175953984927672,2.601786752263653,3.5811465032792498,1.1693974644156957,Iris-versicolor
+62,6.230086552724529,2.746913662523539,4.530374129777806,1.3447410483066047,Iris-versicolor
+63,5.690642525490816,3.2131501580865636,4.6624079850608515,1.604821788518674,Iris-versicolor
+64,4.826200011342326,3.3998152757793414,1.6443706694063323,0.20417827316108936,Iris-setosa
+65,4.3,2.984314484899208,1.0862457941930632,0.1,Iris-setosa
+66,6.168763869789637,2.642059881318468,4.554851601092379,1.3887807973048396,Iris-versicolor
+67,4.9580198234288835,3.5441952024329697,1.4608837779676331,0.19756879206897443,Iris-setosa
+68,5.955101533364131,2.754905715604818,4.6598070159339,1.2676110768152302,Iris-versicolor
+69,5.7693189376893255,3.202439196326286,4.752715299049362,1.6974957508266837,Iris-versicolor
+70,7.548693605282707,3.0552453980946854,6.421143855676935,2.25215577505049,Iris-virginica
+71,5.473995755975812,4.2,1.3848634842033156,0.22468189937269603,Iris-setosa
+72,5.439360584300328,3.87009653351896,1.3971002436889992,0.2550157463470273,Iris-setosa
+73,5.201316335616582,2.0000181969927184,3.62154550640728,1.0644520143438525,Iris-versicolor
+74,5.444266581324275,3.5453210425770862,1.4565283398464184,0.2578007573860796,Iris-setosa
+75,6.013717351887685,2.8935273496303098,4.70603801375415,1.30898252435597,Iris-versicolor
+76,4.988553032947727,2.0000009133333094,3.122966818152423,1.0177210403361765,Iris-versicolor
+77,6.586701263084721,2.5119199692585763,5.448248067947194,1.8781407926284455,Iris-virginica
+78,5.802914168316255,2.751190644841148,5.131664382042331,2.1697290446280757,Iris-virginica
+79,4.87640796471912,2.0,2.9435875695880522,0.9081267130644965,Iris-versicolor
+80,6.755658363224582,2.901673298020383,4.790627843085246,1.5038581986187816,Iris-versicolor
+81,5.73477385971328,2.449620538195606,3.83251993588983,1.1048435719407523,Iris-versicolor
+82,5.170356727520891,2.530231861151157,3.6374885702855635,1.2836505182783144,Iris-versicolor
+83,5.621047315083991,2.687935691253844,4.207959346733746,1.0794241348695321,Iris-versicolor
+84,5.016404961249598,3.0,1.5758406738647261,0.26307870645785925,Iris-setosa
+85,4.3,3.0,1.0761506038282154,0.1,Iris-setosa
+86,6.041915012407964,3.276558768538142,4.746861682193832,1.673784097722337,Iris-versicolor
+87,6.060090417607582,2.2266085635764625,4.114035362087924,1.0956812622281877,Iris-versicolor
+88,5.253796506670395,3.565726421259911,1.3452142650632264,0.22448766016543611,Iris-setosa
+89,7.9,3.7887307316111105,6.367925035002295,1.9287518642781987,Iris-virginica
+90,6.496971401378213,3.238420750941322,5.1631598996679084,2.294508062994156,Iris-virginica
+91,5.650460530006964,3.167563527827199,4.6607740184323,1.6214125369248467,Iris-versicolor
+92,5.58557471093719,2.6942686389886776,4.255472097501175,1.252095088264908,Iris-versicolor
+93,5.295615452638012,2.59438068702347,3.8703075187759515,1.3616330802241534,Iris-versicolor
+94,7.75111629819805,2.8089262621433972,6.791079883650373,2.023232426031361,Iris-virginica
+95,6.765400618740527,3.189277678967021,5.183821274856314,2.220112039338647,Iris-virginica
+96,6.573305680723104,3.21122060218739,4.796540004364897,1.6110707127377604,Iris-versicolor
+97,6.363983371701448,3.3522514613641157,5.572744192309628,2.3670913007705443,Iris-virginica
+98,4.387649212414687,2.865281728117495,1.395101176835065,0.20009393281692478,Iris-setosa
+99,5.868424446054189,2.1275513645434945,4.900308454761441,1.3885361104426952,Iris-virginica
+100,7.668530631303244,2.614330261480624,6.9,2.304550533120166,Iris-virginica
+101,4.3,3.0,1.0836231118829658,0.1,Iris-setosa
+102,6.1409390906317824,3.0,5.8192958335548335,2.4998767916093176,Iris-virginica
+103,5.325235510036919,3.6617882011071705,1.3711523231048957,0.24099115344435096,Iris-setosa
+104,4.826118476054621,2.0,2.7759864715401577,1.0256660975919207,Iris-versicolor
+105,4.619204177014066,3.6463203564714903,1.0,0.19214699952896547,Iris-setosa
+106,6.638823363666338,3.038693007505528,5.083674206037711,2.2113532642181806,Iris-virginica
+107,5.752520019287103,3.1209669465918735,4.544175183817714,1.5495259293708241,Iris-versicolor
+108,7.717631553275104,2.9071113028784987,6.692085154570778,2.112809797964971,Iris-virginica
+109,6.122209059711264,2.194956855363126,4.056631137961238,0.9692711705412557,Iris-versicolor
+110,6.160143302225876,3.205930249562455,5.830464265310269,2.4999973925187033,Iris-virginica
+111,4.3,3.0,1.0784324744769298,0.1,Iris-setosa
+112,5.733651581467052,2.7862786940976716,5.196732503402418,2.3905935193465386,Iris-virginica
+113,4.943065081168044,3.0,1.5902609372255168,0.19111982163475694,Iris-setosa
+114,4.4440331138371825,3.1687049204458178,1.368315899722949,0.1890655143151711,Iris-setosa
+115,5.031580801392407,3.654453350024165,1.3727092866744357,0.19047439233497088,Iris-setosa
+116,7.704685890989059,2.7324120312277524,6.764758975463176,1.949517013102442,Iris-virginica
+117,6.2397113981951255,3.3117371483645694,6.087773928808716,2.5,Iris-virginica
+118,4.9456709619611905,2.0,3.4497580973611144,0.6883191449896228,Iris-versicolor
+119,6.341567517649162,3.3425126521382857,4.667663922010638,1.5848775058388382,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/12/test.csv b/iris/tab_ddpm/0_0/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/12/train.csv b/iris/tab_ddpm/0_0/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/12/val.csv b/iris/tab_ddpm/0_0/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/13/synth.csv b/iris/tab_ddpm/0_0/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a6183ab78377c72c2823339eec7652e995f9052b
--- /dev/null
+++ b/iris/tab_ddpm/0_0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.835622038850827,2.6843186347823234,5.074774498963153,2.0184424898117346,Iris-virginica
+1,5.805991074361245,3.1596451443946716,4.322041040246438,1.37866371087485,Iris-versicolor
+2,4.879526433143214,3.0,1.4588364239796814,0.1,Iris-setosa
+3,6.259988384947442,3.297293633827497,5.962254189332805,2.4999997669822087,Iris-virginica
+4,7.8999980064197555,3.6237050088304734,6.482492102757495,2.133011707518988,Iris-virginica
+5,5.022033689517351,2.0000010667410715,3.380441340535592,0.9881699895967055,Iris-versicolor
+6,5.590306597731434,3.0,4.004853347166313,1.339154004688938,Iris-versicolor
+7,5.582336244498961,3.7679961628199843,1.4321920684202514,0.5941062217923975,Iris-setosa
+8,4.586783644192703,2.9545486144223987,1.3650702809156743,0.2280402627747889,Iris-setosa
+9,6.318677801825457,3.3304974977714634,6.134288550583079,2.5,Iris-virginica
+10,7.686258264626584,2.5865722268227587,6.9,2.2352515600070735,Iris-virginica
+11,4.3000006105133055,3.0,1.0999813074310076,0.1000001588711833,Iris-setosa
+12,7.72496358865096,2.569076779723663,6.9,2.249047753874839,Iris-virginica
+13,4.3,3.0,1.0801335881117142,0.1,Iris-setosa
+14,6.411432235035205,2.7691593977073494,4.413332024693922,1.3018057034807626,Iris-versicolor
+15,5.962386336004473,2.5889022959925025,4.332280289599926,1.043674182885098,Iris-versicolor
+16,7.6613575865024135,2.5722108822788567,6.9,2.314638346693698,Iris-virginica
+17,6.250473148409503,3.34435098203672,5.992382025825153,2.5,Iris-virginica
+18,4.300001004507714,3.0,1.0949493746908576,0.10000017451722404,Iris-setosa
+19,7.6871415525307825,2.6182449444319555,6.9,2.252493503688769,Iris-virginica
+20,6.26420343538706,3.4074505113420916,5.4939574644628895,2.3839765428111375,Iris-virginica
+21,5.283557687837799,3.460273343642936,1.3677325209730948,0.21409004494109835,Iris-setosa
+22,4.430141809948615,3.0,1.3040628703902053,0.1,Iris-setosa
+23,6.698873050172162,3.127864791260969,4.7640396167170085,1.4961318243947508,Iris-versicolor
+24,6.262484122580806,2.453250149252523,4.4356359291537535,1.4766095460899729,Iris-versicolor
+25,4.949673263955137,3.2220975858314413,1.5489235354840696,0.39953589094921815,Iris-setosa
+26,7.697166094146713,2.596044894912339,6.9,2.318685227797044,Iris-virginica
+27,5.0920958591563235,2.000004152225669,3.208248709990094,1.0987029332896385,Iris-versicolor
+28,5.757388683602397,2.709780419690016,5.0524115984784,1.9607519933573045,Iris-virginica
+29,7.9,3.8826646420976854,6.458537432194691,2.0348700479523565,Iris-virginica
+30,6.439482306725694,3.0,4.938753674368125,2.041946637425847,Iris-virginica
+31,5.372545165556878,4.044935869749928,1.2187123564165454,0.5618440126704447,Iris-setosa
+32,6.663762468185054,3.12780396270991,4.9649666163653805,1.7017181783911057,Iris-versicolor
+33,7.720198725522124,2.6088715219722527,6.899998467847863,2.248485459257976,Iris-virginica
+34,7.899998721264456,3.88948823726315,6.427683142033498,1.945959743234534,Iris-virginica
+35,4.744843784932139,3.0,1.464198054182941,0.23304624774790178,Iris-setosa
+36,4.950150551238115,3.1135163172216553,1.5026428155327594,0.1,Iris-setosa
+37,7.675002448262137,2.5897563301874724,6.9,2.14330721801893,Iris-virginica
+38,6.050047765458206,3.3878162685661835,4.550135924980941,1.6304832455033624,Iris-versicolor
+39,6.2361745828954485,3.333059830769192,6.11314719348198,2.5,Iris-virginica
+40,4.499435654818541,3.0002464521259653,1.3393456593004633,0.2009207304865767,Iris-setosa
+41,5.1400631700251616,3.700105112078808,1.4891085818158531,0.21809798822731283,Iris-setosa
+42,4.790922191084677,3.0,1.4816184142890583,0.22250740885616643,Iris-setosa
+43,6.271025582645451,2.5953945089207413,5.526395504787142,1.6280564664731996,Iris-virginica
+44,4.3,3.0,1.0589162342022622,0.1,Iris-setosa
+45,4.300001987126569,3.0,1.1041412053127722,0.10000034685240339,Iris-setosa
+46,6.13503371712856,2.5353986554863246,5.602057858509866,1.4576798313518904,Iris-virginica
+47,4.3,3.0,1.0735816781545091,0.1,Iris-setosa
+48,6.336974003997142,3.3488528521581484,5.411522151554399,2.2815857216743627,Iris-virginica
+49,4.729088295399869,3.3874616601421543,1.5562503810237946,0.19352373034384002,Iris-setosa
+50,5.51108356455309,4.2,1.419469908044535,0.20827072906973057,Iris-setosa
+51,6.236808441300942,3.387517571494575,5.42380389687938,2.321540124905189,Iris-virginica
+52,4.869537759012871,2.0,3.6074906320651143,0.9268552496042423,Iris-versicolor
+53,5.537839528177878,3.7569346171099443,1.8177054457116242,0.25575272862392295,Iris-setosa
+54,6.264446688142483,2.675934291091205,4.956792439063359,1.8656255900140277,Iris-virginica
+55,6.293210632560902,3.4100389906947988,5.526666792485415,2.3977730718289045,Iris-virginica
+56,5.837841463618002,2.868021416188299,4.378009295793146,1.3676371156139353,Iris-versicolor
+57,7.642893699862161,2.571943789505593,6.8999956764699695,2.271535923997419,Iris-virginica
+58,6.878416125896347,3.2511835854938704,5.677178968679019,1.902740032091838,Iris-virginica
+59,4.3,3.0,1.114827401803615,0.1,Iris-setosa
+60,5.778828573945084,2.6677998084936574,5.0919891163162,1.8505672486578142,Iris-virginica
+61,6.322756582808985,3.341056963634706,6.066647048757692,2.5,Iris-virginica
+62,6.25242864218524,2.654586671425601,4.90797631098754,1.8545553139151005,Iris-virginica
+63,5.005367691661706,3.711124185726751,1.4540391330642017,0.20639834982748506,Iris-setosa
+64,7.670519221958951,2.7415200916866094,6.725765205765732,1.9752982601814164,Iris-virginica
+65,5.144490553499164,3.773683538746414,1.5924075664813486,0.20403224107799642,Iris-setosa
+66,6.343084671531774,3.31207134394456,6.103230722526587,2.5,Iris-virginica
+67,4.352015336673146,2.9079685517938882,1.3418789136628453,0.17044129491294874,Iris-setosa
+68,5.545571424379355,4.2,1.427357045426319,0.218084806799083,Iris-setosa
+69,5.593540493675448,2.8233037982976223,4.225238553033427,1.3841643478661065,Iris-versicolor
+70,4.543066935463815,3.067990322653045,1.4089805040025325,0.221283723832404,Iris-setosa
+71,5.8048067215241685,2.559705884964595,5.088021474736988,1.7008324076709789,Iris-virginica
+72,4.642800847957967,3.335780336087355,1.4927519951751198,0.20345209640047474,Iris-setosa
+73,6.095457140139003,3.0,4.532397470897145,1.4548821047086888,Iris-versicolor
+74,4.807609379878896,3.0,1.3967775537519906,0.10000014390149789,Iris-setosa
+75,7.796046588771461,2.5794745545408615,6.9,2.306146231342402,Iris-virginica
+76,4.373910381229929,3.0,1.282430941332474,0.2020437340653629,Iris-setosa
+77,4.399938628464663,3.0,1.3847096790468663,0.21986211168691966,Iris-setosa
+78,6.5911365297026165,2.8432437360769693,4.823218517880528,1.4779215969260182,Iris-versicolor
+79,6.22097332376521,3.5621733439195125,5.480252521903296,2.3403608831461495,Iris-virginica
+80,6.237169099292706,2.5387811954424637,5.056048185369982,1.701284584907599,Iris-virginica
+81,5.029931464000128,3.0,1.6208829094077124,0.19866701866948763,Iris-setosa
+82,4.69802465559216,3.0,1.3369298675294168,0.2764291120211507,Iris-setosa
+83,5.113328918336328,2.5290057816159504,3.660207650885103,1.2566354532477388,Iris-versicolor
+84,6.301146212324064,3.3133988494311692,6.0260112101795995,2.5,Iris-virginica
+85,6.996970801462206,3.103878584987504,5.385032066460918,2.2992873885880707,Iris-virginica
+86,4.581332041034566,3.24223991028967,1.4390122343491945,0.19421979535257328,Iris-setosa
+87,7.307483092022541,3.191575639800442,6.277158845818158,1.7764786330464342,Iris-virginica
+88,6.208368467911294,3.301556264610144,6.095156526852643,2.5,Iris-virginica
+89,7.787058306765005,2.586946758135477,6.9,2.3577280091137287,Iris-virginica
+90,6.147524430011307,2.893699566996004,4.78383318583025,1.3347672321994708,Iris-versicolor
+91,7.9,3.847784450628241,6.423352068258823,1.9247748625777843,Iris-virginica
+92,7.9,3.885289451113493,6.378212558849963,1.9939441490212984,Iris-virginica
+93,7.7614678164966335,2.623400247971247,6.9,2.3215796005041076,Iris-virginica
+94,5.900813195422293,2.9419991877431406,4.246468445563721,1.1623224482927301,Iris-versicolor
+95,7.705019770513483,2.5810158971431387,6.9,2.3239945722688664,Iris-virginica
+96,6.40898612066054,3.3340553568168376,6.196641609440649,2.5,Iris-virginica
+97,6.798464665501628,3.0,6.036360709792644,2.145480659665588,Iris-virginica
+98,5.098303054167385,2.582375493082681,3.5870316189295193,1.3060683634202637,Iris-versicolor
+99,7.744906108837453,2.6895946259126635,6.9,2.315265900102485,Iris-virginica
+100,7.9,3.889528377241779,6.444743157113571,1.9966189256133344,Iris-virginica
+101,6.00200334248673,3.3881975245624556,4.5774842354842,1.5906586658761899,Iris-versicolor
+102,7.686584891386845,3.0,6.45589210351002,2.215339597160759,Iris-virginica
+103,5.948278540767105,3.469310234240414,4.400599368903805,1.5886309296380376,Iris-versicolor
+104,7.729904296850414,2.970735337471614,6.635425130159483,2.111786149888841,Iris-virginica
+105,4.56555291159004,3.0,1.3579213662303615,0.25033555873259117,Iris-setosa
+106,7.9,3.919486346507297,6.4347618249266345,2.0564818016849085,Iris-virginica
+107,5.297490706406958,2.545715693866514,3.8342979179653587,1.3321145881792913,Iris-versicolor
+108,7.9,3.7429543947708,6.505759980247321,1.9241925100863337,Iris-virginica
+109,5.951077116936511,2.8046909216193945,4.330131818941743,1.4566967268481834,Iris-versicolor
+110,5.778994303716909,2.7768273101594207,5.266633654143498,2.398526175472626,Iris-virginica
+111,6.372144133397257,2.826195556568006,4.908399179908507,1.954806402323475,Iris-virginica
+112,5.681821045327946,2.963300691943552,3.911693286815053,1.3083157076816154,Iris-versicolor
+113,5.691766568735246,2.8424993463666848,3.9630397486316014,0.8956698239172814,Iris-versicolor
+114,5.682924289153092,3.0,4.578218641746508,1.4750850762709926,Iris-versicolor
+115,5.146295311006439,3.549284835851202,1.4462510819468428,0.24627256405386821,Iris-setosa
+116,4.897147156240105,3.3983082979776156,2.137699046868168,0.20693554365415656,Iris-setosa
+117,7.681738516513293,2.5844368624149743,6.9,2.1222139761107073,Iris-virginica
+118,6.081311537389802,2.8988144661318107,4.632279329501426,1.37682799431339,Iris-versicolor
+119,7.274098629879183,3.178159662615005,5.946860668702495,1.708694322604483,Iris-virginica
diff --git a/iris/tab_ddpm/0_0/13/test.csv b/iris/tab_ddpm/0_0/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/13/train.csv b/iris/tab_ddpm/0_0/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/13/val.csv b/iris/tab_ddpm/0_0/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/14/synth.csv b/iris/tab_ddpm/0_0/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d36af33c86b384abdbf6fbc9f9632b615a4a035a
--- /dev/null
+++ b/iris/tab_ddpm/0_0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.737773813939852,2.3358554604072506,3.8472125166734275,0.7786245350285382,Iris-versicolor
+1,6.129714416628399,2.8526249713216574,4.374295610648693,1.139765394993556,Iris-versicolor
+2,5.855718540728794,2.83109798184596,4.535342403207852,1.1536232858497084,Iris-versicolor
+3,4.933284018488742,2.0,2.2976856155970284,0.8333735383084313,Iris-versicolor
+4,5.3610802242397115,2.856203154492816,3.7746384299994546,1.4372698718041468,Iris-versicolor
+5,4.599057293546515,3.707741448098997,1.0,0.1970955483413525,Iris-setosa
+6,6.849112312557492,3.2165885958582354,5.922432800919476,1.9298433532411303,Iris-virginica
+7,6.219853422014076,2.629163003572383,5.355731440366807,1.5398820838716774,Iris-virginica
+8,4.3,3.0,1.092382623092698,0.1,Iris-setosa
+9,4.8492364098669185,3.343899509221989,1.5074092323003314,0.21487357288558578,Iris-setosa
+10,7.7195303978993834,2.5727584952134515,6.9,2.3080800521683504,Iris-virginica
+11,6.298180379740007,2.6804066349194158,4.921329050133238,1.7015245082023522,Iris-virginica
+12,5.78567861539792,2.9693821720169056,4.225045161303692,1.1547298021413126,Iris-versicolor
+13,4.964741881065663,3.3126692514583818,1.9265914720206199,0.2124982427576763,Iris-setosa
+14,5.568415989338165,2.5101436084256905,3.9196391488133346,1.032304059196791,Iris-versicolor
+15,4.401734842732351,2.9395435995943306,1.4038674611996529,0.18939533774372513,Iris-setosa
+16,7.599722123824465,3.0,6.566566225025218,2.0861090855450013,Iris-virginica
+17,5.622239359148442,3.0,3.9091884469610627,1.265345513753341,Iris-versicolor
+18,6.47638057417641,3.175487685360798,4.992344690964643,2.089818962719188,Iris-virginica
+19,7.232573194855423,3.147675630394084,6.140886248575852,2.200091865987033,Iris-virginica
+20,6.270667817841933,3.392510277935171,5.455874607302567,2.316665838049185,Iris-virginica
+21,5.176979295288341,2.501556193106588,3.600987860467892,1.2361783429617161,Iris-versicolor
+22,6.017095473776444,2.787819747192972,4.545613051090848,1.1232746984534927,Iris-versicolor
+23,7.021624760067931,3.0,4.749914037705535,1.4746610787746586,Iris-versicolor
+24,5.469856107583678,3.487426615428292,1.8980253256812283,0.5973728634280844,Iris-setosa
+25,6.2840188825514955,2.1980828482119374,4.499194380510092,1.3960310354022043,Iris-versicolor
+26,6.40866952949429,3.2795935447524314,5.370331053337456,2.307198275293806,Iris-virginica
+27,5.865560557242473,2.984491668438048,4.669729885630784,1.5201438083659975,Iris-versicolor
+28,6.567362342856391,3.251419843520009,5.693115290441408,2.301404055443403,Iris-virginica
+29,4.915386424178292,2.0,3.579800477873061,0.7848451116686097,Iris-versicolor
+30,6.58218997829184,3.0,5.3634902679897705,2.25961015556103,Iris-virginica
+31,6.706964520679182,2.484918076536603,5.796603771539967,1.812317287012945,Iris-virginica
+32,6.14568082763102,2.5146623651933755,5.102639595555949,1.6041575349054504,Iris-virginica
+33,6.365458864833155,2.716639502913838,4.7915976107665434,1.8144891904533194,Iris-virginica
+34,4.449794647112784,3.2148383910442218,1.3770467442542678,0.20424694652126035,Iris-setosa
+35,6.126359999203249,2.2949722568928994,4.2125098724755485,1.1370782289891304,Iris-versicolor
+36,6.35541318268675,3.2921217625506483,4.7371833249382025,1.5976726418598999,Iris-versicolor
+37,6.688329891632907,2.9529915046670556,4.824052512970127,1.6151511133844891,Iris-versicolor
+38,6.798527326870652,3.218356218968111,5.708750391041477,2.2965171251736716,Iris-virginica
+39,6.142264099322017,3.3242953722068096,5.936092146679581,2.5,Iris-virginica
+40,4.700109436027516,3.6100725964632616,1.0000006268096988,0.20106068045528597,Iris-setosa
+41,6.330494590294893,3.3046779319182065,6.130044084024242,2.4999996109680462,Iris-virginica
+42,4.755137440159524,3.3733937245864443,2.2848651180739443,0.20555038318740496,Iris-setosa
+43,6.039980286450171,2.3649502436970544,5.094608807562524,1.5476561592742462,Iris-virginica
+44,5.512176578974849,3.7259937718339113,1.5655930459803042,0.2753472076074133,Iris-setosa
+45,5.547059086766472,2.547996553496801,4.0532759001669225,1.0723658076321678,Iris-versicolor
+46,5.621458182681863,2.6152735528996733,4.277626263987938,1.1988581541528387,Iris-versicolor
+47,6.800866350183359,3.124048402648918,5.926182210551649,2.153019784664383,Iris-virginica
+48,6.251378535828545,2.647045897161975,4.997181385083955,2.0005514679394722,Iris-virginica
+49,5.16992100414693,2.000026360177798,3.438792222677609,1.0793304454244668,Iris-versicolor
+50,5.048913915774659,3.4982883457774188,1.3769853467261859,0.1936254105751375,Iris-setosa
+51,4.688916650914907,3.4051941615479153,1.4374343272912582,0.217382798290201,Iris-setosa
+52,5.410490027063586,2.4064740921851007,3.7990635976340825,0.9617658324483969,Iris-versicolor
+53,6.097203177712284,2.8603913424363236,4.4102274019881245,1.1592590533772744,Iris-versicolor
+54,4.825937653519369,3.5824076282934136,1.589001875966175,0.1992504652797921,Iris-setosa
+55,4.3223285189592024,3.003973764870235,1.2845142313251465,0.1572760618168973,Iris-setosa
+56,6.042281056581535,2.6581349376132044,4.481806908268105,0.949656984315549,Iris-versicolor
+57,7.274804312136201,2.545254813282369,6.4479161195891415,1.928565267926025,Iris-virginica
+58,4.914943691594405,3.4005646026994665,1.4383057978536558,0.1852512712161619,Iris-setosa
+59,5.479915480177008,3.486485027015203,1.9665903393323214,0.34504443148658875,Iris-setosa
+60,7.201376486845876,3.1346871897854025,6.120633896283876,1.676852185226879,Iris-virginica
+61,6.229574583897085,2.7347936560573785,4.836541532243063,1.8248388807476523,Iris-virginica
+62,6.731598879654451,3.0,4.778582812779559,1.5150928295862245,Iris-versicolor
+63,5.508029328552251,3.0,4.499476245086718,1.5621059807306577,Iris-versicolor
+64,6.042195346564126,3.3361238465836247,4.666872015017587,1.7477550236428396,Iris-versicolor
+65,5.885244935335615,2.6136008015562986,4.233232766121255,1.0234811829320336,Iris-versicolor
+66,6.059540018428102,2.7261826021296183,5.1691401357089,1.8309042650687786,Iris-virginica
+67,6.386781387241927,3.3402657125497197,5.436699043675504,2.314329556365327,Iris-virginica
+68,5.615206327571571,2.4030800477582703,4.070137131404016,1.2836612963451466,Iris-versicolor
+69,7.697334378984587,2.651250159779471,6.899974210095966,2.2705485558300302,Iris-virginica
+70,7.6582352868278685,2.610920165307046,6.899998391175267,2.2776945321633604,Iris-virginica
+71,5.771177774796193,2.2213283287528887,4.024526443878518,1.2191282028734205,Iris-versicolor
+72,4.862074960933113,2.0,2.6434237027264307,1.0078175686314532,Iris-versicolor
+73,6.485364155795099,2.892392208564917,4.751056314564805,1.464691362119748,Iris-versicolor
+74,7.9,3.9611494988394385,6.455461631708532,2.100115356198301,Iris-virginica
+75,5.263409197952664,2.594865617080218,2.840331001698965,1.1762271197254943,Iris-versicolor
+76,4.401043730865483,2.860844430092968,1.4243861619129907,0.1980528564129622,Iris-setosa
+77,4.815444982885147,3.381806368311108,1.5203010182245624,0.20080060989026674,Iris-setosa
+78,4.3,3.0,1.0798210939697104,0.1,Iris-setosa
+79,7.691198488868183,2.5725645917690314,6.9,2.270259065837048,Iris-virginica
+80,5.033673371427617,3.8048461804105607,1.4584736620488798,0.2062052151231024,Iris-setosa
+81,4.559536325484901,3.6490608179599984,1.0,0.20391042513210203,Iris-setosa
+82,5.3651485908137175,2.6284245189747923,3.787694457975765,1.2599543193040528,Iris-versicolor
+83,6.557733876157681,3.125588820248688,5.264969258419918,1.9009679532364765,Iris-virginica
+84,4.920395133381348,3.0855865482551574,1.5564735294088266,0.10000010356106277,Iris-setosa
+85,6.085881937179989,3.2809549524665207,4.483037164589736,1.5564311776718165,Iris-versicolor
+86,7.531201671670614,3.0,6.416296989916207,2.1925159401086645,Iris-virginica
+87,4.954883953340578,3.0301504721673114,1.4124038754527677,0.1,Iris-setosa
+88,4.3,3.0,1.104648157587808,0.10000017044018446,Iris-setosa
+89,5.713457768964579,2.9780244569126264,4.5014914291776424,1.5475912411468997,Iris-versicolor
+90,6.128643195353826,2.3568942286654,4.889584029054393,1.601530271062543,Iris-virginica
+91,6.1418098363679166,3.559496966777131,5.513258860052771,2.3448783341539072,Iris-virginica
+92,4.871980454345955,2.0,2.2383374176341357,0.8885378341800744,Iris-versicolor
+93,4.3,3.0,1.073159126491108,0.1,Iris-setosa
+94,6.267450763595736,3.0340619273708724,4.808852613319819,1.632698225046379,Iris-versicolor
+95,5.157776074436535,3.5737558769175957,1.6488124727235192,0.2333250637286156,Iris-setosa
+96,6.170528534115623,2.1535191390653488,4.430751068148386,1.4680251892464602,Iris-versicolor
+97,7.7091061558186516,2.649576473259587,6.9,2.345225386438836,Iris-virginica
+98,6.082370169764695,2.8015966951105,4.74454102385672,1.335820734402926,Iris-versicolor
+99,7.690604655888717,2.881837041803518,6.649355760787716,2.037180635421557,Iris-virginica
+100,4.913509400516668,3.136091576919362,1.5193878275144832,0.1,Iris-setosa
+101,4.3,3.0,1.0976360740490272,0.1,Iris-setosa
+102,5.19722364180808,3.4045800094340257,1.4079385227004606,0.21897253055578614,Iris-setosa
+103,5.961094911778532,3.3082166758610683,4.5616164565898645,1.5636468900630858,Iris-versicolor
+104,6.409219968043262,3.2275327695665554,5.058756146185992,2.248429408859359,Iris-virginica
+105,6.456783060909365,3.0555082715508934,5.097836131406692,2.1962388855220696,Iris-virginica
+106,4.420698232702145,2.9368005637078816,1.315017626492792,0.20144336656221357,Iris-setosa
+107,4.3,3.0,1.0709479143044869,0.1,Iris-setosa
+108,5.500026647476234,2.5836482420757503,3.91259724501141,1.268457364701592,Iris-versicolor
+109,4.913100484683956,2.0,3.396978290236867,1.0392708140550793,Iris-versicolor
+110,6.041020557567969,2.927511360038845,4.2186554872466235,1.1051495902435227,Iris-versicolor
+111,6.288742344819677,3.2931066474024373,6.261132101260138,2.5,Iris-virginica
+112,7.148145971237946,3.056509535389702,5.456294991120935,2.162241249399523,Iris-virginica
+113,4.715480663877587,3.3810507521625044,1.548040734973339,0.19254821613396567,Iris-setosa
+114,5.015959699021668,3.635908636562939,1.4372358197307724,0.20864520078400173,Iris-setosa
+115,5.009574576990787,2.601303565114623,3.54222110160713,1.3317043939975548,Iris-versicolor
+116,4.3,3.0,1.1046834439877822,0.1,Iris-setosa
+117,4.881378691042337,3.612138387723952,1.4848073943369995,0.20120940328587295,Iris-setosa
+118,6.679678815315203,3.207611589773986,5.3462589024674205,2.3092786541526853,Iris-virginica
+119,5.777328107810145,2.8422704461710118,5.0886977552775665,2.4715880811929454,Iris-virginica
diff --git a/iris/tab_ddpm/0_0/14/test.csv b/iris/tab_ddpm/0_0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/14/train.csv b/iris/tab_ddpm/0_0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/14/val.csv b/iris/tab_ddpm/0_0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/15/synth.csv b/iris/tab_ddpm/0_0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..81925fd290e0f9b8664a180b550e98c22e4cbf32
--- /dev/null
+++ b/iris/tab_ddpm/0_0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.686337785232271,2.771505492058861,4.413039374935072,1.2208845531853028,Iris-versicolor
+1,5.757973065880266,2.90485855461874,4.1505222116777585,1.2645209470280248,Iris-versicolor
+2,5.605487924182588,3.0,4.502775548596968,1.4923384929236791,Iris-versicolor
+3,4.944906139099156,2.0,3.5704668857590836,0.7680023672271361,Iris-versicolor
+4,4.3,2.9855643891585806,1.0698739518023348,0.1,Iris-setosa
+5,5.5775190287682515,2.5926887534195573,4.211698102133454,1.3761948076973896,Iris-versicolor
+6,5.973340068507729,3.0,4.557175875530774,1.5343665905368034,Iris-versicolor
+7,6.0791781448142075,2.1664404744207304,4.3363056707519485,1.3530895842416575,Iris-versicolor
+8,7.366888679826227,3.0936719077918995,5.616254358312618,2.2606328080195777,Iris-virginica
+9,7.70643874385365,2.5902751284739636,6.9,2.311616287768582,Iris-virginica
+10,5.627274166268299,3.0605738001599883,4.621109268438252,1.621154411723926,Iris-versicolor
+11,6.219927104429228,3.3086980028357345,5.950316166584755,2.5,Iris-virginica
+12,4.300002694684217,3.0,1.1082070239159179,0.1000002676619319,Iris-setosa
+13,7.512333282573457,3.0,6.187846199842639,2.203093931211467,Iris-virginica
+14,7.899988795473192,3.512051341405557,6.41400708441981,1.887823865121237,Iris-virginica
+15,4.978879418865077,3.6025975171137943,1.3633174705849491,0.2050600771072263,Iris-setosa
+16,4.969629363210594,2.0,3.3910140883412865,0.7898391920968608,Iris-versicolor
+17,5.63887728236487,2.8275231557735694,3.6444359758266045,1.215761655953141,Iris-versicolor
+18,6.411693186783468,3.2809374270282223,6.115369932135108,2.5,Iris-virginica
+19,4.9016691655636215,3.0,1.4521080533723438,0.10000014168985731,Iris-setosa
+20,5.621248447795711,3.7259201149853864,1.5931076275806706,0.7187887718935608,Iris-setosa
+21,5.837184078583724,3.0,4.658106763661776,1.5805149758618726,Iris-versicolor
+22,5.684853223113368,2.6678141382205873,3.581543267567278,1.1387977131618763,Iris-versicolor
+23,7.899998733013578,3.786916392020625,6.419745117777602,2.0360569158853976,Iris-virginica
+24,6.1550455908924615,2.5917024607198202,4.952181115914001,1.6620493907235208,Iris-virginica
+25,6.057364348158766,2.154570911320391,3.9757865717474976,1.1685874717782645,Iris-versicolor
+26,4.551489285737093,3.1578314971993517,1.4807362753148103,0.18220208511551522,Iris-setosa
+27,6.00769241344215,3.2363511012540114,4.801465008202571,1.7422070695890428,Iris-versicolor
+28,7.9,3.6906379838305634,6.377735185410333,1.9689874310508384,Iris-virginica
+29,5.627320871294081,3.1392033982172536,4.622714759648512,1.768843598953286,Iris-versicolor
+30,6.747706424270472,2.9709915682046115,4.887125936994737,1.52726737373616,Iris-versicolor
+31,4.517515393106518,3.0,1.4233390250099733,0.23769122854928254,Iris-setosa
+32,5.357641873150749,4.081611469706526,1.2223726970076196,0.35815455298263604,Iris-setosa
+33,4.887113715349677,3.104343616159175,1.4663646809548536,0.10000024369681663,Iris-setosa
+34,6.350266144542971,2.3856480332240024,5.19875199963554,1.820507316782619,Iris-virginica
+35,4.5842720327598965,3.574703741318408,1.0000006847913077,0.1958723249371362,Iris-setosa
+36,5.069968094124447,3.4035813142817926,1.353654548268196,0.1971253391446407,Iris-setosa
+37,6.397092913493765,3.3234000012165126,6.149467345478366,2.4999998152171994,Iris-virginica
+38,5.068764853195082,2.6088110259059225,3.9013456966831956,1.4578879121636978,Iris-versicolor
+39,7.030474870718993,3.1467607044531047,5.771870154329923,1.9054873841149145,Iris-virginica
+40,4.659385624681549,3.0,1.4544590905556747,0.21232494635088286,Iris-setosa
+41,5.125032263844021,2.4492698427407396,3.664493405760234,1.1062790862405865,Iris-versicolor
+42,5.966582351202876,3.2428271050718545,4.658888207025743,1.5877851740855469,Iris-versicolor
+43,7.686681467177143,2.6639333804666503,6.8999796227101635,2.2051725681879586,Iris-virginica
+44,6.5178561271963575,2.515447063657806,5.6995189026581015,1.7464859705230555,Iris-virginica
+45,7.9,3.9632372254524033,6.3589297786409285,2.0056555854656275,Iris-virginica
+46,5.968121527262597,2.908767382277741,4.116946500268309,1.186320651163901,Iris-versicolor
+47,6.213298435833492,3.349586435717392,5.500919559363666,2.3350287795475397,Iris-virginica
+48,6.437286584478829,3.330943407391152,5.342065747975411,2.294194588932382,Iris-virginica
+49,4.989757853812471,2.0,3.506415801512561,0.8891046644956463,Iris-versicolor
+50,7.664575702330229,2.5983866335063945,6.9,2.322724563141626,Iris-virginica
+51,5.589349007564263,2.5039674033968566,4.006085450384467,1.1989439573574154,Iris-versicolor
+52,5.455970700337942,3.5986799734064623,1.4129602648767772,0.23413915613814396,Iris-setosa
+53,7.9,3.916032452997703,6.502466406034387,2.0677145050138868,Iris-virginica
+54,5.491063899556552,4.2,1.3336087025405365,0.19521748504834224,Iris-setosa
+55,4.680674553641079,3.2279047526353377,1.42492111228906,0.20586180004961963,Iris-setosa
+56,6.678546943167753,3.1134014160536174,4.802527565131878,1.5555686256826762,Iris-versicolor
+57,5.14376585523864,3.4367213284105094,1.5273479054475396,0.20902164311573465,Iris-setosa
+58,5.727321484480606,2.50813479722723,4.142073293859978,1.1534568277134012,Iris-versicolor
+59,6.557187916369256,3.089915702485677,5.2417082055524595,2.323676925967383,Iris-virginica
+60,5.8503111439425215,2.5300883988042546,4.218682367770121,1.1045362367065148,Iris-versicolor
+61,4.300006030175038,3.0,1.1387006002588105,0.10000027349251848,Iris-setosa
+62,5.8050907397744265,2.804754564460068,5.094590786803691,2.070002920079477,Iris-virginica
+63,7.9,3.906207108945003,6.444074620937217,2.051638894923114,Iris-virginica
+64,5.961809220009842,2.574183795391517,5.2697257427728745,1.6315474003550527,Iris-virginica
+65,6.120996902247519,2.630353745276412,4.894592014605854,1.6432902394072904,Iris-virginica
+66,7.780823252359254,2.9963467561853183,6.5978698797419835,2.1746209087885484,Iris-virginica
+67,7.672455186260126,2.583948158826871,6.9,2.250702026075793,Iris-virginica
+68,5.248125602044635,3.266868339225338,1.7545807675263156,0.1971669624620742,Iris-setosa
+69,6.005448842562266,3.2414422893384804,4.597698681917824,1.5742003038184478,Iris-versicolor
+70,6.275158858259588,3.0,4.391673583997762,1.3617588568263035,Iris-versicolor
+71,6.356626740366835,2.8379615201522235,4.80353735865153,1.4307968320377504,Iris-versicolor
+72,6.299821835284271,3.390599196697873,5.5276288213130025,2.3449827775355723,Iris-virginica
+73,5.827196988158985,2.330449729834656,4.136754412700238,1.2056214725103025,Iris-versicolor
+74,7.9,3.968429465026017,6.391931558418991,2.0874736183973885,Iris-virginica
+75,6.357582702901668,3.3132381899321155,5.96371538239561,2.4999994700577997,Iris-virginica
+76,4.491297468853895,3.313321506982957,1.4314190421098096,0.20261201882480798,Iris-setosa
+77,5.969825638716533,3.356658263186681,4.52381071629116,1.5841597304583177,Iris-versicolor
+78,7.680793399152144,2.558114025382141,6.9,2.329735485353151,Iris-virginica
+79,6.652728414909323,3.0,4.71159199012104,1.602345943196832,Iris-versicolor
+80,6.660173631450619,3.024430142087047,4.553252991675542,1.4335433957707502,Iris-versicolor
+81,7.118655322756514,2.5549801138717485,6.301926340925254,1.8731398537608577,Iris-virginica
+82,6.692394568330739,3.211573344341892,5.245186975399168,2.1168150091952334,Iris-virginica
+83,4.8428822936166025,2.0,2.20237537156922,0.7330179539065198,Iris-versicolor
+84,5.536973696094797,3.0,4.5792637730081776,1.5168306458300114,Iris-versicolor
+85,7.9,3.9789158766996118,6.545948167581857,1.9187005036306617,Iris-virginica
+86,6.302496018740876,3.3718511143990346,5.431969217417844,2.3380454136602786,Iris-virginica
+87,5.477104760775037,4.199999136649011,1.3300674741415304,0.18758849565080776,Iris-setosa
+88,7.639339354492138,2.79490465052275,6.605292245021498,2.024627514722909,Iris-virginica
+89,6.463626899909323,2.965476006398893,4.851833040819155,1.6269960336117866,Iris-versicolor
+90,6.648351762713237,3.0,4.902755446021157,1.630642011682883,Iris-versicolor
+91,6.621449319707702,3.1866443021187907,5.614966725605714,2.198678873970448,Iris-virginica
+92,5.472398928191579,3.925966454014774,1.3594555546414977,0.30358364823363476,Iris-setosa
+93,6.264134119432139,3.3386442746146363,5.9239308602412795,2.5,Iris-virginica
+94,4.572389956488991,3.698244521205617,1.0000006059468045,0.1916598556282169,Iris-setosa
+95,5.523562212104971,4.2,1.4200668301548207,0.19837428953897907,Iris-setosa
+96,4.806350784428664,3.345594434901211,1.4279378316013949,0.20245660262923335,Iris-setosa
+97,4.826599840662747,2.0,2.8346858401036177,1.0844426873898725,Iris-versicolor
+98,5.521655849897115,4.199999228411874,1.4064986140562146,0.21487514775041225,Iris-setosa
+99,4.412429951594481,2.9354571724472605,1.4156223233504053,0.2049934926615432,Iris-setosa
+100,6.438160961980496,2.6640002261895885,4.974284922549935,1.8322553364035734,Iris-virginica
+101,5.678645688641434,2.5391458985760877,3.897655494574532,1.0910810921686291,Iris-versicolor
+102,4.882748861793666,2.0,3.50000974285063,0.7694199172553587,Iris-versicolor
+103,5.48905478182945,3.0,4.3717481654714065,1.4355900920588476,Iris-versicolor
+104,4.3,3.0,1.085080662465292,0.1,Iris-setosa
+105,6.691480183172044,2.893931027721383,4.896006919425446,1.5889806237119652,Iris-versicolor
+106,7.692271236021745,2.628213505671418,6.9,2.3283575096294515,Iris-virginica
+107,4.5542889668040525,3.714171134791196,1.0,0.20053289821502482,Iris-setosa
+108,5.961785903914057,2.6734431899859366,4.37835231017241,1.2605005105184777,Iris-versicolor
+109,7.678754159202211,2.5835396577354346,6.9,2.3336946638594678,Iris-virginica
+110,6.3842738420500424,2.7295635251399695,4.465854866887165,1.2749653292123133,Iris-versicolor
+111,5.806508224197613,2.8937569870698105,5.2213018508042115,2.478199811184409,Iris-virginica
+112,7.9,3.83679782347041,6.425227052074187,2.0945132911812103,Iris-virginica
+113,6.017055548411862,3.442819201169271,4.559151076945158,1.6223552416014069,Iris-versicolor
+114,4.853854109939289,2.0,3.693072560123755,0.6844150203233128,Iris-versicolor
+115,4.722110386166774,2.0,2.710522291796975,0.5813342846253144,Iris-versicolor
+116,7.516091608993484,3.0,5.682701964291506,2.3289789104341523,Iris-virginica
+117,6.087973086494819,2.5400006384608216,5.508432798449528,1.4434312618691811,Iris-virginica
+118,5.237591247044119,3.38067167384707,1.920861072709005,0.9380775979443701,Iris-setosa
+119,4.829317728548757,3.0,1.489073440206091,0.27141609275899914,Iris-setosa
diff --git a/iris/tab_ddpm/0_0/15/test.csv b/iris/tab_ddpm/0_0/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/15/train.csv b/iris/tab_ddpm/0_0/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/15/val.csv b/iris/tab_ddpm/0_0/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/16/synth.csv b/iris/tab_ddpm/0_0/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2ef2514a9c28bf6ba0b3210e3dd0a16297eb14a6
--- /dev/null
+++ b/iris/tab_ddpm/0_0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.456787559701412,2.9725175205049097,1.4157947273997333,0.18957599027576594,Iris-setosa
+1,5.693709252632314,3.1110242399929153,4.704501285517206,1.6943825493947362,Iris-versicolor
+2,6.300135830241407,3.3352180785703713,6.057740519531281,2.5,Iris-virginica
+3,6.563841857128298,3.007940875316723,4.556303736734895,1.5273595606440082,Iris-versicolor
+4,6.266690543995473,3.291810130106075,6.097870031984437,2.5,Iris-virginica
+5,6.090768342104543,2.620671527911919,5.24540106951434,1.544539822133563,Iris-virginica
+6,6.627513261067143,3.080558473094318,4.750017990334294,1.538478196972742,Iris-versicolor
+7,5.786251231416131,2.158271802765494,4.016076319176654,1.07835818024472,Iris-versicolor
+8,4.582332237924254,3.694506106155795,1.0,0.226673397813349,Iris-setosa
+9,4.8579315236989045,3.0,1.424041591335349,0.10000011719848627,Iris-setosa
+10,5.352325519972436,2.5905289278026165,3.624139876811245,1.1563814804499386,Iris-versicolor
+11,7.704393759405633,2.6051038961038597,6.9,2.2765239441845893,Iris-virginica
+12,5.896186223138089,2.724985233103903,5.005807168861831,1.8979079392460265,Iris-virginica
+13,5.505225401410635,3.0,4.50745867462605,1.4887694276430243,Iris-versicolor
+14,5.306592068916797,2.280409312775033,3.425770447304428,0.9210335914619153,Iris-versicolor
+15,4.898006859645509,3.384436199189073,1.5563044499189,0.20192107284935892,Iris-setosa
+16,5.513879281288938,2.932860966366634,3.8822788863091873,1.3553791163888804,Iris-versicolor
+17,7.683853429769319,2.562092969030184,6.9,2.2561658837685723,Iris-virginica
+18,5.544471627610249,2.7056824787350844,3.7873327430196477,1.2353755186025634,Iris-versicolor
+19,4.716474828999727,3.385890727984826,1.587898982269305,0.18905325546622176,Iris-setosa
+20,5.625329843895899,2.375067942651173,3.6608925306179567,1.112175046917226,Iris-versicolor
+21,5.548826823068526,2.3621548845368183,3.8397209972840884,0.9458841705506876,Iris-versicolor
+22,5.133017073676621,3.4655726123878434,1.5783639869508783,0.6127187334663469,Iris-setosa
+23,6.242278007244462,3.321169708878566,6.089997136293022,2.5,Iris-virginica
+24,4.3,3.0,1.079527204508112,0.1,Iris-setosa
+25,5.695784051809342,2.681098271171528,4.07190699081619,1.3381703480536828,Iris-versicolor
+26,4.894005906481982,3.574804294372457,1.4999073359873718,0.19316320877385018,Iris-setosa
+27,6.7534551983569155,3.0,4.625707999826417,1.4254281232044244,Iris-versicolor
+28,4.714935899564579,3.0,1.480437782023463,0.19063184675434003,Iris-setosa
+29,7.9,3.837205878060484,6.479040035665543,1.9952864227079403,Iris-virginica
+30,7.9,3.8830309770021136,6.471424275083628,2.036132156246161,Iris-virginica
+31,4.749647151836109,3.400153646809881,1.877818751941954,0.21327074181357542,Iris-setosa
+32,4.3,3.0,1.0959704936232741,0.1,Iris-setosa
+33,6.720088146208341,3.223159912453472,5.7213096980063485,2.2499930689654146,Iris-virginica
+34,6.267697531634133,3.1485043211007766,5.264745172866434,2.15640381775583,Iris-virginica
+35,5.571922003035364,2.7676262848462576,4.227538071430497,1.1339404985886175,Iris-versicolor
+36,7.9,3.7356426255853448,6.365952914001884,1.867761657188793,Iris-virginica
+37,4.566354967645424,3.6607543088631007,1.000000445279055,0.20220504441884213,Iris-setosa
+38,4.369782718192629,3.0,1.25180445548577,0.1,Iris-setosa
+39,5.273629999896794,2.5421070233906473,4.0243082429136,1.4070204173114846,Iris-versicolor
+40,5.383135699297632,2.542234551139064,3.9036575242463436,1.290086206334543,Iris-versicolor
+41,5.690901709575183,2.7892234132157134,3.9204803621696684,1.3029418976213094,Iris-versicolor
+42,6.379007134452113,3.329933046103096,5.958771418823343,2.5,Iris-virginica
+43,7.9,3.910093688945722,6.570085495693546,2.0901641048189648,Iris-virginica
+44,7.9,3.683645873996094,6.47986581177997,2.0987985169043393,Iris-virginica
+45,6.177809993726408,3.3310159567662088,4.770907203973668,1.6529005521337627,Iris-versicolor
+46,7.9,3.8920586722388792,6.568164010838531,1.8664926595271274,Iris-virginica
+47,4.739398062856619,3.3898265269902903,1.5979135990611788,0.20415157100587336,Iris-setosa
+48,4.8172827763182235,2.0,3.289535676185399,1.0094892478058477,Iris-versicolor
+49,5.31227383302297,3.344519453786629,1.7109107066789215,0.7139068415248834,Iris-setosa
+50,7.633499058189654,2.5289874518578856,6.9,2.3094824341654263,Iris-virginica
+51,6.301399607734989,3.3266238651936275,5.974944540671642,2.5,Iris-virginica
+52,4.63483548502727,3.1050633864934896,1.4491291432177278,0.1951254431804307,Iris-setosa
+53,6.2220460815090215,2.785515797303131,4.838357418097123,1.8043877554859011,Iris-virginica
+54,5.51156760935646,2.555949211259703,3.716291393563188,1.05289466432204,Iris-versicolor
+55,6.586288277078654,3.041783129331402,5.055937784477626,1.8312180790496866,Iris-versicolor
+56,5.889380158270799,2.818231058659474,4.436699112452595,1.2499837640225029,Iris-versicolor
+57,5.928442494120717,3.5522926454591937,4.531849774824809,1.5809913412834646,Iris-versicolor
+58,7.680190931368789,2.925485741496415,6.584791017459077,2.1430107591383356,Iris-virginica
+59,6.21371226696986,3.2718378800380266,6.033602794146906,2.5,Iris-virginica
+60,7.745187873046943,2.5373046331826403,6.9,2.284948599752488,Iris-virginica
+61,5.341160859689518,2.419687564307715,3.681998246709473,1.1210589672766593,Iris-versicolor
+62,6.324455636933255,3.315497850093408,5.993832990116979,2.5,Iris-virginica
+63,5.791902227278582,2.7158655502620657,5.136601479823206,1.9028228485976841,Iris-virginica
+64,6.238116376959329,3.388975282435587,5.506987953690753,2.389867433737833,Iris-virginica
+65,6.078212450926688,2.1174145830752127,4.295866744953128,1.1930067963203705,Iris-versicolor
+66,5.116686684177133,3.4023540036010402,1.4239400246764216,0.19705323487261084,Iris-setosa
+67,6.258076877791385,3.2990081024032505,4.7670385272786024,1.6089448172096257,Iris-versicolor
+68,6.227744485938017,2.7832367868752628,4.750576244893564,1.7024482903326397,Iris-virginica
+69,6.416093417295087,2.6410643103883467,5.8490690386463715,1.5261538017136929,Iris-virginica
+70,4.805983306405254,3.0,1.4295116016721736,0.10000013086384817,Iris-setosa
+71,6.167333375716609,3.339489715753666,6.195851722998814,2.5,Iris-virginica
+72,4.883756623891348,3.448411450168853,1.5924274886143048,0.19240637593806853,Iris-setosa
+73,5.851026135109982,2.1943696483741832,4.206928042934735,1.3697179216991424,Iris-versicolor
+74,5.621812156159736,2.505911406449487,3.960535043307336,1.108858390789573,Iris-versicolor
+75,4.300002963280199,3.0,1.1311647423947375,0.10000035039639185,Iris-setosa
+76,6.252267603722685,3.0,5.560209645248893,2.4783072220699442,Iris-virginica
+77,5.457805403880949,3.4550116017923784,1.4905542315832558,0.24437456428712917,Iris-setosa
+78,6.377623957869925,3.341225256353547,6.112858298560088,2.5,Iris-virginica
+79,7.8999989558523795,3.8210993472080172,6.2644295699602255,1.8571263688733441,Iris-virginica
+80,5.286897137110905,2.554750282566087,3.6872820302637734,1.1749853175305114,Iris-versicolor
+81,6.620999397483338,3.0,4.569822761204625,1.5318561141482552,Iris-versicolor
+82,7.758626286107864,2.6469726006352,6.9,2.333189622032617,Iris-virginica
+83,4.746860658353855,3.111814656293473,1.4747815549921963,0.2274540834893955,Iris-setosa
+84,4.3,3.0,1.072445339375583,0.1,Iris-setosa
+85,6.279686692850758,2.927624483217426,4.724384934584965,1.3836901402861275,Iris-versicolor
+86,5.946704355220063,2.9807254812677453,4.61316924889641,1.4586919894730692,Iris-versicolor
+87,5.518549433279048,3.5703379725750968,1.5131248802314015,0.3451822334566254,Iris-setosa
+88,5.8784259778134125,2.7089061231278935,5.1779198934658845,1.874608906494051,Iris-virginica
+89,4.679868111749495,3.5008873308972386,1.0000006494246456,0.20395764810215006,Iris-setosa
+90,6.4598588035715645,3.2776539801712627,4.56284209328352,1.5039464186678304,Iris-versicolor
+91,4.412906142356963,3.0,1.3575251791593155,0.19329006818222239,Iris-setosa
+92,5.437465543147146,4.2,1.4136848208948698,0.1828963145596948,Iris-setosa
+93,5.574721927857178,2.998223672256883,4.399583753718212,1.3358980843205621,Iris-versicolor
+94,7.29346672849632,3.084683039582157,6.159030899138557,2.3076499791664387,Iris-virginica
+95,5.95803193359141,3.444130305833737,4.5700340539528295,1.6762003799649228,Iris-versicolor
+96,7.899998520690545,3.7228331820534173,6.367632974457663,1.988403306383002,Iris-virginica
+97,4.893485158898279,2.0,2.8977466877592244,1.0034559751964724,Iris-versicolor
+98,6.07046919297241,2.2718368691487947,4.136728672098052,0.6735515675387445,Iris-versicolor
+99,4.435750195304635,3.0808579027261125,1.3293043978423624,0.20055442543495128,Iris-setosa
+100,7.899998249291792,3.7244224819603056,6.3578154715172,1.9971301619121107,Iris-virginica
+101,4.887846980567825,2.0,2.5241122927582293,0.7262955972667202,Iris-versicolor
+102,5.661067496653146,2.001955021533399,3.89733826490236,0.9406721747623866,Iris-versicolor
+103,5.017653992768002,3.0,1.7797726771368103,0.19999143091206403,Iris-setosa
+104,4.974097720229487,3.1203419613585055,1.4533911575870357,0.1,Iris-setosa
+105,6.675295831000329,3.0,4.904273902503723,1.630502565303484,Iris-versicolor
+106,5.941340986143501,2.919722039525935,4.6443291088704,1.235104204032688,Iris-versicolor
+107,5.70488065268874,3.0,4.549783432667663,1.5117953343391186,Iris-versicolor
+108,4.890506127778021,2.0,2.5783592029073445,0.8769018805722876,Iris-versicolor
+109,6.299009238358604,2.983171385363433,4.696602995859297,1.414347837905327,Iris-versicolor
+110,6.057904284372953,2.6607139050430355,5.630124015517866,1.522134404397166,Iris-virginica
+111,5.379144465948184,2.744898636584267,4.211896485993878,1.3486961563684188,Iris-versicolor
+112,7.587686334997,2.6412781130213534,6.899988216962186,2.2564947853901134,Iris-virginica
+113,6.137051445760071,3.5621098040512966,5.6498329725540835,2.367744528907509,Iris-virginica
+114,4.4134038752378775,3.0,1.4059637417649116,0.19262413443132465,Iris-setosa
+115,4.3,3.0,1.1196476612656647,0.1,Iris-setosa
+116,4.8693271097728,2.0,3.403810303960312,0.7727316649853364,Iris-versicolor
+117,6.9946427751860085,3.214535450522518,5.85250474653938,2.3070682557209317,Iris-virginica
+118,5.188742091692118,2.8132538175761708,3.8563792074388346,1.4210293967657355,Iris-versicolor
+119,6.462134305681839,2.9622718936851467,4.513145358456029,1.4992426301460786,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/16/test.csv b/iris/tab_ddpm/0_0/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/16/train.csv b/iris/tab_ddpm/0_0/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/16/val.csv b/iris/tab_ddpm/0_0/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/17/synth.csv b/iris/tab_ddpm/0_0/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8ec9bc3eee4e7f3b815af684a9e592cce5077a36
--- /dev/null
+++ b/iris/tab_ddpm/0_0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.844273635782162,2.0,3.1260485841602343,0.9735037006488197,Iris-versicolor
+1,6.534200522890673,3.058515444836787,4.788931201744946,1.5154038809182286,Iris-versicolor
+2,4.985316562430539,3.402292140737993,1.5786298922688187,0.2569878720585904,Iris-setosa
+3,5.314956114060895,3.5683824378237756,1.5177741647556056,0.21655392335130033,Iris-setosa
+4,6.347154877823168,3.342949278443278,6.095228184684971,2.5,Iris-virginica
+5,4.595267929476837,3.597898461099846,1.0000016041610418,0.20143623479585915,Iris-setosa
+6,5.455931182101309,2.5008597886611446,3.280472464789071,0.9818956753704913,Iris-versicolor
+7,5.707718107899216,2.735644542462995,5.1540360437610095,2.0116234973213616,Iris-virginica
+8,5.147891733581323,3.368195663419876,1.7950492907764166,0.6878486779446111,Iris-setosa
+9,7.70238336071464,2.5531243389154086,6.9,2.2261574834793016,Iris-virginica
+10,7.9,3.831296130530023,6.3373264206536275,1.967595490442303,Iris-virginica
+11,7.9,3.7999934457110696,6.489861165607482,1.930843917359458,Iris-virginica
+12,5.046881853698547,2.0,3.5873607280290787,0.9461620037159878,Iris-versicolor
+13,6.468222433599529,3.2466999574619013,5.163272741411616,1.9310201374591633,Iris-virginica
+14,6.928891052521583,3.2190453676067055,5.822703216573075,1.9073331939062026,Iris-virginica
+15,4.6315866639981875,3.221327246435861,1.500502880202077,0.2009093599233614,Iris-setosa
+16,6.075419993591047,2.70658118111789,4.949391808342257,1.7569161730019633,Iris-virginica
+17,6.168353210718215,3.3091885727975896,6.069020901638829,2.5,Iris-virginica
+18,5.517335603127093,4.2,1.424749036043476,0.20453309546435766,Iris-setosa
+19,5.200028061204983,2.6985010704369716,3.8204956249024526,1.4257641358725084,Iris-versicolor
+20,7.742228786105035,2.6420199293530158,6.8999979906825635,2.3209114745025667,Iris-virginica
+21,6.354193138496247,3.319260372679581,6.0142304957260215,2.4999994941161883,Iris-virginica
+22,4.3,3.0,1.0789180397742486,0.1,Iris-setosa
+23,4.576712327314661,3.674115418451896,1.0000006072883405,0.2038168180501513,Iris-setosa
+24,5.48241961813226,4.199954652485176,1.4137104707581265,0.21080828836224666,Iris-setosa
+25,5.772975916019468,2.820818208278023,5.129097155748066,2.3347195839649175,Iris-virginica
+26,4.964380763054788,3.416502827666442,1.5045648273022663,0.21777381370511245,Iris-setosa
+27,5.185337227230973,3.457424061457313,1.5064524276297986,0.19750258178097774,Iris-setosa
+28,5.965630833512764,3.385019931377384,4.4576769246919685,1.5497041420563202,Iris-versicolor
+29,5.843602274619721,2.744104856630345,4.468897450565564,1.3523778634725334,Iris-versicolor
+30,5.627451924820934,3.779346244724287,1.5438437217191718,0.3793401222981787,Iris-setosa
+31,6.36974728502522,3.0,4.939947946536507,1.6307339417095108,Iris-versicolor
+32,4.9066396627594635,3.0,1.4714840832705331,0.10000010185699562,Iris-setosa
+33,5.674117038413564,2.928835752133279,4.0778070991088065,1.4070928302863734,Iris-versicolor
+34,4.717772802760541,3.337914744569519,1.4933908047528588,0.1964301507784189,Iris-setosa
+35,5.5474614389808075,3.0,4.515023747292581,1.417790422416632,Iris-versicolor
+36,5.417357055079549,3.7728871311710486,1.4502308811743436,0.2273865828534924,Iris-setosa
+37,6.7260888767835745,3.078158579175357,4.688823294136884,1.544158983085461,Iris-versicolor
+38,6.34001021212934,3.2400369235053157,4.4394831493814015,1.4701259138114238,Iris-versicolor
+39,6.005943800509362,3.0,4.614675868043625,1.4782062360564596,Iris-versicolor
+40,6.7336042611028795,3.254561371306951,5.547412932954016,2.3157794973234567,Iris-virginica
+41,4.997042206814937,3.1293097397493503,1.583145918979988,0.2243039233574852,Iris-setosa
+42,6.443984919528313,3.321364600981339,6.293080048941756,2.5,Iris-virginica
+43,5.000132992410056,3.628701803682035,1.4835406901682298,0.2008510214495457,Iris-setosa
+44,4.915611706938734,3.136310567627984,1.5470756477733782,0.23871832773666118,Iris-setosa
+45,7.569859898989922,3.0,6.6396214321224765,1.9957181973463354,Iris-virginica
+46,4.821921121651797,3.527063321701015,1.532682073813167,0.18765922744043018,Iris-setosa
+47,6.029674861384682,2.7410384748443457,4.451917470883653,1.2166634952122952,Iris-versicolor
+48,4.882309459523884,3.0566585468028755,1.4825855650462154,0.1,Iris-setosa
+49,4.590605327458081,3.604049423961531,1.0,0.20029156833446513,Iris-setosa
+50,6.65278983746535,3.0237757007217088,4.804494041385483,1.6068708648672958,Iris-versicolor
+51,6.044544536755109,2.289136019872121,4.975206727768592,1.60413768588151,Iris-virginica
+52,5.240797982342718,2.4860262599452114,3.392721676567907,1.0300408716598155,Iris-versicolor
+53,5.8737171636795775,2.5356027043722986,3.875259047590472,0.6231047334670909,Iris-versicolor
+54,5.533744418465996,4.2,1.445632291096678,0.19996834009901354,Iris-setosa
+55,4.961368935878727,2.0,3.4751136598154995,0.9592411163584215,Iris-versicolor
+56,4.650489767246928,3.5811869664996387,1.0000006679391924,0.21540800949677072,Iris-setosa
+57,5.224254769267426,3.73136114176263,1.4445107084344648,0.2255635498754482,Iris-setosa
+58,5.543471913790908,3.0,4.442201761040386,1.3845308002293293,Iris-versicolor
+59,6.603565219692664,2.9222128523331943,4.7742068282191354,1.5829207998693409,Iris-versicolor
+60,6.531281553494741,3.1056962241255897,4.699004388605591,1.5964430197099304,Iris-versicolor
+61,6.159769383974726,2.900659216275771,4.475764808116173,1.329421706994656,Iris-versicolor
+62,5.327382497079277,2.7158965338858496,3.7083276657665705,1.2578950664237065,Iris-versicolor
+63,6.597189892632443,3.0,4.8245919889086615,1.5924398913454936,Iris-versicolor
+64,4.720910222940675,3.0,1.4178481327329948,0.5272578188512228,Iris-setosa
+65,5.692394002276598,3.5926754628832156,1.7354619852091597,0.4419199297219716,Iris-setosa
+66,5.8020693594458095,2.268287675648041,4.0964417422385475,1.2857961771152535,Iris-versicolor
+67,4.511143433536241,3.3308989665800244,1.2454101375407651,0.20010433447678086,Iris-setosa
+68,7.707010064779949,2.660383936498598,6.9,2.3107005356768955,Iris-virginica
+69,4.809426975545973,3.1685408506540016,1.4065439997586884,0.4952842479309525,Iris-setosa
+70,6.151929105294023,3.148380049397494,5.550526082279024,2.463272862318396,Iris-virginica
+71,5.457733607579994,3.740283664604821,1.4435545029424321,0.25731162812478237,Iris-setosa
+72,6.193621673321956,3.331945686707573,5.589152274437686,2.3195883022538855,Iris-virginica
+73,5.748099567945956,3.2337487553774666,4.604812629647721,1.55907865857076,Iris-versicolor
+74,5.042513704755383,2.000000454055203,3.5338235930331967,1.0561696297117142,Iris-versicolor
+75,5.169555616236794,2.000007224474629,3.6707300598368877,0.8612886215015902,Iris-versicolor
+76,4.920089161521252,3.0,1.4960210768045052,0.22375997717603535,Iris-setosa
+77,4.526087346110852,2.90095531276755,1.4190410855054965,0.21699583655084606,Iris-setosa
+78,6.5831212710437335,3.0340581967888687,5.648211553220758,2.0283696070715296,Iris-virginica
+79,5.549444068786048,2.95725179157423,4.220867209695613,1.3975989179445036,Iris-versicolor
+80,7.540915346076164,3.020880310237636,6.405115324194775,1.9284774801530051,Iris-virginica
+81,5.434695492226321,3.0,4.453548839521088,1.4850786153663913,Iris-versicolor
+82,7.899998091898845,3.738262327259578,6.285953565735419,1.938012773085221,Iris-virginica
+83,5.975090058493786,3.140425190288763,4.677830086690145,1.605972168181906,Iris-versicolor
+84,5.02333206593323,3.3227513724955213,1.5639468273813248,0.24364223257662354,Iris-setosa
+85,5.947584530057229,2.40986533917904,5.253722388900814,1.595065427697002,Iris-virginica
+86,5.392141326508277,2.925438647506848,4.2302636431259,1.4581048749178944,Iris-versicolor
+87,6.376260531330891,3.0,4.8588764547461905,1.528861149242749,Iris-versicolor
+88,6.376478303460593,3.2828450531654707,6.156423460768124,2.5,Iris-virginica
+89,7.745495265008696,2.881280172373156,6.6723426903489775,2.097339568777198,Iris-virginica
+90,4.398464285626004,3.1353108740306763,1.3590570750001023,0.20170500564054,Iris-setosa
+91,4.770037882781069,3.376089027484194,1.5923789629059268,0.19598682143854285,Iris-setosa
+92,5.74352556785994,2.840778471994818,4.100013694546366,1.1802335114027294,Iris-versicolor
+93,6.787404168014214,3.1045752764190984,5.169941057506909,2.258155196878191,Iris-virginica
+94,4.3,3.0,1.0953340989133995,0.1,Iris-setosa
+95,4.918562942227065,3.5949536813291343,1.4931525628970057,0.1898068144289628,Iris-setosa
+96,6.465133126532025,2.611031467196973,5.056693629737045,1.7794337411768995,Iris-virginica
+97,6.328435562212768,2.780408428788305,4.567449802233047,1.3233756287304208,Iris-versicolor
+98,5.806319827111371,2.2050619562851597,4.2438715029849154,1.3543691444510817,Iris-versicolor
+99,6.204926964208677,2.5035697894834406,4.992515701741173,1.7927579436783416,Iris-virginica
+100,5.74957566261367,2.84337070647215,5.267621925984912,2.4010410922176146,Iris-virginica
+101,6.140057724774906,2.530970904659424,5.515527960771163,1.3843731605032714,Iris-virginica
+102,5.524760052473622,4.199992514699829,1.3903946583040625,0.21285640201197356,Iris-setosa
+103,7.7317294054798635,2.8007413462820225,6.75765880830654,2.03173537427,Iris-virginica
+104,6.443013968573792,3.308776908410378,5.420820493163561,2.3441010756380685,Iris-virginica
+105,6.302356166786986,3.294384342471017,5.849544501989455,2.499998884099536,Iris-virginica
+106,5.493101124957818,3.0,4.5485497397925085,1.55539372046959,Iris-versicolor
+107,7.223936564357743,3.175769507534405,5.927776190642598,2.2321777915318695,Iris-virginica
+108,5.543657129056432,2.949376388675379,4.413366096307356,1.3679419534128312,Iris-versicolor
+109,4.801393315986363,2.0,3.1605895187492665,0.9823541707017804,Iris-versicolor
+110,5.9347305104550925,2.174001287924205,5.010463391916957,1.5082761113005958,Iris-virginica
+111,4.3979839273508805,3.2463511836071337,1.317470095756757,0.19771890407830806,Iris-setosa
+112,6.514045125132918,3.27326826558253,5.460713030212001,2.3065879184728115,Iris-virginica
+113,5.47245328953214,3.0,4.49347487019986,1.50245046015258,Iris-versicolor
+114,6.076570522945296,3.24122272825629,4.786863466466765,1.6893937291959626,Iris-versicolor
+115,5.4221325429444915,3.4179740792188102,1.5448545164181784,0.39205077966821406,Iris-setosa
+116,5.746543287494388,2.721370368766623,5.092734850724656,1.8730550796279208,Iris-virginica
+117,5.912697602659238,2.9727451925346484,4.504779637386021,1.4020645920388304,Iris-versicolor
+118,6.364924606256965,3.3284146876216694,6.172135013089442,2.5,Iris-virginica
+119,6.13896155493631,3.3523160075336165,4.589807034532432,1.5538611264387219,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/17/test.csv b/iris/tab_ddpm/0_0/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/17/train.csv b/iris/tab_ddpm/0_0/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/17/val.csv b/iris/tab_ddpm/0_0/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/18/synth.csv b/iris/tab_ddpm/0_0/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..758cb5371d60f71d83fcd0098103e0bf1bd9ded6
--- /dev/null
+++ b/iris/tab_ddpm/0_0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.8346685513792065,6.349378506982843,1.9928609283657177,Iris-virginica
+1,4.3,3.0,1.065967726054383,0.1,Iris-setosa
+2,5.463572807007571,2.830057807632848,4.280749128662981,1.3501059440528216,Iris-versicolor
+3,6.748261124784663,3.0683978603418245,4.650986791059832,1.4266254189948369,Iris-versicolor
+4,5.241810223581506,2.520199814231778,3.636153636635866,1.1902096147863297,Iris-versicolor
+5,4.711581855217378,3.215906050630296,1.3979429494310165,0.21174049069706885,Iris-setosa
+6,5.531166773943743,3.8689685074120175,1.4613672931133797,0.27528470006942185,Iris-setosa
+7,4.595528197136701,3.6027392677129586,1.0,0.19567220179236036,Iris-setosa
+8,4.609199216925222,3.6029274389371233,1.000000470594896,0.1929894747662638,Iris-setosa
+9,6.353400549906922,3.3247311898308336,6.075510014226182,2.5,Iris-virginica
+10,6.514605768551626,3.334493844087118,6.170290595681648,2.5,Iris-virginica
+11,5.238048888534382,3.403580127732662,1.4914484398811942,0.24296466741993517,Iris-setosa
+12,7.8999828141899355,3.6025998759123494,6.225953500011299,1.9855956220951865,Iris-virginica
+13,5.629103017402442,2.9832800252257092,4.1749158062483565,1.225357093249508,Iris-versicolor
+14,6.047195089810117,2.210700409722335,4.3206896070969885,1.3789067156262198,Iris-versicolor
+15,5.756053116366639,2.795954670791156,5.149408479009405,2.3357415028119273,Iris-virginica
+16,7.738294721114532,2.7736091411109514,6.786927713525321,1.9260074627826167,Iris-virginica
+17,6.298750794535889,2.849889757428472,4.405038085690841,1.4740063439970705,Iris-versicolor
+18,6.369354488355998,3.366164908332421,5.4854219327682054,2.3554353668544303,Iris-virginica
+19,7.787453341688468,2.5110903852195876,6.9,2.369877827726638,Iris-virginica
+20,6.175103567254927,2.4005432648748,4.97080770000072,1.6314696268887798,Iris-virginica
+21,6.32222873703025,3.392495395089233,5.475154853585156,2.345264895752881,Iris-virginica
+22,6.330589737866377,3.2853907563157994,5.967624479322405,2.4999996518394996,Iris-virginica
+23,5.479781812653124,3.906634466936629,1.3181305230247866,0.4007839219123146,Iris-setosa
+24,5.476713174861025,2.4698729269938626,3.699395935339941,1.0239888570357425,Iris-versicolor
+25,6.648041904903522,3.0,4.663643068682935,1.4548643381934578,Iris-versicolor
+26,4.959729179136602,3.3054581153530096,1.5023611453688661,0.23502991040570825,Iris-setosa
+27,4.912153873833772,3.485857834561119,1.531754939386172,0.20274438310945986,Iris-setosa
+28,6.373916354360694,3.1584466229703314,5.363555376688662,2.2878321649458835,Iris-virginica
+29,7.783823869132937,2.609416423046243,6.9,2.3318121231125786,Iris-virginica
+30,7.9,4.003196471907925,6.38033844221702,1.9829503182106631,Iris-virginica
+31,6.25928439824101,3.3192305900638432,6.089794863345001,2.5,Iris-virginica
+32,6.0050132985663325,3.3199492288495316,4.697237535535012,1.669101562282036,Iris-versicolor
+33,6.660883687019416,2.7143620583816186,4.817030356889634,1.5159351431670662,Iris-versicolor
+34,5.719349108514507,3.0,4.240498446476971,1.3295926668751683,Iris-versicolor
+35,5.519271130487618,2.560687019839747,4.118217185995368,1.1223361581697497,Iris-versicolor
+36,7.9,3.985338703381564,6.3373885145783495,2.0865645827515715,Iris-virginica
+37,5.018522980273172,2.0,3.4295252224466344,0.9427279586659454,Iris-versicolor
+38,4.3,3.0,1.0965467350962355,0.1,Iris-setosa
+39,5.327010118988531,2.854157333008035,4.216710642066148,1.4003195546275897,Iris-versicolor
+40,4.730316414530595,3.3223876879049197,1.5635780458511468,0.20580357716052072,Iris-setosa
+41,6.364047223112238,3.0,5.4009637796647025,2.2477603258663184,Iris-virginica
+42,6.406122017181757,3.3273734209684838,6.080602182553499,2.5,Iris-virginica
+43,4.844300502347027,3.3476041702308725,1.4506331802851145,0.19505595439400175,Iris-setosa
+44,7.043817521517955,3.2285595024893845,6.006863073566679,2.0427562743355026,Iris-virginica
+45,4.851601401578377,3.446431764916614,1.907588842358471,0.21232634320335497,Iris-setosa
+46,5.749989350930495,2.870466306317772,4.318200762088886,1.0316865929155734,Iris-versicolor
+47,4.457252424374656,3.0,1.365136139701108,0.20394041236146904,Iris-setosa
+48,4.549299622247678,3.1282688404922783,1.48741969533552,0.20253954156348322,Iris-setosa
+49,6.492629603749953,3.2004403295606147,4.748434178934679,1.5648149032301812,Iris-versicolor
+50,4.8030757577872185,2.0,2.9896215645668485,0.6734687520469724,Iris-versicolor
+51,4.830692199456897,3.0,1.5633831339329745,0.1895083480470543,Iris-setosa
+52,5.065394755408212,3.52666986694059,2.119911268849333,0.23909721973348316,Iris-setosa
+53,4.6898436217383495,3.598810331567158,1.0,0.20807080660987098,Iris-setosa
+54,4.933265463101536,2.0000007968990654,3.3671063903555254,1.0241268586011343,Iris-versicolor
+55,4.867970844494851,2.0,2.6354584029024384,1.0021991098576861,Iris-versicolor
+56,6.864577054941757,2.7569524858022927,4.78300628261307,1.4914020492916629,Iris-versicolor
+57,5.787077916016529,2.905737182247455,4.0369819236843165,1.2545929021860998,Iris-versicolor
+58,4.582933278831636,3.69859326565113,1.0,0.2013853306320199,Iris-setosa
+59,4.3,3.0142941093152147,1.104937828191369,0.1,Iris-setosa
+60,6.806903221198794,3.0,4.89917256891275,1.5480117500392492,Iris-versicolor
+61,6.06968790388103,2.9497079770072396,4.70358820479677,1.436772329941183,Iris-versicolor
+62,5.412533862502131,3.5211339853324874,1.4408729372962596,0.21577952949088414,Iris-setosa
+63,7.712325134897068,2.629751733761915,6.89999626832614,2.3092335816767005,Iris-virginica
+64,6.113994267581202,2.1337142249582106,4.278636183091398,1.3250676225229256,Iris-versicolor
+65,4.3,3.0,1.0945576212175625,0.1,Iris-setosa
+66,4.3,3.0,1.092603328670379,0.1,Iris-setosa
+67,6.562055110547035,2.882143228400507,4.639685050773932,1.5425248403317244,Iris-versicolor
+68,6.840762745899293,3.1278622354979992,5.822203672756355,2.3160090471579693,Iris-virginica
+69,5.449389174241356,3.811163784715695,1.428251791827634,0.27145649360809365,Iris-setosa
+70,6.506527423709413,2.6134271428765454,5.4410926660801415,1.72313759889915,Iris-virginica
+71,6.749934159589847,2.9658100144384822,5.0064983459474375,1.6893855025417224,Iris-versicolor
+72,6.2704866215799795,3.314578440373534,6.141447211796475,2.5,Iris-virginica
+73,6.411766096573145,2.897079480342883,4.694386492132149,1.3666676709697185,Iris-versicolor
+74,5.775674379873202,2.728798585686006,5.09377202725286,1.9489216633009903,Iris-virginica
+75,6.898195234539302,2.553111351247184,6.327063194066388,1.7767334787345657,Iris-virginica
+76,7.9,3.970122192096147,6.392116608189738,1.9808894219686002,Iris-virginica
+77,7.6929152925557025,2.8992029111305504,6.680959686360312,2.061065092774531,Iris-virginica
+78,5.2413332798666845,3.487107583640631,1.3244363677679365,0.24000522044085082,Iris-setosa
+79,6.201088544661066,3.0,5.000471130685957,1.9559923162322876,Iris-virginica
+80,6.097031022591299,2.542292479474323,4.406618877365516,0.9985862331445372,Iris-versicolor
+81,4.3,3.0,1.0567284045651928,0.1,Iris-setosa
+82,7.899998850313196,3.7944008837808245,6.370692446131965,2.0304540117810914,Iris-virginica
+83,7.6492860636791,2.688944322254007,6.880258349852022,2.071783710772796,Iris-virginica
+84,5.4778014666483745,2.678657910057643,4.2236816671080195,1.2974652899348522,Iris-versicolor
+85,4.78282205704032,2.0,3.3103413568323825,0.8100156344348101,Iris-versicolor
+86,4.6651823724093315,3.7272935730444963,1.0000006606518546,0.18762588271830938,Iris-setosa
+87,6.233812379149256,3.298648248179522,5.281552711954323,2.3038837282859888,Iris-virginica
+88,6.530911076839864,3.299956091280214,5.610525384033225,2.282303694463441,Iris-virginica
+89,4.837357651957137,3.023386817011156,1.4853240708939999,0.10000012730052076,Iris-setosa
+90,5.693775404472444,2.568888438212874,4.118988444306991,1.093764553509149,Iris-versicolor
+91,5.859109013906808,2.6018016386612004,4.298882505516152,1.186671481697966,Iris-versicolor
+92,5.040524796514659,3.4036753637869777,1.4226869291477715,0.19208057071436319,Iris-setosa
+93,4.300002778223406,3.0,1.1163889566599636,0.10000016361630135,Iris-setosa
+94,5.666923501504016,3.0,4.4397760949117115,1.4734327352526442,Iris-versicolor
+95,5.375690259493785,2.5894642631451035,3.751793064349301,1.2192229648402804,Iris-versicolor
+96,5.749948125830708,2.698340343138869,4.018926018985453,0.8989138708420109,Iris-versicolor
+97,4.862592151752777,3.0,1.3937281047869212,0.10000012082720305,Iris-setosa
+98,5.672814291438798,2.9566414245711887,4.1514604057162865,1.237242240387568,Iris-versicolor
+99,4.357704259652914,2.850078041828706,1.3674129808668603,0.18597287741650603,Iris-setosa
+100,4.8901950358586435,3.1013330747638257,1.4585061395512084,0.10000009679364372,Iris-setosa
+101,6.050531505680965,2.310974700432861,4.914252936385664,1.566683981862252,Iris-virginica
+102,5.963481537339415,2.7647165260064015,4.934250946544368,1.9484431865597496,Iris-virginica
+103,6.424976855850761,3.0,5.765952718590696,2.2106142252962293,Iris-virginica
+104,6.260980097660693,3.269982279931106,5.423411758563684,2.3179973301281436,Iris-virginica
+105,5.752359140444139,2.588862758728183,4.22473843101687,1.0045657184402794,Iris-versicolor
+106,5.801791544869762,2.9323238835295844,4.220077981612064,1.1331435224475443,Iris-versicolor
+107,6.083924631446562,2.7740997460296275,4.980653640545169,1.9542919373765606,Iris-virginica
+108,5.514487985994988,3.7305499539689526,1.474682561895756,0.4210117204904391,Iris-setosa
+109,7.614927935854407,3.003379335515542,6.045803827699997,2.3248100054012437,Iris-virginica
+110,4.3000006318986665,3.0,1.1034407344070853,0.10000011167521114,Iris-setosa
+111,6.0595230108369185,2.554455226430756,5.3952010321182975,1.5108630987072953,Iris-virginica
+112,4.913903144385179,3.0,1.4281101627883603,0.1,Iris-setosa
+113,5.986195493649038,2.8220274085639936,4.9412156980717095,1.941341831370423,Iris-virginica
+114,7.697730682592218,2.538952678017996,6.9,2.2269569366379915,Iris-virginica
+115,5.860271356921572,2.6962119793539157,5.092573963369765,1.8942578388134397,Iris-virginica
+116,5.848049979084586,2.695896755130433,4.301488970112763,1.0829753578435102,Iris-versicolor
+117,4.537380827775293,3.1700983860310523,1.4736906518346182,0.2142266106386874,Iris-setosa
+118,5.788081705090774,2.6477867166414,5.191608451209594,1.8621080059505721,Iris-virginica
+119,4.952613494973447,3.3947858357452825,1.423107762670613,0.18164259663132554,Iris-setosa
diff --git a/iris/tab_ddpm/0_0/18/test.csv b/iris/tab_ddpm/0_0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/18/train.csv b/iris/tab_ddpm/0_0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/18/val.csv b/iris/tab_ddpm/0_0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/19/synth.csv b/iris/tab_ddpm/0_0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0c3f1f61819a90bd900e993f4191b36b6bb09f1c
--- /dev/null
+++ b/iris/tab_ddpm/0_0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.719483432670366,2.6342211895074334,6.899998378588849,2.250888810004139,Iris-virginica
+1,5.3766666187961505,3.8874659537955005,1.2517641058106408,0.3456774187076885,Iris-setosa
+2,6.4264195955675,2.413296576614889,5.585788235564631,1.5569938004778285,Iris-virginica
+3,6.433790056747513,3.22108322476793,5.434076832817962,2.25896596283868,Iris-virginica
+4,6.232658423090988,3.396755211777812,5.61577197528393,2.4139364958747684,Iris-virginica
+5,7.0722853275926605,3.1534592528458196,5.728187917309416,2.1585918932197323,Iris-virginica
+6,4.6866545949697205,3.1582913947090123,1.5526276748640813,0.21173460694614143,Iris-setosa
+7,6.312513396458242,3.3079439524080736,6.048144823851395,2.5,Iris-virginica
+8,6.805507418327881,2.8203992603374988,4.820643797740893,1.4421854972553947,Iris-versicolor
+9,7.733661760732751,2.54359077041918,6.9,2.313127582388647,Iris-virginica
+10,4.890055093861127,3.0,1.5022593436867904,0.10000009042316549,Iris-setosa
+11,6.003719269149814,3.4064613252589835,4.394578240244919,1.5940189359664705,Iris-versicolor
+12,5.755301889541804,2.6464968820293038,4.290342947647344,1.357013436994032,Iris-versicolor
+13,6.766817393042314,3.0,5.035009947337315,1.6973567066443462,Iris-versicolor
+14,7.700005555488957,2.634946249463792,6.899997318442475,2.3050451671451775,Iris-virginica
+15,5.321862691594516,3.6986064521756212,1.4162439639531759,0.2312520145638692,Iris-setosa
+16,6.603949489558764,3.0,4.651018478043975,1.5047969525461564,Iris-versicolor
+17,5.833101157991984,2.747338738051907,4.99771275379873,2.0709153392166963,Iris-virginica
+18,6.174593792692731,2.880513214092738,4.424455761293289,1.3440806488643644,Iris-versicolor
+19,5.877294561583052,2.7344309509745854,5.078278095541242,2.041398275604129,Iris-virginica
+20,7.9,3.8676359639317237,6.445376124472606,1.9996697037927618,Iris-virginica
+21,6.024773123696058,2.6059394747295546,5.615012507125503,1.4279640437799557,Iris-virginica
+22,5.535634800106839,4.199997924969432,1.4270209192482048,0.20364319222389513,Iris-setosa
+23,4.584964455703884,3.0696557334572256,1.4410354823881297,0.1974218240413506,Iris-setosa
+24,7.6823885870321975,2.585002013926359,6.9,2.241761238365209,Iris-virginica
+25,6.3249156868546965,2.5991536002413462,5.239682834730564,1.5945704808586278,Iris-virginica
+26,6.101908398829646,3.146995012578188,5.692988339675002,2.4999753894876875,Iris-virginica
+27,5.6126829598715275,2.8585013382797393,4.265154986126455,1.247677344176416,Iris-versicolor
+28,5.656486499668303,2.6885105774212974,3.8602755100515846,1.116835598803955,Iris-versicolor
+29,6.3186854137288995,3.3364301337406808,6.065949261745731,2.5,Iris-virginica
+30,6.178601466620091,3.4357532657961176,5.3922501994092755,2.3844432133255835,Iris-virginica
+31,7.606634584855676,2.6015293802729382,6.9,2.2537800900344944,Iris-virginica
+32,6.2038529193362475,2.4700398240774772,4.957918299796625,1.7125615421787537,Iris-virginica
+33,4.597055402263511,3.598890375280514,1.0,0.19959814289690803,Iris-setosa
+34,7.9,3.9776492549085063,6.437839677508402,1.9846134803016637,Iris-virginica
+35,4.845627235531143,2.0,2.2249886233657556,0.7451659833179046,Iris-versicolor
+36,6.627744784429971,3.1807209648567487,5.470489876163245,2.3149846385607997,Iris-virginica
+37,5.049802394319997,3.5184243912804183,1.335758058816054,0.20073381873727847,Iris-setosa
+38,6.497342466177124,3.20062211280486,5.402095347481513,2.2769986036901897,Iris-virginica
+39,4.3,3.0,1.074953469368798,0.1,Iris-setosa
+40,5.533819308182242,2.6808805895820247,4.358545603830229,1.4232930542824707,Iris-versicolor
+41,6.307917767010246,3.3681401585807524,5.936041459046547,2.493901321253167,Iris-virginica
+42,4.9564307409980675,3.3645975178544405,1.4622190222198823,0.2137084921828873,Iris-setosa
+43,5.861938467834644,3.202246232109678,4.629294381740894,1.6164191419445766,Iris-versicolor
+44,5.924456182496451,3.2129402482521088,4.667977818773814,1.610516691566182,Iris-versicolor
+45,4.3,3.0,1.09648415546501,0.1,Iris-setosa
+46,5.13656234519545,3.283011334805512,2.0385917154315893,0.45640961139324165,Iris-setosa
+47,5.241624923999415,3.4075567479745303,1.4147379414845063,0.20160386726578097,Iris-setosa
+48,4.609077142278782,3.1967917191625794,1.4765286842879797,0.2041884174424385,Iris-setosa
+49,5.906433831675337,2.8020158923497247,4.117908525982042,1.0834610562392641,Iris-versicolor
+50,6.341232198048064,3.3409468844936288,5.964645107802265,2.5,Iris-virginica
+51,7.7718986838073105,2.5209483109599526,6.9,2.254917673804528,Iris-virginica
+52,5.369559851899966,3.3744704125633427,1.5792605668341304,0.4166766930493684,Iris-setosa
+53,5.635851272386607,3.0,4.5138597154168005,1.4712762141385345,Iris-versicolor
+54,4.857128619207499,2.0,3.6515000039730645,0.8728557122366436,Iris-versicolor
+55,6.182287006475214,2.3565545069128513,5.124139570795124,1.5907810249354755,Iris-virginica
+56,4.427036127757687,3.0,1.3635867642079171,0.2061351863504109,Iris-setosa
+57,5.924048771419117,2.9863802191141615,4.605350415060388,1.4662450111884187,Iris-versicolor
+58,5.503179167372164,2.607163189839614,4.111721582968106,1.3601409013673507,Iris-versicolor
+59,4.752839448387885,3.3264099617855774,1.6965698086887393,0.19503839908658505,Iris-setosa
+60,6.0399022578698425,2.7739358050638976,4.256972115842619,1.0585638786518323,Iris-versicolor
+61,7.9,4.0620784105131404,6.571130323124401,2.155050084369211,Iris-virginica
+62,6.143277945523973,3.364960984804385,4.688606400685051,1.6349725938809667,Iris-versicolor
+63,4.886857918250748,3.3744301372534897,1.5035475988479177,0.20442985408455525,Iris-setosa
+64,7.444654488042993,3.0,6.2822772601765395,2.2218930008940636,Iris-virginica
+65,7.7394174077226605,2.8078225608547753,6.628240958805785,2.130863444336712,Iris-virginica
+66,4.8283268577678085,2.0,2.549396127605686,0.7739813453586839,Iris-versicolor
+67,4.545622122369097,3.4963917380397835,1.0,0.19873822052322215,Iris-setosa
+68,6.463503969649273,3.0,4.950818327665349,1.764656671954504,Iris-versicolor
+69,5.846758911829616,2.9538344144411037,4.644629332098217,1.4578113060111177,Iris-versicolor
+70,6.381488579645292,3.3037733134828047,5.936719581511901,2.5,Iris-virginica
+71,7.9,3.70770661095171,6.383521636401197,1.9651071434987577,Iris-virginica
+72,5.97314723184528,3.3921571929855427,4.560340178655929,1.6063889284019017,Iris-versicolor
+73,7.9,4.039134976445209,6.5531281697370485,1.9762578196382414,Iris-virginica
+74,6.92651962483966,2.5088669763881417,5.9908973683747755,1.8389007788898535,Iris-virginica
+75,5.386225975869481,2.640693635412892,3.805504204998238,1.1219151888847598,Iris-versicolor
+76,5.715915613523745,3.0,4.25055639958374,1.294741114915006,Iris-versicolor
+77,7.3449446602982515,3.0,6.330587806031354,1.8753150803651835,Iris-virginica
+78,5.517442556756085,3.0,4.36061283713263,1.4095916565906654,Iris-versicolor
+79,4.822461248261093,2.0,2.4699921591010927,0.6905793709633232,Iris-versicolor
+80,7.899976614409968,3.460635882924905,6.218734721163436,2.077071619202811,Iris-virginica
+81,6.3982564385188105,3.2595823867343965,4.6897477388795785,1.563549691332885,Iris-versicolor
+82,4.872209540667158,3.0,1.447236107099596,0.10000016625973741,Iris-setosa
+83,5.0151573504986295,2.5422763640785395,2.784840241677271,1.147245399567494,Iris-versicolor
+84,4.926319580037816,2.0,3.5304545675391537,0.8555724737212608,Iris-versicolor
+85,4.591677991601076,3.6343834408359976,1.0,0.19989045597678684,Iris-setosa
+86,4.968683786650521,3.63283956734709,1.8933707293808402,0.20772027520725847,Iris-setosa
+87,5.8048657677249045,2.8689462408778077,5.183249754651047,2.452021850561325,Iris-virginica
+88,6.076251593075026,3.0,4.7239559161094125,1.7002452069310543,Iris-versicolor
+89,5.711158828089195,2.490608711592856,3.9398031483391245,1.0053531595724117,Iris-versicolor
+90,6.325018764838032,3.4068656080129744,5.632776880294901,2.4284867687849268,Iris-virginica
+91,4.3,3.0143817772643424,1.0936039942480296,0.1,Iris-setosa
+92,5.544878016429412,3.0,4.548070315320194,1.4953465975996008,Iris-versicolor
+93,5.630368413136075,2.5399144892175873,4.1056951374800645,1.2571502000678165,Iris-versicolor
+94,6.322547917024862,3.4002060953988296,5.471737583405918,2.3842628968414363,Iris-virginica
+95,4.925698726077982,2.0,2.92651907360757,0.8608500849875373,Iris-versicolor
+96,7.8999969194486335,3.858788362633094,6.424248485180003,1.9458602369276046,Iris-virginica
+97,4.3,3.0,1.0957225820874081,0.1,Iris-setosa
+98,6.008413572189821,2.2221343336596044,4.094165677751306,1.114182339395846,Iris-versicolor
+99,4.30008338798156,3.0,1.1587920972844286,0.1000002927113881,Iris-setosa
+100,5.036542763119188,3.475425772630241,1.3697954382406272,0.19193382380158422,Iris-setosa
+101,5.514321726728107,2.7379325697789603,4.318943537681084,1.4781877945169752,Iris-versicolor
+102,5.090790252672105,3.8692119310654953,2.2424205273628353,0.20665180593208887,Iris-setosa
+103,6.119265785672666,2.4104255866181896,5.178353238990334,1.5227952278735293,Iris-virginica
+104,4.3,3.0,1.084500888553666,0.1,Iris-setosa
+105,5.961865387683648,3.38641361534965,4.4186260572355724,1.5989136528259473,Iris-versicolor
+106,4.3,3.0,1.0991746298211558,0.10000012601947661,Iris-setosa
+107,7.566393234830361,3.018397581035255,6.618416700221633,2.052296245858407,Iris-virginica
+108,6.465963602211958,2.566881283926981,5.782069926192095,1.5889830888608323,Iris-virginica
+109,5.383369704739763,2.467056531548349,3.63476849107003,1.075620259696812,Iris-versicolor
+110,4.300000487911768,3.0,1.0776849354237084,0.1,Iris-setosa
+111,4.792874971000431,3.39688965751071,1.6816400864022067,0.2007612698442522,Iris-setosa
+112,7.380183908448063,3.0,6.431266184806698,2.167152495653228,Iris-virginica
+113,6.133474120347484,2.0528661833058948,4.244985083797448,1.3070870048241532,Iris-versicolor
+114,4.9909066482631355,3.631422855840602,1.4587988968381933,0.19406534879148746,Iris-setosa
+115,7.89999739173283,3.6559423438687637,6.4273730031732175,2.0541347853379293,Iris-virginica
+116,6.826313112111735,3.1048819259532,6.1236572226890145,2.27106364845236,Iris-virginica
+117,7.9,3.848729562197256,6.406448795134188,1.9392112238544652,Iris-virginica
+118,4.439817377560493,3.1377313319501234,1.3597863995118311,0.19900097107857131,Iris-setosa
+119,4.3,3.0,1.0876706656125543,0.1,Iris-setosa
diff --git a/iris/tab_ddpm/0_0/19/test.csv b/iris/tab_ddpm/0_0/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/19/train.csv b/iris/tab_ddpm/0_0/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/19/val.csv b/iris/tab_ddpm/0_0/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/2/synth.csv b/iris/tab_ddpm/0_0/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1783be4fc990d4426d7a2938027cb1c43a26ad29
--- /dev/null
+++ b/iris/tab_ddpm/0_0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.128669332216816,2.545572657561436,4.947821128954707,1.627360670380484,Iris-virginica
+1,4.579056515842978,3.7502862296657336,1.0,0.1977625636416961,Iris-setosa
+2,6.314577138778171,2.784344652052409,5.411064932750797,1.5204994004462369,Iris-virginica
+3,6.9795935734915355,2.8917094556973137,4.878913647190145,1.5028483957791678,Iris-versicolor
+4,6.199818719243926,3.469562525373132,5.637799845613609,2.3532690146459627,Iris-virginica
+5,5.015522800587886,2.0,3.6021732690651564,1.0234531511907972,Iris-versicolor
+6,4.80519638877205,3.0,1.5074934423190456,0.20984446949609123,Iris-setosa
+7,4.769373434205763,3.3564151640080455,1.5453857831480806,0.19900615208215466,Iris-setosa
+8,6.315645625838559,3.28757146387066,5.955414633358549,2.5,Iris-virginica
+9,5.770818899487221,2.9988269688371263,4.621546614530982,1.5116441783549852,Iris-versicolor
+10,5.6099961530373506,3.8601768811762733,1.5071228919587716,0.38210253518959625,Iris-setosa
+11,6.398443938891664,3.3102081388312774,6.017975629430006,2.499999596637348,Iris-virginica
+12,5.924158835885107,3.0,3.918897618803242,1.3547520025008666,Iris-versicolor
+13,6.651964800345168,3.168355934900644,5.289059772872477,2.032306285543443,Iris-virginica
+14,7.899997774600303,3.724354850692279,6.371174655075758,2.037130913344584,Iris-virginica
+15,5.597233918863932,2.7685053453242374,4.168958634081372,1.3438499025963908,Iris-versicolor
+16,6.06126345680591,2.5310439448253583,5.5169862394042,1.371693960037441,Iris-virginica
+17,5.290993264911997,3.4962080301598086,1.3945574633340363,0.20650182021710756,Iris-setosa
+18,7.755171520001658,2.637027038861728,6.9,2.3088264898207114,Iris-virginica
+19,5.49062713487994,4.199997697595687,1.4016768653299692,0.20277352417360126,Iris-setosa
+20,6.41420826666046,3.3496473738258823,6.330714214455388,2.5,Iris-virginica
+21,6.100913988346082,2.6165211863787436,5.071409589315286,1.582144466137588,Iris-virginica
+22,7.8999961316642064,3.629771366244658,6.334272431918338,2.092331864909287,Iris-virginica
+23,6.242140412495292,3.3380319369185325,6.098628265419771,2.5,Iris-virginica
+24,5.433103982970859,2.6851919021717663,3.8076945959366304,1.2287487758967095,Iris-versicolor
+25,4.903606695052028,3.7136671308320093,2.017560828936002,0.2099120128367638,Iris-setosa
+26,7.702273707960455,2.9229397144265827,6.649437393081129,2.1586693194582387,Iris-virginica
+27,4.755030333242824,3.3484872047624403,1.7864883920601444,0.19795740373544118,Iris-setosa
+28,4.880439160846572,3.4101078704306054,1.8287476326083274,0.20476265424869247,Iris-setosa
+29,5.554928930161492,3.00501303715653,4.487139933178797,1.4916029801782673,Iris-versicolor
+30,4.444338431575698,3.1474422172146728,1.3035495929270196,0.1809793037493814,Iris-setosa
+31,4.391703776247197,3.145721743635823,1.2690167218226556,0.20452547699582782,Iris-setosa
+32,5.963868627200244,2.230257106408505,4.107480229457704,0.9044723421685417,Iris-versicolor
+33,5.124988605324262,2.689336311591477,3.87850111434196,1.4249820935600241,Iris-versicolor
+34,7.6980758096784205,2.5625715991078217,6.9,2.2542764233498387,Iris-virginica
+35,5.075325344795715,2.0,3.240705461966643,1.0228134182356419,Iris-versicolor
+36,5.4239634742381995,2.4471512682099843,3.685207199006141,1.0262938742787377,Iris-versicolor
+37,7.899995938727481,3.732089376857219,6.287145159279589,2.0095999748396767,Iris-virginica
+38,4.997745250041126,2.0,3.4087274497166113,0.8627865831807493,Iris-versicolor
+39,5.273232743919247,3.3891658972757055,1.5310717278219141,0.37900196327100916,Iris-setosa
+40,5.486210101379767,3.0,4.41459044275431,1.4855032370647778,Iris-versicolor
+41,5.496534138432168,4.2,1.4181456829716461,0.2038580443631196,Iris-setosa
+42,7.9,3.9585148122418845,6.376721328013425,2.0005029296826495,Iris-virginica
+43,6.504608998817474,3.2404781931375544,4.73471153899539,1.5302928771120752,Iris-versicolor
+44,5.599718264285458,2.7565702075882488,3.765425953125552,1.173644948104629,Iris-versicolor
+45,4.861562560019184,2.0,3.018170090822606,0.9845968261056289,Iris-versicolor
+46,6.141262278091412,2.725410804416026,4.688301203854686,1.479300754552198,Iris-versicolor
+47,5.044755770719524,2.0000006135972916,3.605980001640403,1.158342499293895,Iris-versicolor
+48,6.294966100989308,3.362224212612911,5.5527661544311755,2.368880983780865,Iris-virginica
+49,4.8949331878050995,3.0,1.4969302896664372,0.40389287613538594,Iris-setosa
+50,4.908863111390733,2.0,2.126336782996029,1.010148294941008,Iris-versicolor
+51,5.491479503266307,4.020574184414068,1.235123168874689,0.4499780655937759,Iris-setosa
+52,4.807616156267415,3.408910110451103,1.6515374521878416,0.20076707203481103,Iris-setosa
+53,5.776228254682827,2.951009953024819,4.524681638059417,1.4746370069304924,Iris-versicolor
+54,5.092222617853006,3.0,1.7846656029950323,0.18680325579724077,Iris-setosa
+55,6.038601362906298,2.8563062857908865,5.220755339004937,2.3475180898700225,Iris-virginica
+56,5.24604844166895,3.3509527452150167,1.5190131547573031,0.21801833510056198,Iris-setosa
+57,5.619233594653596,2.6618307327821773,4.225917832745774,1.1414469042707336,Iris-versicolor
+58,5.254605842630619,2.768871652176749,3.8081607054709385,1.3697556838361407,Iris-versicolor
+59,6.5218351318839485,3.3434272047932363,5.625660126561092,2.3807104249135205,Iris-virginica
+60,6.262315633970886,3.3139793402809,6.166890549324144,2.5,Iris-virginica
+61,5.778210097830067,3.0,4.633100955266158,1.5939884141828058,Iris-versicolor
+62,6.287572287305903,3.2744666354334555,4.701164092152132,1.5902192848669015,Iris-versicolor
+63,6.756614785760352,3.0,4.950599045332349,1.5886431352116932,Iris-versicolor
+64,5.018408174506034,3.4699551819654078,1.640904907355764,0.2300991508096653,Iris-setosa
+65,4.521249735923875,3.0,1.4148409607576948,0.2274138099209924,Iris-setosa
+66,4.846632376634697,2.0,3.5708911808311754,0.7562869698812079,Iris-versicolor
+67,4.8540468209028225,2.0,3.441278085521039,1.0976404913219968,Iris-versicolor
+68,4.968633493955253,2.0,3.5695581119915087,0.799067729647004,Iris-versicolor
+69,7.066320648113866,3.159969607975163,5.573619452063055,2.31785854869023,Iris-virginica
+70,4.3,2.9581662559053705,1.0673837883404864,0.1,Iris-setosa
+71,6.023430926456806,3.3911545031183086,4.452759770916587,1.6188095746763105,Iris-versicolor
+72,6.195317989602623,2.7235960456492236,4.858158434818481,1.834999883855292,Iris-virginica
+73,5.388186961689904,2.675946154632776,3.5469447438880093,1.3016432999927112,Iris-versicolor
+74,6.726825665834435,3.1286321827758803,5.0381310222831495,2.204003169519792,Iris-virginica
+75,5.985062808777545,2.639576389666747,5.085052352165693,1.8248450143240793,Iris-virginica
+76,5.0391113806964265,2.5459008387028574,3.435874991070251,1.2641590254940236,Iris-versicolor
+77,5.521519801379244,2.715057398219801,3.6411477357768596,1.2105676708453377,Iris-versicolor
+78,4.741270533247257,3.357264175828843,1.5555038138674246,0.19610699499382467,Iris-setosa
+79,6.160658848760018,2.506298427729215,5.082330853682765,1.6147376267652003,Iris-virginica
+80,5.04549868690416,2.5809293315974986,3.481924037864255,1.2781949278494034,Iris-versicolor
+81,6.722170923620465,2.9709261859168947,4.97070625849384,1.6338935264225383,Iris-versicolor
+82,4.412026994622951,2.9446447514390095,1.3852815535560201,0.20778527941479957,Iris-setosa
+83,5.896407983339212,2.2598006496099896,4.108501811766205,1.22886631166398,Iris-versicolor
+84,4.481730791829749,3.2109459176658444,1.2729141640286648,0.20329199474338727,Iris-setosa
+85,6.123336287742465,2.9023337126997624,5.168929768580244,2.2043438583759336,Iris-virginica
+86,5.39164498365719,3.0,4.495759183621621,1.468549915340871,Iris-versicolor
+87,5.207410641646169,2.614342118880592,3.7929120449375513,1.3225313578577658,Iris-versicolor
+88,6.737196986266671,2.666027081465123,4.700381664407455,1.407443175704722,Iris-versicolor
+89,6.9101456516766735,3.197175172794201,5.702776805410217,2.0130522211047266,Iris-virginica
+90,5.358677051479012,2.6972028904124903,3.48371770669329,1.1894044665911634,Iris-versicolor
+91,5.303239026049049,2.4377224561105404,3.7522527286449217,1.2105424572625008,Iris-versicolor
+92,5.037884613081034,3.213701500890932,1.4701607617694363,0.21307178836739374,Iris-setosa
+93,5.75325698590289,2.8033771543547434,4.559289061947599,1.216683905493199,Iris-versicolor
+94,6.574849655273212,2.804850554790922,4.620283464524198,1.3389271730330208,Iris-versicolor
+95,6.671637085001667,2.9648985592959187,4.80955835361644,1.5696051540273661,Iris-versicolor
+96,6.607530343700574,3.0,4.885248762703084,1.6643209447384422,Iris-versicolor
+97,7.9,3.81567701767029,6.403531639487776,1.9649363596516956,Iris-virginica
+98,4.552979911975166,3.6031499599316787,1.0,0.17112964967498473,Iris-setosa
+99,5.4714280300380045,2.4494492917816184,3.7992818577046488,1.1557468305726517,Iris-versicolor
+100,5.703391385973033,2.923849636052038,4.341443118185675,1.3484508994423892,Iris-versicolor
+101,5.631030757861938,2.4742099310712873,4.065788440896128,1.0858672441151263,Iris-versicolor
+102,5.547974478071081,3.0,4.596391255964791,1.5665500943322277,Iris-versicolor
+103,6.761628653836196,3.0,4.724970020663849,1.4876436092614747,Iris-versicolor
+104,5.816378087962659,2.854263464024383,4.334881125554902,1.1163681888136063,Iris-versicolor
+105,5.724151459713189,2.86825901704656,5.151251944673564,2.4130501989482944,Iris-virginica
+106,4.3,3.0,1.0796583271955493,0.1,Iris-setosa
+107,4.876685578199431,3.6355807477496427,1.5726093664877343,0.20444222712172722,Iris-setosa
+108,5.767561836097418,2.538251790969586,3.9306293250873576,1.1873764550441854,Iris-versicolor
+109,4.3,3.0,1.097730219042861,0.1,Iris-setosa
+110,5.595272184011271,3.820793701317602,1.5206209560020036,0.349648575846443,Iris-setosa
+111,7.714525926975625,2.595449678308965,6.9,2.3130018623159745,Iris-virginica
+112,6.067823925416688,2.916517875068458,4.560580616863298,1.4501437572383349,Iris-versicolor
+113,5.625943574704732,2.713980352872983,4.405932146421142,1.3416239962950705,Iris-versicolor
+114,4.710227667265052,3.0,1.4151580311401655,0.26722502017802874,Iris-setosa
+115,4.3000005993215105,2.9910702795273805,1.1102356927724657,0.10000011174243231,Iris-setosa
+116,5.081237742483857,3.3294368884968653,1.4204048202459523,0.20999622220677744,Iris-setosa
+117,6.507900783091976,2.487651127284339,5.348775741737127,1.6762523187158513,Iris-virginica
+118,7.736485635557747,2.592431478909479,6.9,2.3016837171849813,Iris-virginica
+119,5.060015619583061,3.5941969247941827,1.5010353429196177,0.19949085952244788,Iris-setosa
diff --git a/iris/tab_ddpm/0_0/2/test.csv b/iris/tab_ddpm/0_0/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/2/train.csv b/iris/tab_ddpm/0_0/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/2/val.csv b/iris/tab_ddpm/0_0/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/20/synth.csv b/iris/tab_ddpm/0_0/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9256a176f21ee4fc01ae161ad4407663833fc117
--- /dev/null
+++ b/iris/tab_ddpm/0_0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.06839838785096,3.3062438791419764,4.774422262797067,1.8530041165093285,Iris-versicolor
+1,5.498005529891617,3.0,4.470062796237128,1.4947338685640918,Iris-versicolor
+2,6.34747082548265,3.2412120311601167,5.424119927938751,2.2435782018295845,Iris-virginica
+3,6.710838894981383,3.221450129772643,5.496300569414975,2.3023619674752367,Iris-virginica
+4,5.484034162748023,2.641612253377143,4.041727406311486,1.2886791149760013,Iris-versicolor
+5,7.736294425861728,2.8787616750100313,6.711563076376182,2.110970594141687,Iris-virginica
+6,5.86136342201993,3.2203575784341862,4.399180482846222,1.5064712454769311,Iris-versicolor
+7,7.9,3.940249670327288,6.451141877737678,2.046200366764685,Iris-virginica
+8,5.696935646071669,3.0,4.054788381839736,1.2433615887036746,Iris-versicolor
+9,5.159619129017332,3.3348692183818027,1.7299744877748624,0.6763148499230554,Iris-setosa
+10,6.240870216337221,3.384813895495189,5.385360670380329,2.328477170742686,Iris-virginica
+11,6.369026194439513,3.343689515621131,6.1580336863017315,2.5,Iris-virginica
+12,4.898810677899392,2.0,2.6978452494205207,1.0586668758596718,Iris-versicolor
+13,5.6567921517835105,3.0,4.481780731104386,1.4777351397449028,Iris-versicolor
+14,6.167482105425918,2.951464347419738,4.9813782215870965,1.9517741840171026,Iris-virginica
+15,4.681964340695646,3.0,1.4915379424369926,0.20555468058714807,Iris-setosa
+16,6.410900528640183,2.4663456770008936,5.033025209202223,1.8411959718119777,Iris-virginica
+17,5.49773371697598,3.0,4.578781803293203,1.5609836228156155,Iris-versicolor
+18,6.894160780380504,3.196444968644118,5.971002729791855,2.138769351416551,Iris-virginica
+19,6.2142019584689745,3.394715646145983,5.596165610597972,2.3957220474232725,Iris-virginica
+20,5.6135501623223245,2.80079245656691,4.013030389089396,1.3610164487772074,Iris-versicolor
+21,5.473286950625838,3.923747915846566,1.3466448609948665,0.586047404063138,Iris-setosa
+22,6.180616876297257,2.214127435261475,4.206759335390548,0.891967218814632,Iris-versicolor
+23,4.927753149559518,3.0296607710364594,1.4444386796297097,0.1,Iris-setosa
+24,5.325276234256475,2.4932892690112753,3.5764205921895313,0.9581886349451791,Iris-versicolor
+25,6.474753693238127,2.7486985379454247,4.589321428459045,1.4360924968255966,Iris-versicolor
+26,6.540502352539081,3.1436876211021203,5.186033048544339,2.316023876259055,Iris-virginica
+27,4.859021545747323,3.40330141917119,1.515042413401346,0.19170163650338706,Iris-setosa
+28,4.887107735235121,3.0407142440349766,1.4541471077875925,0.10000009132263259,Iris-setosa
+29,6.274590184194222,3.2971104450525135,6.079456097186112,2.5,Iris-virginica
+30,6.089102090386878,3.1767515394824355,4.66983648837708,1.5975153394951478,Iris-versicolor
+31,6.317100302794063,2.9188726523275434,4.7309025162637095,1.8397533770051546,Iris-virginica
+32,4.848697015755,2.0,2.8125615729556896,0.9746888788583384,Iris-versicolor
+33,6.236174055037564,3.3852544176634334,5.367353681864437,2.2848482152484,Iris-virginica
+34,7.800822809630745,2.5387185109850843,6.9,2.344042191489527,Iris-virginica
+35,4.950592177199912,3.7278181481208583,1.577452372486973,0.21403972214649922,Iris-setosa
+36,5.4935936364880105,4.1999984936343475,1.3645625060665858,0.19442626642424093,Iris-setosa
+37,7.671396764178667,2.585513773408116,6.89998997179551,2.2959926168798748,Iris-virginica
+38,6.589753812630614,3.116754222590107,4.976934556721602,1.820479232376595,Iris-virginica
+39,6.329504577186182,3.3803402299777185,5.407069478328597,2.3759564446172634,Iris-virginica
+40,6.288478312232232,3.3096348718559727,6.190649290424052,2.5,Iris-virginica
+41,5.671548840626404,2.611402527189698,3.8369564291663023,1.0597442568849074,Iris-versicolor
+42,6.432130908603952,2.992125146509728,4.686466924451608,1.5344000357443228,Iris-versicolor
+43,6.351546315818276,3.081449625676878,4.447679304853615,1.4595879519424786,Iris-versicolor
+44,6.605271341844737,2.6487634011332046,4.582235400783119,1.3407300424391193,Iris-versicolor
+45,6.023511447609765,3.3955042221484866,4.645384149933601,1.663084258683247,Iris-versicolor
+46,4.851522505890037,3.472926202395254,1.49112950197645,0.20008172041090588,Iris-setosa
+47,6.167677791126532,2.723819287102976,4.8473336788333,1.7841286402567178,Iris-virginica
+48,4.3,3.0035941666534285,1.104618475228313,0.1000000984730894,Iris-setosa
+49,4.96701032312958,3.0,1.5163585446610968,0.2650064964035683,Iris-setosa
+50,6.144168263111349,2.7914352589931783,4.940960117983346,1.7977006177968868,Iris-virginica
+51,7.697707683960316,2.618668979590867,6.9,2.3135038294182704,Iris-virginica
+52,6.372676248617258,3.3121658646251495,6.104166995409102,2.5,Iris-virginica
+53,6.11991348718093,3.0,4.746448819225647,1.612014630772772,Iris-versicolor
+54,5.763381615355236,2.753269959834449,5.149104829795427,2.2053718286213044,Iris-virginica
+55,4.627624825675774,3.3484230627640725,1.5307574326443811,0.19410680503021505,Iris-setosa
+56,6.077449257556599,2.5571956031563947,5.52727696144293,1.4120680096038511,Iris-virginica
+57,5.103024902248099,3.461699660477523,1.5656412185369337,0.20273317123637838,Iris-setosa
+58,6.466335473519332,3.3066258962370516,6.093586043303682,2.5,Iris-virginica
+59,6.37560922838601,3.373926957148489,5.602521502280092,2.369320659685892,Iris-virginica
+60,6.719488463460661,2.9232500402602706,4.681012733666548,1.4201721174569235,Iris-versicolor
+61,6.245811063832174,3.3028829531170207,6.049779617233134,2.4999998199564644,Iris-virginica
+62,5.231576646603125,3.3694922163377243,1.5908385095893371,0.5456808674637736,Iris-setosa
+63,6.315196075017638,3.2452221571901063,4.931579956638256,1.7607008019890993,Iris-versicolor
+64,6.954012098799788,3.1284389032559945,5.860596513862303,1.900844901549383,Iris-virginica
+65,6.003941455500491,2.633445231094311,5.565051461597139,1.4757950408518221,Iris-virginica
+66,7.9,3.919803913724766,6.355159565832454,1.945316188422552,Iris-virginica
+67,6.756569341084712,3.101673709959282,5.389013064907965,2.294945249039706,Iris-virginica
+68,4.544106622189228,3.070651618408507,1.4204965257128084,0.19778726354660536,Iris-setosa
+69,5.673510481014251,2.2723890832807845,3.921793133468489,1.0322816713418823,Iris-versicolor
+70,7.64931041825043,2.5653629058118725,6.899986340840094,2.263612125345815,Iris-virginica
+71,5.742696996265378,2.8980865851433824,3.835438208893948,1.1722199576460854,Iris-versicolor
+72,4.3,3.0,1.047313558273426,0.1,Iris-setosa
+73,6.035730898874095,2.919920561049428,4.514657233569895,1.2225950038475277,Iris-versicolor
+74,4.947966501574691,3.0,1.5585647340501683,0.2008333338570598,Iris-setosa
+75,5.673020936593104,2.7466271948466336,5.2101690402645495,2.051227530631692,Iris-virginica
+76,7.689240794160304,2.8581842742612484,6.686480601238827,2.0548891364467683,Iris-virginica
+77,4.3,2.9776207317137895,1.0315219123770512,0.1,Iris-setosa
+78,5.466873646020783,3.0,4.4228668310689185,1.494743515233425,Iris-versicolor
+79,6.870641854317629,3.1614574111370373,5.296488732789849,2.3333710315164535,Iris-virginica
+80,6.602872564228692,3.1231168969609717,4.717211195174507,1.529556871677379,Iris-versicolor
+81,5.990588304173299,3.3833194668456903,4.41767455590617,1.596222378182889,Iris-versicolor
+82,6.427857528773756,2.5180238378289754,5.066940746924036,1.9722369249350076,Iris-virginica
+83,5.562495514597722,3.6556195769604343,1.5144129306186784,0.33124395931838374,Iris-setosa
+84,5.8720662793752405,2.61701228427372,4.471675730612284,1.1203719091295765,Iris-versicolor
+85,7.658027321809374,2.7478479101765916,6.672613551041874,1.965808560849921,Iris-virginica
+86,4.300000742562545,3.0,1.099812825665577,0.10000013491848526,Iris-setosa
+87,6.1444466503348,2.8266387601749363,4.813202043473625,1.8549632244008452,Iris-virginica
+88,5.025397849579274,2.5926628990349383,3.6656061824677493,1.2807178646136161,Iris-versicolor
+89,5.468826978021429,2.5153846137778726,3.6130015457245075,1.0996108642708498,Iris-versicolor
+90,6.727232587848305,2.820799654520947,4.720542304202332,1.5090001463979186,Iris-versicolor
+91,5.34700470793119,3.668038338097297,1.550066697770345,0.2126149073197418,Iris-setosa
+92,6.186654247304416,3.2160376867497416,5.990055606355238,2.4999990017051728,Iris-virginica
+93,7.268976792089039,3.032539236661576,6.171025280226008,2.0266476862374825,Iris-virginica
+94,7.664930737345326,3.050613360372789,5.692740875372018,2.310622165467617,Iris-virginica
+95,6.5301566060899665,3.292737658138337,5.239262179909084,2.317100962047824,Iris-virginica
+96,4.8045043810529435,3.270715510898165,1.4199789730203929,0.19273123977992038,Iris-setosa
+97,4.95742923039763,2.0,3.4778915789993228,1.0061817943391211,Iris-versicolor
+98,5.740255985999852,2.322922807407529,3.8961462957569886,1.0564611599082048,Iris-versicolor
+99,6.142295381149328,3.217971803568525,4.628471052321054,1.6221131699910596,Iris-versicolor
+100,5.631610531323617,3.0,3.9543545322257416,1.3491470956871257,Iris-versicolor
+101,5.896176632234233,3.176403010718969,4.820905829485312,1.8410875640475548,Iris-versicolor
+102,6.09625691230491,2.6594661426626267,5.224185578618421,1.8861531440669226,Iris-virginica
+103,6.142336638124692,2.5243107012385146,5.441823250871097,1.455724355954633,Iris-virginica
+104,4.884549700953258,3.0,1.5251924634476766,0.24329733435593817,Iris-setosa
+105,6.157950997988015,2.4835847471503567,5.459911801144096,1.444901518042104,Iris-virginica
+106,4.9046209652797215,2.0,3.58393197998046,0.9505479659979236,Iris-versicolor
+107,6.180122602255687,3.3064050351467413,5.978689548998047,2.5,Iris-virginica
+108,6.2490048866041725,3.110615493776205,5.055098572740469,2.076041451965131,Iris-virginica
+109,5.8859249701284435,2.1868116812617884,3.6688678719546566,0.581433721804302,Iris-versicolor
+110,5.951124802011713,3.070751959466093,4.767996023739282,1.6293370167177814,Iris-versicolor
+111,5.325325670778224,2.5635271689233474,3.6641118385810034,1.2589060829161904,Iris-versicolor
+112,5.355053946628342,2.7340541326852708,4.100396328469234,1.361210658886089,Iris-versicolor
+113,5.488621877417615,2.8161062977596085,4.122998133800886,1.3223470774098105,Iris-versicolor
+114,5.65373580121674,2.7685982077641755,4.078048141584978,1.4532558373152507,Iris-versicolor
+115,6.157361388964303,3.7612079032874406,5.38640619421946,2.1858745034872995,Iris-virginica
+116,5.581570604631499,2.2223924196661633,3.668446864341828,0.8706663472807834,Iris-versicolor
+117,5.480536556804404,3.655999669173579,1.5254091018472862,0.36859750938297886,Iris-setosa
+118,5.8217777145990075,2.809392006543289,4.562181759002199,1.2674456053621368,Iris-versicolor
+119,4.937719683294893,2.0,3.119495838273207,0.8975126491020895,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/20/test.csv b/iris/tab_ddpm/0_0/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/20/train.csv b/iris/tab_ddpm/0_0/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/20/val.csv b/iris/tab_ddpm/0_0/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/21/synth.csv b/iris/tab_ddpm/0_0/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd58adfe9c6233f40c41239a18b7486c97ae3ed2
--- /dev/null
+++ b/iris/tab_ddpm/0_0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.743869955304719,2.684253152855086,6.9,2.353473487068427,Iris-virginica
+1,5.672336134849522,3.656365972867444,1.5162059380227615,0.2807091765331404,Iris-setosa
+2,6.634340565703357,3.0,4.773149885233729,1.5368284276533566,Iris-versicolor
+3,4.3,3.0,1.0781616071780036,0.1,Iris-setosa
+4,7.68489568321082,2.8100797155581985,6.758602778524061,2.1093425131397123,Iris-virginica
+5,7.631505691960947,2.9612730114188004,6.613694392454879,2.0876054814713108,Iris-virginica
+6,4.3,2.9472741164932312,1.080523455078725,0.1,Iris-setosa
+7,7.9,3.852757494892498,6.447025460326842,2.0871921547262047,Iris-virginica
+8,5.014004498299286,3.3640482182113947,1.4360475058883702,0.20528690497623123,Iris-setosa
+9,5.11112648832374,3.36876242884763,2.0635418989413132,0.48762212372050573,Iris-setosa
+10,5.935101515789761,2.7880088315947527,4.497990235950793,1.2287442779438627,Iris-versicolor
+11,5.922929012304768,2.9628409304900436,4.5892025732944415,1.3964743147265481,Iris-versicolor
+12,6.757444136960104,3.240657131881257,5.514217728067217,2.216152019363518,Iris-virginica
+13,6.333071474006295,3.0,4.99064208010306,1.8973592805077102,Iris-virginica
+14,6.515018523078619,2.9145840102541407,4.39657678490508,1.4318810353894367,Iris-versicolor
+15,6.945302673156736,3.08270008864656,5.407327459236257,2.0420342215431435,Iris-virginica
+16,6.788355411498848,2.896961992427786,4.746386630476272,1.393068202213436,Iris-versicolor
+17,5.225241396449439,2.4704129186034898,3.654194667274108,1.0585969987761852,Iris-versicolor
+18,4.3000004686042645,3.0,1.0819564477443622,0.1,Iris-setosa
+19,7.430626063540117,3.1172111197719428,6.27397881453229,1.9554176273867914,Iris-virginica
+20,4.87107677098028,3.0514797644083034,1.4882305714043462,0.10000015617711155,Iris-setosa
+21,6.284025064385415,3.315719973395574,5.312041761907031,2.287072905087664,Iris-virginica
+22,5.817065318366379,2.9504443743331503,4.562554259911316,1.5144787305003877,Iris-versicolor
+23,4.460316195769916,3.0,1.3753004681305605,0.20521993629535704,Iris-setosa
+24,4.300000501981276,3.0,1.096829824933732,0.1,Iris-setosa
+25,5.288188834270155,3.501799292295354,1.7652913744257832,0.5292167001271595,Iris-setosa
+26,4.3,3.0,1.0848874652532543,0.1,Iris-setosa
+27,6.065112369515459,2.5820630332186085,5.018326058739152,1.567100709432417,Iris-virginica
+28,6.27940874489892,3.407345788618524,5.575269546981645,2.332719796216067,Iris-virginica
+29,6.042959847851102,3.2705010432659103,4.790786180679095,1.864749153472849,Iris-versicolor
+30,4.3,3.0,1.074321411217402,0.1,Iris-setosa
+31,5.347078903964582,3.0,4.468070716323178,1.5150257302991788,Iris-versicolor
+32,6.191654869331526,3.353077398273844,5.528808126282897,2.41944896985512,Iris-virginica
+33,4.597534223484022,3.257209173591412,1.5618066637223031,0.17199715479763247,Iris-setosa
+34,4.980561800192284,3.3626226793325373,1.5693708648668119,0.21649044129857484,Iris-setosa
+35,5.033759370868189,3.3673093058665935,1.4289821833666432,0.2209352648758107,Iris-setosa
+36,4.927391209973455,2.0,3.149745089785138,0.5038988892278827,Iris-versicolor
+37,7.683554136514177,2.5880783150323934,6.9,2.3127439673834864,Iris-virginica
+38,5.1330339181991285,3.720457338908497,1.553991804005716,0.21611339388407133,Iris-setosa
+39,7.604285430836171,3.0,6.500306439887069,2.074426705034918,Iris-virginica
+40,4.3115111564292805,3.0,1.2315241025590447,0.10000017055596745,Iris-setosa
+41,6.161296277167695,2.604240320333496,4.508667458270309,1.2599416576365308,Iris-versicolor
+42,5.572045149053192,3.7866258603329355,1.5017955264296523,0.25955842433857723,Iris-setosa
+43,5.703450294683454,2.53003911656924,4.067242834757863,1.1881529309059549,Iris-versicolor
+44,7.9,3.9055315407374858,6.425110947042713,1.924636795627708,Iris-virginica
+45,6.3923983044468065,2.9237949394560565,4.478621849785232,1.335343485292463,Iris-versicolor
+46,5.396817724837595,2.327370562700283,3.5781620164661976,1.024664716997109,Iris-versicolor
+47,5.552100755665557,4.2,1.4177822296097675,0.19308403227308502,Iris-setosa
+48,7.9,3.86793544340864,6.500486108465894,2.034393439565913,Iris-virginica
+49,5.795002581038657,2.802349545952344,5.146415938911545,2.394021640796924,Iris-virginica
+50,4.479449837743084,3.0102879713300355,1.4089838928884768,0.1971899589231203,Iris-setosa
+51,5.57388450975298,2.979944944809065,4.479286274711269,1.4331661051790572,Iris-versicolor
+52,4.844883163221027,2.0,2.933614942325627,0.8086682685454502,Iris-versicolor
+53,6.240471958399251,3.3210408776100886,4.619837843756987,1.5643468600331096,Iris-versicolor
+54,4.6363324539004225,3.407334121092778,1.0000012426894296,0.21090141305570817,Iris-setosa
+55,7.9,3.9398962987026223,6.497485776591097,1.9150792000214458,Iris-virginica
+56,5.513667011396628,2.381491539788522,3.705802485929415,1.0555231819236788,Iris-versicolor
+57,4.458934756807152,2.916747103253673,1.434140620961302,0.22127073203273256,Iris-setosa
+58,4.382333291124919,3.0,1.350200913219701,0.20551888402026566,Iris-setosa
+59,5.047093112681562,3.605849560908174,1.5294692817392095,0.2772734497983965,Iris-setosa
+60,6.145784791627128,2.7005522648613933,5.016098259728776,2.2218858731842666,Iris-virginica
+61,4.558374342766157,3.0,1.463188797276158,0.20136382443350279,Iris-setosa
+62,5.337604264225105,2.857985872175446,4.25153310055645,1.4170728699679722,Iris-versicolor
+63,6.352598030564659,2.6410766173404827,4.836899557576366,1.8227688960810173,Iris-virginica
+64,5.177318636111955,3.3723806223241106,1.7776041746388815,0.6299917142847448,Iris-setosa
+65,5.641844205379105,2.327878171847868,3.764316555535316,1.0071256970452338,Iris-versicolor
+66,7.713288479118728,2.5677650049641167,6.9,2.312644320500683,Iris-virginica
+67,6.037239324911388,3.2812828716472087,4.767434820302709,1.7592730436965762,Iris-versicolor
+68,6.024920220152318,3.3115680255782354,4.751347776643913,1.8171901141307714,Iris-versicolor
+69,4.901355782305802,3.0035977604573008,1.482385890993519,0.10000010125856319,Iris-setosa
+70,4.596345367306216,3.6078865239915974,1.0,0.2113596154185758,Iris-setosa
+71,4.820403152119023,3.3909427309512985,2.3128068367794743,0.2046822615327638,Iris-setosa
+72,6.4441751248346995,2.4657070534724848,4.636235536483791,1.4542890649345257,Iris-versicolor
+73,6.1798363413614945,3.3843149960227117,5.3904445743782174,2.2868933301990912,Iris-virginica
+74,6.056321986770769,3.3824628910990837,4.587618007265596,1.6271083218143831,Iris-versicolor
+75,5.906436544060577,3.2805907958193576,4.598401145729542,1.5682996567849852,Iris-versicolor
+76,7.9,3.93578676424225,6.499877561445411,1.934861638138371,Iris-virginica
+77,7.6147298153504375,3.1398892426268357,5.846825379280454,2.2962474001545043,Iris-virginica
+78,6.3130774091241095,3.3379186284513036,5.864822511360402,2.5,Iris-virginica
+79,6.33804941483562,3.327748341413908,5.864447444848977,2.499999514134133,Iris-virginica
+80,6.329265574140883,3.312602306684008,6.013297606499106,2.5,Iris-virginica
+81,5.77423274556051,2.7893552565651216,5.078964270781999,2.408350363434422,Iris-virginica
+82,6.559697916849054,3.2147805991712577,5.346781928692453,2.228276131707635,Iris-virginica
+83,7.708989701663965,2.638280973320477,6.899998843152941,2.3094069534642974,Iris-virginica
+84,7.628578909069958,2.6081445767720743,6.899998762793596,2.3043030963772786,Iris-virginica
+85,5.7615380185868705,2.8459246699404437,5.1500072738226095,2.4625516684416295,Iris-virginica
+86,5.611719139403787,3.0,4.39798697362185,1.3916778252390425,Iris-versicolor
+87,5.88713262971621,2.3009295419751643,3.9611789316621486,0.8261924404356369,Iris-versicolor
+88,5.730957831901907,2.8295833451430297,3.8254101283177695,1.1816967676980696,Iris-versicolor
+89,6.137701848774273,2.6081235934639464,5.033936589009532,1.8775649067255549,Iris-virginica
+90,6.51913934207559,2.8534746793810686,4.514906245683997,1.3045410352422873,Iris-versicolor
+91,5.029287850270911,3.0137540099570437,1.5444588155023975,0.2670611509855195,Iris-setosa
+92,5.434636689952164,2.593096426241761,4.018637357696801,1.3136393067219312,Iris-versicolor
+93,4.89908642569771,3.1390143561627353,1.4613496898632141,0.1,Iris-setosa
+94,5.364599032619951,2.5802868513230184,3.5813750741063735,1.0277235364668886,Iris-versicolor
+95,4.91888201072255,3.0917090561631975,1.5225058979728245,0.10000015528529314,Iris-setosa
+96,4.945402978447293,3.4101484730494613,1.5689223693886707,0.22649562398545256,Iris-setosa
+97,6.357974066505566,3.325614705292035,5.70648006002294,2.3905559953538575,Iris-virginica
+98,5.790846377719004,2.1464650348266447,3.917821150212166,0.9292594934408375,Iris-versicolor
+99,6.403835234534773,3.0110215010735724,4.67333827135123,1.5037845291608303,Iris-versicolor
+100,4.5785723118392125,3.0,1.313584491043066,0.2422910791567082,Iris-setosa
+101,7.03888177871731,2.5305778522925197,6.345647435997148,1.7971783275096582,Iris-virginica
+102,6.266739943927983,3.280299416457048,5.947279427221699,2.5,Iris-virginica
+103,6.219117019889128,3.54349364635012,5.315225974755637,2.3150058764977204,Iris-virginica
+104,6.325062604447492,3.291315784812991,5.996452618689476,2.5,Iris-virginica
+105,6.225614666693704,2.7196071554396606,4.907122295786603,1.611790475613219,Iris-virginica
+106,7.699471582334507,3.0,6.312948229320535,2.290712446564712,Iris-virginica
+107,4.3,3.0,1.082383308880185,0.1,Iris-setosa
+108,7.9,3.9620747902130935,6.441371720998572,1.9315151075920487,Iris-virginica
+109,4.921396634112098,2.0,3.398654152273205,0.9896706512534741,Iris-versicolor
+110,6.593592176962269,2.9253919420274728,4.773413835818592,1.5387935573987872,Iris-versicolor
+111,6.6956674437368555,2.6943910113046945,4.87829322505918,1.5459339613802037,Iris-versicolor
+112,5.477779943899195,4.2,1.4217381112870648,0.20485419891614243,Iris-setosa
+113,6.17345883794345,2.6778225024481315,4.933150918275399,1.6824840861272836,Iris-virginica
+114,4.8206800623829125,2.0,2.5937929326825793,0.8605589434133253,Iris-versicolor
+115,5.142725034084227,3.3694393880828635,1.50917289297866,0.21581975341298562,Iris-setosa
+116,4.300000597354955,3.0,1.0888434224014945,0.1,Iris-setosa
+117,5.52881233947144,3.64358498108489,1.524258342723088,0.3458304410316684,Iris-setosa
+118,4.701970290678751,3.0920436433685836,1.4052998332898563,0.24394633917531888,Iris-setosa
+119,4.3,3.0,1.0711222414163957,0.1,Iris-setosa
diff --git a/iris/tab_ddpm/0_0/21/test.csv b/iris/tab_ddpm/0_0/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/21/train.csv b/iris/tab_ddpm/0_0/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/21/val.csv b/iris/tab_ddpm/0_0/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/22/synth.csv b/iris/tab_ddpm/0_0/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..66139147cb19087ef358f518ea6382726eb2ec70
--- /dev/null
+++ b/iris/tab_ddpm/0_0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2040709656009305,2.665372685204849,4.845868989447569,1.743393537138312,Iris-virginica
+1,5.7632454370804584,2.913664582889027,4.537855489562806,1.3542546217144475,Iris-versicolor
+2,5.217134237282921,3.3454957487627257,1.5788649542366173,0.9000854987596619,Iris-setosa
+3,5.681593053323483,3.1596188525010227,4.806296179217278,1.7084101211455944,Iris-versicolor
+4,5.829275819282635,2.2502253895890503,3.820953947821833,0.8810142795368311,Iris-versicolor
+5,7.9,3.8298227988305102,6.426589296964566,1.9679851642969044,Iris-virginica
+6,5.5102707656742815,3.820044312472153,1.5234953757826413,0.48969855354103387,Iris-setosa
+7,5.5214089563105455,3.95596648287091,1.4808704281675054,0.2658704328485196,Iris-setosa
+8,6.2457736637598,2.7559814338769195,4.4946338139683935,1.1788936483422134,Iris-versicolor
+9,6.436873310160725,3.295512753798213,5.460361866634974,2.266568016514642,Iris-virginica
+10,6.048647356841106,2.888981625293597,4.629873425354292,1.4563800803796627,Iris-versicolor
+11,4.892001691908938,2.0,3.451731474889421,1.0795619951325468,Iris-versicolor
+12,5.523883729304715,3.0,4.519298369882991,1.4885156320890456,Iris-versicolor
+13,6.136779477677352,2.611525652708208,5.737305254479891,1.3271561919527484,Iris-virginica
+14,5.249180779349373,3.5321222279170947,1.3710260350123589,0.26559656011438776,Iris-setosa
+15,6.090131257215669,2.898219823432497,4.869086918088853,1.3438633159135045,Iris-versicolor
+16,4.85003674635651,3.0071360968334195,1.445550262756548,0.1,Iris-setosa
+17,6.564995956259316,3.2131856705943322,4.6512075680323015,1.5458620563707652,Iris-versicolor
+18,4.901567328142454,2.0,2.475653068353868,0.9659391522887952,Iris-versicolor
+19,5.852835795199173,2.6747764070407536,4.313182520265237,1.1118554293920893,Iris-versicolor
+20,6.733734362308437,3.1966308688522145,5.4621903488025225,1.9902598165916883,Iris-virginica
+21,5.28349953621983,2.754368949635857,4.206203027393534,1.421047083268993,Iris-versicolor
+22,6.246077316990242,3.3245851130841655,6.05045956417039,2.5,Iris-virginica
+23,6.245359726527415,3.3414948317355515,5.344892923202327,2.284516924854297,Iris-virginica
+24,5.496081500656926,2.407812557685902,3.679319596552308,1.2086796034201706,Iris-versicolor
+25,6.115368791105087,2.9619887013223387,4.679025475927131,1.3529937497215414,Iris-versicolor
+26,7.68263087587858,2.927141640094561,6.629733326511055,2.1189828366377554,Iris-virginica
+27,4.806611513361478,3.0,1.3834281490225893,0.10000029022831287,Iris-setosa
+28,6.327755866122221,3.323679653519592,6.265927232292991,2.5,Iris-virginica
+29,4.39913800041168,3.2037619313462353,1.2808984094464715,0.199187519754453,Iris-setosa
+30,6.563775237308048,3.1707812826212742,4.699587392250195,1.565261917729506,Iris-versicolor
+31,5.53755510450096,2.9880980926499627,4.5084486623193945,1.528340322452294,Iris-versicolor
+32,6.570669186189979,2.867858900959729,4.893596665020271,1.6187517626855534,Iris-versicolor
+33,4.987889178217581,3.0,1.6008674777235965,0.1996757328962726,Iris-setosa
+34,7.414854834934376,3.134859535399726,6.347839905682875,1.784006317421267,Iris-virginica
+35,5.630947389930052,3.0,4.145081208270099,1.1824721019250544,Iris-versicolor
+36,5.664268731838931,2.9040583776493936,3.9227236270726102,1.3713572314947244,Iris-versicolor
+37,7.604663813473508,2.9065840960615414,6.467013725058316,2.1758739410357095,Iris-virginica
+38,7.0385645313117795,3.0988719957747857,5.183090225516072,2.2546816492241835,Iris-virginica
+39,4.85957587797022,3.4704334444700895,1.5309134651153367,0.19177075621352815,Iris-setosa
+40,5.6168773824051454,2.5831622733644455,3.981025074772669,1.1029001176555957,Iris-versicolor
+41,4.883304822756671,2.0,3.254320795916925,0.9250203997572755,Iris-versicolor
+42,6.446675389964953,3.242483536296773,4.801915895977152,1.6545419621233703,Iris-versicolor
+43,5.933817229909187,2.997629865132242,4.585980090328235,1.4820193857034005,Iris-versicolor
+44,5.88892808407957,2.7569420929522854,4.554430230744707,1.1982378022867561,Iris-versicolor
+45,5.564006954599753,3.0,4.378433971250238,1.4695113407547007,Iris-versicolor
+46,5.067165946590971,3.4789299748428175,1.437640858817557,0.20052876805523986,Iris-setosa
+47,5.713917655534202,2.2946751412365844,3.8650441211065107,0.8777451386019183,Iris-versicolor
+48,6.705578699077124,2.6703292919414143,4.775616163107339,1.5064868157637084,Iris-versicolor
+49,6.103461344461369,2.657113987488871,5.54816964527202,1.4352893624416347,Iris-virginica
+50,6.030312348177776,3.385729095688882,4.621259562025169,1.6262500818447159,Iris-versicolor
+51,6.195450453204905,3.38701384186806,5.642475054060438,2.3267924976378525,Iris-virginica
+52,5.775793006060805,2.6859490349949766,5.135636604166136,1.9611214639460015,Iris-virginica
+53,4.769399692583036,3.347271751186593,2.2511106574117425,0.21782338618052752,Iris-setosa
+54,4.905947850225766,3.0583564754246484,1.3769419255109545,0.10048876764099361,Iris-setosa
+55,6.063097637110692,2.351006214065947,5.02257513582564,1.5659336816965042,Iris-virginica
+56,6.209046640767,3.4338809209099344,5.465466107900873,2.332425373383357,Iris-virginica
+57,4.440766808646609,2.977500952077644,1.423822700538413,0.1962176923919674,Iris-setosa
+58,6.0716345681608805,2.823331063449225,4.404879916188575,1.2801430625176042,Iris-versicolor
+59,6.2241251949798695,3.3390808070244824,5.9797738727946035,2.5,Iris-virginica
+60,7.9,3.887598516486352,6.311551077828601,1.9647874304381245,Iris-virginica
+61,5.6554911456015775,3.0,3.9526944097706043,1.370705471174966,Iris-versicolor
+62,4.873797833634172,3.4817326100815684,1.53149529747578,0.19647783340769268,Iris-setosa
+63,7.6568477183946,2.550585185315478,6.9,2.3075738294172567,Iris-virginica
+64,6.497692742290179,3.307493013474941,5.394027421058809,2.140544934758542,Iris-virginica
+65,6.252719483403984,3.2943005872093747,5.9432281909820635,2.5,Iris-virginica
+66,6.318253511742208,3.306172276018115,5.984057730883562,2.4999997913250103,Iris-virginica
+67,5.660487986264958,2.821723685919638,4.464737400542187,1.4359231471234486,Iris-versicolor
+68,5.035418726269364,3.4089108002231248,1.5905020241278385,0.2346893387178599,Iris-setosa
+69,5.4190543257522545,3.7180454529268157,1.546273705044195,0.23624086983846057,Iris-setosa
+70,6.096757730247712,2.787482684088912,4.736022337780041,1.3250225765828116,Iris-versicolor
+71,4.5206000322483115,3.0,1.4245423899436644,0.2114880689859418,Iris-setosa
+72,7.8999988653784685,3.8878381143419265,6.551501162406943,2.038806364154158,Iris-virginica
+73,4.631436265760668,3.2181413423706875,1.4130671648649455,0.201329630078907,Iris-setosa
+74,4.805333886998535,2.0,2.299569393463984,0.7234435336577985,Iris-versicolor
+75,4.864930562994578,3.0,1.4120696332592961,0.10000009176161571,Iris-setosa
+76,6.6678375852538245,2.9096397438981536,4.84348886926092,1.5125469265517306,Iris-versicolor
+77,7.633504729870494,3.0,6.205578110747362,2.267679369898672,Iris-virginica
+78,5.248072984194064,3.4024241848996986,2.0625266732991845,0.32342355851634785,Iris-setosa
+79,4.3,3.0,1.0697710247832735,0.1,Iris-setosa
+80,4.807605231194271,3.0,1.4041712028232187,0.1,Iris-setosa
+81,5.360123409537356,2.9073039967347913,4.292932854797053,1.4288082036302603,Iris-versicolor
+82,6.285850139783008,3.320645707926375,6.109874036079809,2.5,Iris-virginica
+83,4.375969831617158,3.0289533538155156,1.344751074834666,0.1873970360702526,Iris-setosa
+84,6.7792896246665775,2.8959942393943128,4.667929635571067,1.4243602457099238,Iris-versicolor
+85,7.899996855055104,3.6875519189978236,6.393194178159663,1.9572998073053824,Iris-virginica
+86,5.841794396236004,2.791756409321432,4.1338176844800785,1.0744510943602719,Iris-versicolor
+87,7.120146699695476,3.1832893241703712,5.6364081750240365,2.2448234507086293,Iris-virginica
+88,6.717795308659926,2.4289356934829858,5.940543816777553,1.6632181232008203,Iris-virginica
+89,5.541843752788189,2.8239832495252477,4.097562633279271,1.324343643904976,Iris-versicolor
+90,4.300003303894074,3.0,1.093151033951487,0.10000021489211268,Iris-setosa
+91,6.243238584910413,3.3574327795345593,4.602914349276126,1.5578930063813,Iris-versicolor
+92,5.876835068092319,2.976480394424079,4.261412525873826,1.3705461587213008,Iris-versicolor
+93,4.695586741191313,3.0043411814886753,1.4223453739607506,0.2690773962440957,Iris-setosa
+94,6.178474091660829,2.8137917852533643,5.018070856292891,1.6580857277800343,Iris-virginica
+95,5.6082963427719505,2.581406049963062,3.8216104422793804,1.1006911521620248,Iris-versicolor
+96,4.447589591934735,3.0,1.3894009963344491,0.20189598304213985,Iris-setosa
+97,4.997881386776104,3.5310659205509385,1.4478807694348172,0.20273675679609032,Iris-setosa
+98,7.6886462268852345,2.677751136100526,6.893808650690836,2.0778234341415325,Iris-virginica
+99,6.433693578604429,3.0,4.549756582939729,1.4222479337460885,Iris-versicolor
+100,7.9,3.9594156552599515,6.398435843568568,1.925915167692602,Iris-virginica
+101,4.849184462983807,3.0,1.4181905310051013,0.1,Iris-setosa
+102,4.300009096628746,3.0,1.1168980653557359,0.10000050266288961,Iris-setosa
+103,5.745142962551101,3.0,4.469634102942814,1.4635540962190472,Iris-versicolor
+104,4.833059171450643,3.548973692580362,1.7494512081643185,0.18658266108209132,Iris-setosa
+105,5.769693059929846,2.980437935565207,4.6322341548937445,1.432691476539368,Iris-versicolor
+106,6.751363497000813,2.6988151054157354,4.843187172631999,1.5163168507142473,Iris-versicolor
+107,6.743537853395727,2.3759093523914547,5.944114290386145,1.8609222058106085,Iris-virginica
+108,5.513295121488502,2.961189837607327,3.8321638623031613,1.3203395810307859,Iris-versicolor
+109,5.561707478449474,2.2508341847599254,3.678553571134056,0.9335230368996166,Iris-versicolor
+110,6.2253994095319936,3.30245203142934,6.107838227352026,2.5,Iris-virginica
+111,5.487492974913738,4.199998389170271,1.3791976903929457,0.20469435798423216,Iris-setosa
+112,7.28654741835691,3.113318912847944,5.759190522940365,2.271581354641038,Iris-virginica
+113,7.735884234770317,2.625985003097017,6.9,2.3118082728782214,Iris-virginica
+114,7.899995374212818,3.8138551897192245,6.285837044491107,2.108668708882706,Iris-virginica
+115,6.339951608816635,3.2876656627093617,5.94709994301252,2.5,Iris-virginica
+116,7.9,4.0806554718824355,6.513345904211484,2.0310244389761176,Iris-virginica
+117,5.561344978943249,2.720436130768283,4.253101928389793,1.3252304973087135,Iris-versicolor
+118,5.718741372484213,2.7311141901155724,5.118363200312722,2.0176585110136442,Iris-virginica
+119,4.866797139296521,3.0158732176722345,1.4506624246294177,0.10000010025909703,Iris-setosa
diff --git a/iris/tab_ddpm/0_0/22/test.csv b/iris/tab_ddpm/0_0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/22/train.csv b/iris/tab_ddpm/0_0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/22/val.csv b/iris/tab_ddpm/0_0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/23/synth.csv b/iris/tab_ddpm/0_0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3f8186e4dde0da6b3ea608cb0153ece44bec1a55
--- /dev/null
+++ b/iris/tab_ddpm/0_0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.8655933682533705,2.584422114696606,4.3243111293105105,1.2209821699485506,Iris-versicolor
+1,6.618547663867019,3.03174177253663,4.608208029427145,1.5216560340203793,Iris-versicolor
+2,6.1023138224136,3.3794678978630444,4.557106491788667,1.622694353572609,Iris-versicolor
+3,5.508613402682405,2.755248733229768,4.239812331053476,1.4280159196202475,Iris-versicolor
+4,6.364936600226826,3.323792287202134,6.166907140301979,2.5,Iris-virginica
+5,6.333874455908586,3.2011000329340393,4.8248098763893585,1.7800568266371508,Iris-versicolor
+6,5.498815890915681,3.9107052299839826,1.4221729812785522,0.2690224825960362,Iris-setosa
+7,6.281315122226118,3.382092770230151,5.4657960857745715,2.3434771162379153,Iris-virginica
+8,6.002482819634643,2.4025008024133245,5.095068912225075,1.6927533363482998,Iris-virginica
+9,5.486344687128548,2.3999046891020908,3.941983247387321,1.0748151740970355,Iris-versicolor
+10,5.348798383458706,3.385713309383442,1.4945976219089898,0.4592213583592408,Iris-setosa
+11,5.458607385007158,3.0,4.517544198623283,1.443625770432872,Iris-versicolor
+12,5.903730880723414,2.2643553369308673,3.972569384463766,0.8956489915625439,Iris-versicolor
+13,4.8689255529346065,3.4095004220019707,1.9788399989483503,0.20184026813753586,Iris-setosa
+14,6.755715502012857,2.882280068960896,4.8552200140196495,1.522785426759559,Iris-versicolor
+15,6.791494639408599,2.5130229345724544,5.886212083743521,1.8398248831343573,Iris-virginica
+16,6.423276720810496,3.275912875571213,5.298250875168644,2.119475759094639,Iris-virginica
+17,4.659389824875925,3.3620533847060363,1.411813395197556,0.1951268119239679,Iris-setosa
+18,4.967884196543659,2.0,3.571136428263253,1.0823979184591697,Iris-versicolor
+19,6.413949144105944,2.5515601482200734,4.962167476515148,1.8426996052498545,Iris-virginica
+20,6.720485188509413,2.8095722648531933,4.742968182880486,1.458830107220501,Iris-versicolor
+21,5.727603815895527,2.706000286636593,4.343750797366173,1.421859404330215,Iris-versicolor
+22,4.829230238462397,3.0,1.5089029810454369,0.2235670204155479,Iris-setosa
+23,4.300002594833069,3.0,1.0897304988780347,0.1,Iris-setosa
+24,5.1194092991318545,2.542568458389554,3.364308991217634,1.2162994669558447,Iris-versicolor
+25,6.258988691150199,3.355499715635101,5.387190260587474,2.263040296421372,Iris-virginica
+26,6.642718852110169,3.1246392248224732,4.703430699813189,1.5413360817879351,Iris-versicolor
+27,6.720647787648681,2.874118511133379,4.735133586706534,1.4087537193996593,Iris-versicolor
+28,6.4087881255494645,2.829374952715092,4.586885177949785,1.4240531646797785,Iris-versicolor
+29,6.631398035223373,3.2056391875591554,5.569448592411056,2.151714434608495,Iris-virginica
+30,4.3,3.0,1.039919653631622,0.1,Iris-setosa
+31,5.202355001880264,3.6101948259323065,1.3123903423202994,0.21791052062485192,Iris-setosa
+32,4.368022169914905,3.216077626015081,1.3621310726439626,0.20343480927058039,Iris-setosa
+33,6.72362487601293,3.1148485911711092,4.5960935636099505,1.4300995248024662,Iris-versicolor
+34,6.345910577812067,3.292614354516987,5.972293028429946,2.49999878698676,Iris-virginica
+35,6.809505187292397,3.167902727378232,5.15175610934504,2.302746365669968,Iris-virginica
+36,5.471375432651513,3.0,4.421335469445742,1.5043169856149856,Iris-versicolor
+37,4.3,3.0,1.0870085794326958,0.1,Iris-setosa
+38,7.896902765327123,3.266991207364779,6.19995529702676,2.2234013279551084,Iris-virginica
+39,4.8575596842572395,3.0008948721541757,1.4603054222963712,0.1,Iris-setosa
+40,5.503590785110289,4.2,1.3632929812411454,0.1869776652896341,Iris-setosa
+41,5.768048395456777,2.8071826092339824,4.385296607821037,1.2905039957499325,Iris-versicolor
+42,5.373111555888904,3.802167245666313,1.358247255838545,0.305989736664513,Iris-setosa
+43,4.771103568315459,3.3890330863563065,1.586817540379263,0.19664071173919911,Iris-setosa
+44,4.769813609785784,3.3945325505308808,1.8460784149746843,0.19968500102423165,Iris-setosa
+45,6.1670208496358105,2.694790397076075,4.938260830833966,1.732837198150493,Iris-virginica
+46,5.951520408543988,3.2183980936429686,4.837952320715733,1.893110374100015,Iris-versicolor
+47,5.3335124333991315,2.57501733475492,2.93680192588554,1.0843900281948553,Iris-versicolor
+48,4.495964022261047,3.0,1.390091583221302,0.20978391954320547,Iris-setosa
+49,6.698132697280597,3.044358044788433,4.538515079502634,1.429982558998945,Iris-versicolor
+50,4.953938563936208,2.0,2.594146443930936,0.8304720202509422,Iris-versicolor
+51,6.3614273054579,3.312993080134686,6.0112395212261145,2.5,Iris-virginica
+52,6.13178783131869,2.522819227569573,5.084067687524698,1.6176832604780513,Iris-virginica
+53,4.399641656754021,2.915728270159663,1.3580559288319591,0.20233730012991402,Iris-setosa
+54,6.596959445138186,2.3444755377061206,5.8033743826515325,1.7317313645435162,Iris-virginica
+55,6.126767407009623,3.374904353206307,5.275861646414232,2.2768992663484906,Iris-virginica
+56,7.899998579127288,3.790089429366932,6.450270928828306,1.8883759921250853,Iris-virginica
+57,4.423671553611521,3.2067336402985243,1.281289254098285,0.2055066228371479,Iris-setosa
+58,4.850701665129521,3.0,1.5465730116836844,0.18301088069698565,Iris-setosa
+59,5.702065676788824,2.322155384956477,4.128152033391492,1.4023713716819906,Iris-versicolor
+60,6.260101213835412,3.307798137597849,5.843816404136764,2.5,Iris-virginica
+61,6.7258388273320815,3.0,4.907806345055202,1.6193031474510282,Iris-versicolor
+62,6.356800469276363,2.7620717876588894,4.933440966618654,1.6200139055387321,Iris-virginica
+63,7.0733320500908725,2.523002701325242,6.086365238912344,1.8700108063724903,Iris-virginica
+64,6.581181089726128,2.728298168991271,4.6281834560612705,1.5711642913403894,Iris-versicolor
+65,6.359330283631029,2.8782911520626495,4.772353398733537,1.8416188415926849,Iris-virginica
+66,5.239856979735514,2.467147514657957,2.9794195056891772,1.0579805522291454,Iris-versicolor
+67,4.858071563812028,3.594964146493332,1.6353898574634032,0.19736960101187756,Iris-setosa
+68,7.690721314242113,2.6886015911168575,6.899997381618691,2.2655860912872194,Iris-virginica
+69,4.851402693980985,3.073124927492869,1.4408426778462669,0.1,Iris-setosa
+70,7.757390977250786,2.8963111335459097,6.682313704130638,2.134745943125652,Iris-virginica
+71,5.862732688376636,2.608784964774303,5.09231477764706,1.7462626127753955,Iris-virginica
+72,6.0862472982095,2.8811188855450856,4.679537970191044,1.4702133092234753,Iris-versicolor
+73,6.195226045134126,3.0,4.499268103802474,1.454726202961302,Iris-versicolor
+74,5.054043479612334,2.437388947342152,3.4025426268926506,1.2798963844145104,Iris-versicolor
+75,4.858343928238461,2.0,3.121663510143569,1.061820616566108,Iris-versicolor
+76,6.242263120932751,3.305555246903821,6.197666018315488,2.5,Iris-virginica
+77,4.812507553375189,3.0,1.3516652187926625,0.44338429089260883,Iris-setosa
+78,6.500750225364822,2.934809234987168,4.417542937967974,1.3542320914492194,Iris-versicolor
+79,5.505444667706256,2.935420604842672,4.433039475282192,1.4143248149995256,Iris-versicolor
+80,6.487082112851817,3.024288286303533,4.9159175195468405,1.6489219301073508,Iris-versicolor
+81,7.899998912396052,3.825900882696048,6.4229090539124485,2.0183174593164614,Iris-virginica
+82,6.222353409059715,3.335211305480579,6.109660129847809,2.5,Iris-virginica
+83,4.862571973563696,2.0,3.044398065321071,1.0234759676501872,Iris-versicolor
+84,5.559090417778991,3.0,4.3918694030765195,1.3853150549552875,Iris-versicolor
+85,6.341407872473221,3.376886391522238,5.3642193506649685,2.3458842583464756,Iris-virginica
+86,4.3,2.965196339831713,1.078105377560521,0.1,Iris-setosa
+87,4.596275644204073,3.2192200087709364,1.4761193711694482,0.193235686967005,Iris-setosa
+88,6.122662430479315,3.2082216052719352,4.95566297447211,1.9719643945168406,Iris-versicolor
+89,7.9,3.9621761234077195,6.510118255038662,1.933541445991412,Iris-virginica
+90,6.264408238363828,2.419990248586978,5.052953089723968,1.7570676831171812,Iris-virginica
+91,6.738308709556514,3.1821098794085905,5.720538388423211,2.0641001479370056,Iris-virginica
+92,5.670323846108068,2.868468612448403,4.293549019382713,1.4160019237918278,Iris-versicolor
+93,6.024761123777741,2.3043639967864773,5.3030992322127375,1.390974282206386,Iris-virginica
+94,5.069615882560218,3.6026379162104694,1.6016233106319533,0.45907072612595523,Iris-setosa
+95,4.4020415889284195,3.057471841633546,1.3255441891214412,0.19842148345302957,Iris-setosa
+96,5.89941629461441,2.9814987007972866,4.250177081674349,1.1180036204658559,Iris-versicolor
+97,5.743211084213292,2.726640752169292,4.349015036903909,1.3224945205269345,Iris-versicolor
+98,6.199827012665617,2.862556141744252,4.776685608615415,1.8633415808687408,Iris-virginica
+99,6.2885252098543525,2.665718542824245,4.9154419127539,1.6899689200740777,Iris-virginica
+100,6.563715946378907,3.229850899911587,5.182669791564893,2.0868487008567955,Iris-virginica
+101,7.716507023928051,3.0,5.938323417864193,2.319505916794085,Iris-virginica
+102,7.69804008208966,2.5760015791597692,6.9,2.307655051402628,Iris-virginica
+103,6.428803183378537,3.0,4.885135933001987,1.6144342650261279,Iris-versicolor
+104,5.349859479039946,3.678041952601788,1.4349804695232211,0.2258220785260832,Iris-setosa
+105,6.306655459466029,3.3813021246049644,5.5436049433120305,2.339666569108396,Iris-virginica
+106,7.9,4.015083445147745,6.444478851023065,2.109455436130171,Iris-virginica
+107,5.281653842626792,3.77627410752279,1.406017186200547,0.23576280850050624,Iris-setosa
+108,7.753180598166332,2.7686192818444577,6.699854498247579,2.0381591740056857,Iris-virginica
+109,6.36086153694665,2.6826831445563477,4.866230325509103,1.8036348833733908,Iris-virginica
+110,4.643711690392342,3.1236190392842933,1.403480676780629,0.22630383648078253,Iris-setosa
+111,6.120562348962372,3.379908258007863,4.680468050284598,1.626169042595656,Iris-versicolor
+112,5.094695863824296,3.264311741550605,1.5247621181729247,0.23178054561212708,Iris-setosa
+113,6.529712788939912,2.987054784696805,4.873816772974892,1.5244506644684799,Iris-versicolor
+114,6.71494220277105,3.235866471804874,5.4171399599746515,2.3244792459278374,Iris-virginica
+115,4.825254392195689,3.2998273032984575,1.7224104144239105,0.2104863110111858,Iris-setosa
+116,5.7324768345596055,2.769945249558916,5.029704984942485,2.2926744071244793,Iris-virginica
+117,5.668276332410193,3.8111465311531103,1.9506874870458166,0.25238310895673116,Iris-setosa
+118,4.795497689829772,2.0,2.8046519953445594,1.0708510797832875,Iris-versicolor
+119,5.555324823036916,3.0,4.406365477528594,1.435543463528945,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/23/test.csv b/iris/tab_ddpm/0_0/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/23/train.csv b/iris/tab_ddpm/0_0/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/23/val.csv b/iris/tab_ddpm/0_0/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/24/synth.csv b/iris/tab_ddpm/0_0/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a1ae54c58b4b6158a0329db0c1b861f5d85db07a
--- /dev/null
+++ b/iris/tab_ddpm/0_0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.806680827209703,3.4074722630845127,1.5567643281103545,0.19969570999987096,Iris-setosa
+1,5.509295562477142,3.0,4.487248185435553,1.4290260264004242,Iris-versicolor
+2,6.652521277315078,3.1280067881981073,5.425767674976068,2.2646339073393,Iris-virginica
+3,7.687552893173886,2.5350177858508993,6.9,2.3104785100748972,Iris-virginica
+4,5.44536005806977,3.0,4.558347423034371,1.5627574865504248,Iris-versicolor
+5,4.692762564735835,3.346184249499427,1.5033944541281028,0.19994384808994003,Iris-setosa
+6,6.090041411629378,2.329999928454288,5.03559499390567,1.5502607370730979,Iris-virginica
+7,7.9,3.979732115145835,6.482145095054433,2.0307376214065886,Iris-virginica
+8,6.755015155389007,2.921817611159778,4.7401805250625015,1.5532732010314216,Iris-versicolor
+9,5.928886769461363,2.9560399363357335,4.422984788164867,1.3541695073941666,Iris-versicolor
+10,5.480630407716691,2.6178380339961285,3.643760777741034,1.1437528305361535,Iris-versicolor
+11,5.5606563007079695,2.8974822522841475,3.8853038013018066,1.2220667842518096,Iris-versicolor
+12,6.2940453488041275,2.738776666712829,4.7799082656383325,1.286773838554244,Iris-versicolor
+13,5.858696864744326,3.0,4.2765350986107595,1.2898775417922934,Iris-versicolor
+14,7.3632495268328455,3.0808275166090326,6.273997485918218,2.183887572907346,Iris-virginica
+15,5.74186046341042,3.0,4.464119639138982,1.4262753673350264,Iris-versicolor
+16,7.326125305032115,3.0164978600322416,6.398368077337216,1.8379821581977578,Iris-virginica
+17,5.535259289275164,2.736091362447697,3.6632887845885684,1.0913323062746523,Iris-versicolor
+18,4.3,3.0,1.1040509240755538,0.1,Iris-setosa
+19,6.131625771463626,2.686922732602481,4.966125824613635,1.7135785202667044,Iris-virginica
+20,4.5690161745309315,3.6294728060370307,1.0,0.1931218611200045,Iris-setosa
+21,5.7845928497582415,2.8102978672037553,5.080277357061007,2.4257288219422,Iris-virginica
+22,6.490825842407427,3.226821010539727,4.664973918840517,1.5327035643204272,Iris-versicolor
+23,4.300001743007848,2.981026342667554,1.1356803435892444,0.10000056808599449,Iris-setosa
+24,5.655750658396429,2.2254045820982635,3.7660569975785125,1.0160548856596927,Iris-versicolor
+25,5.420089106176653,3.700770122027456,1.403709729403757,0.24873850331103187,Iris-setosa
+26,4.616845724001701,3.0,1.3220574956299653,0.23851798564536664,Iris-setosa
+27,4.612308971192756,3.533656069754085,1.0000003960057497,0.19392669472388313,Iris-setosa
+28,6.775658500406868,3.238829060374615,5.811603163230098,2.2534935237990945,Iris-virginica
+29,4.300000791022663,3.0,1.0904312986253923,0.10000034975025221,Iris-setosa
+30,5.253080170401836,2.723858279681222,3.4839076736337518,1.3248435060024932,Iris-versicolor
+31,4.898640712285156,3.0559670525923575,1.4538202607332977,0.1,Iris-setosa
+32,7.753939475859906,2.6162077052601247,6.9,2.313523713705442,Iris-virginica
+33,4.852937984978623,3.6157500685767956,1.5435257437459229,0.1971614843770204,Iris-setosa
+34,6.407585550579541,3.3079697032559716,6.124715134695219,2.499999602971975,Iris-virginica
+35,5.582259963675354,2.9585520003794414,4.004636911407461,1.2624917665026367,Iris-versicolor
+36,5.50112341384439,2.562043024066372,3.751078813001978,1.1294292905882257,Iris-versicolor
+37,5.454393172640581,4.199997593800709,1.4030885543702292,0.2073546255702286,Iris-setosa
+38,6.445617640593449,3.0108654770082417,4.731642792807524,1.6699985920768898,Iris-versicolor
+39,6.120057065528246,2.912885038066439,4.709618003575152,1.6076891762481673,Iris-versicolor
+40,6.320542066933064,3.3378524090659374,6.071167345686353,2.5,Iris-virginica
+41,6.152596068196353,2.658583643238364,5.0590033025405186,1.6461325836985947,Iris-virginica
+42,6.1800133711102045,2.7358799572168437,4.849581568918041,1.7401111822588975,Iris-virginica
+43,5.750725578055931,2.3026107390764534,3.8431328738286696,0.6931291392776413,Iris-versicolor
+44,7.7050546283272565,2.8862313483121724,6.638396044941516,2.125743402815562,Iris-virginica
+45,6.307954034764552,2.9914256699737916,4.338471067702494,1.4655345516212583,Iris-versicolor
+46,4.89582484980149,3.0191387108545746,1.4860855859524142,0.1000001541553039,Iris-setosa
+47,5.052791904216325,3.2115237730036217,1.5627153251175465,0.22806461237462833,Iris-setosa
+48,6.084443618353609,2.6569985177960254,5.2580371509691695,1.6051599998698987,Iris-virginica
+49,6.264647446886301,3.331032352456126,6.092970082079585,2.5,Iris-virginica
+50,6.456571650165887,2.8062655775006755,4.727397949977914,1.5090239247716097,Iris-versicolor
+51,5.371826108154768,3.4093592001403277,1.425864875695765,0.27749157538250036,Iris-setosa
+52,4.3,3.0,1.055155927915569,0.1,Iris-setosa
+53,6.487529859765419,3.268793422143107,5.2220905482332,2.306468795280715,Iris-virginica
+54,6.054176744515264,3.284656019579459,4.691647487787312,1.6976721570991449,Iris-versicolor
+55,6.4663341744751435,3.0,5.395030025549342,2.221278787795351,Iris-virginica
+56,4.863367134560311,2.0,3.0521322355170564,0.7815009684096123,Iris-versicolor
+57,5.637944100147336,3.0,4.428257317789903,1.3255700169240412,Iris-versicolor
+58,6.156312537124945,2.6593652001626498,4.958153447064608,1.6655968430768693,Iris-virginica
+59,6.153395754960196,3.0,4.838396772737797,1.6702260126095692,Iris-versicolor
+60,5.132114869561946,3.41751803613466,1.3405093485511046,0.2059978852457365,Iris-setosa
+61,6.430034800795062,3.263843655783873,4.680069036297959,1.5929548159548925,Iris-versicolor
+62,7.6810112299447635,2.553141735534872,6.899998491158105,2.2786687120294986,Iris-virginica
+63,6.488940158165033,3.2701174545200513,4.811681548589375,1.6157861578232844,Iris-versicolor
+64,4.984626933833864,2.5417832312514403,2.7053317230557323,1.15336130583624,Iris-versicolor
+65,6.120931316172263,2.9135965660467433,4.340572448264608,1.342660390747729,Iris-versicolor
+66,5.024104840920194,3.0,1.5958237848410814,0.2108954245250875,Iris-setosa
+67,5.599010860963766,2.5072245611648505,3.905411559333583,1.2718073453351846,Iris-versicolor
+68,6.705869714828238,3.041420771986962,4.845921877861631,1.5893081476309698,Iris-versicolor
+69,4.478630834658976,3.013333700336663,1.3612998268316554,0.19748120212607348,Iris-setosa
+70,5.76867008688316,2.3531772072852335,3.9815050334749915,0.7346209008656024,Iris-versicolor
+71,4.812645005434407,3.0,1.497112113756177,0.24895563799360873,Iris-setosa
+72,5.428133462733124,3.815555775946883,1.3688715032143162,0.6431398897346803,Iris-setosa
+73,6.26465906430176,3.3207727242775,5.978145033887621,2.5,Iris-virginica
+74,7.8999989120038165,3.744671902539932,6.471089263626368,2.0307649484934673,Iris-virginica
+75,7.640542353534762,2.5559007830056624,6.9,2.32327615085052,Iris-virginica
+76,6.192032565920048,3.3360846028871545,5.43284390697492,2.3401582013191367,Iris-virginica
+77,6.042046961905556,3.3988781012302023,4.560071212737584,1.6224318854721294,Iris-versicolor
+78,5.271071137275716,3.4101853069357535,1.4937453714980915,0.3057171656886288,Iris-setosa
+79,7.680907089198156,2.5843701337659444,6.9,2.300909088137634,Iris-virginica
+80,4.562111658663116,3.0,1.469605980595484,0.19273876397241224,Iris-setosa
+81,7.361462306001813,3.116430087796012,5.968978297136033,2.3113911097393935,Iris-virginica
+82,4.936395087490091,3.404960705572503,1.9987163823995142,0.26163885793490765,Iris-setosa
+83,5.480636219719267,2.5344460728073326,3.601530681615202,1.2669611541011356,Iris-versicolor
+84,5.8809837933746305,2.6376025827124288,5.067327051762615,1.8360572527889154,Iris-virginica
+85,5.643094630747491,2.3771272967690527,3.8007261125536127,1.0425346705213556,Iris-versicolor
+86,4.530059681773484,3.3194757903824703,1.4472964805023372,0.18454320956777726,Iris-setosa
+87,5.259156823786074,2.7336432083420474,4.130764297305005,1.4022451935486897,Iris-versicolor
+88,5.489430508892616,3.0,4.416485239048195,1.4703422306525986,Iris-versicolor
+89,6.095932292748877,2.1089201906096813,4.235014102296592,1.310846469205086,Iris-versicolor
+90,6.5613048319631835,2.8713422910476294,4.850128452416908,1.4759005711364857,Iris-versicolor
+91,5.413668253723114,3.59475282365931,1.4266285170201423,0.2555034246512471,Iris-setosa
+92,7.9,3.8854624700856184,6.361544896922698,1.9514970388184352,Iris-virginica
+93,4.3,2.9912243954143722,1.0985200435584528,0.1,Iris-setosa
+94,5.9917685518697095,2.86168438978153,5.264820972299201,2.1069098776865536,Iris-virginica
+95,5.287677159247377,2.6462300015170372,2.607788679030477,1.2730941384928134,Iris-versicolor
+96,6.400709870230928,3.1930167315524933,5.171558153660257,2.2466241613586835,Iris-virginica
+97,5.016099912198114,3.294881301228586,1.5923239422651976,0.23185279716241491,Iris-setosa
+98,5.5112045158484015,2.946449814513528,4.209045377152075,1.353498883706723,Iris-versicolor
+99,6.254700282183891,3.2571809256967916,5.883896663733465,2.4999992972859135,Iris-virginica
+100,4.908448398205989,3.0553405411056502,1.5017982197624071,0.10000010623677451,Iris-setosa
+101,7.094055054029588,2.6033059110485106,6.495395402733016,1.8352776284614103,Iris-virginica
+102,4.6070611565319535,3.104306025600497,1.4989048249630794,0.19811361368377514,Iris-setosa
+103,7.9,3.693452618333554,6.329454511425253,2.030129853985716,Iris-virginica
+104,6.370029353429389,3.288171185132455,6.000687093660326,2.4999994080084496,Iris-virginica
+105,6.578340946723919,3.0,4.3985884945977975,1.3572320678040073,Iris-versicolor
+106,7.703748725853954,2.555442388471747,6.9,2.310644102693517,Iris-virginica
+107,5.881889085153403,2.1780716193871505,3.9821130465753387,1.0135030485600292,Iris-versicolor
+108,6.685235977548133,2.458783128212675,5.5987886999623875,1.9411574788209107,Iris-virginica
+109,4.774309012586634,3.372038044214633,1.5740809130585927,0.2058574427960592,Iris-setosa
+110,5.5258700415835165,2.696846669562432,3.8187865525459594,1.108084016526351,Iris-versicolor
+111,5.598338619792678,2.960011832535648,4.32622270415336,1.383608465381692,Iris-versicolor
+112,7.9,3.89772895533773,6.397495323419918,1.9805327576811074,Iris-virginica
+113,5.055834566116886,2.5337578134179126,3.5852360977597693,1.3157698722271483,Iris-versicolor
+114,4.3,3.0,1.1028470218205517,0.1,Iris-setosa
+115,5.795460027684162,2.738749328637332,4.412733882085288,1.250678745766531,Iris-versicolor
+116,5.999798432778954,3.5488057866808194,4.4921575260582,1.5835843053685439,Iris-versicolor
+117,4.398070287043418,3.1177219881917946,1.3749853676620811,0.20867899156994155,Iris-setosa
+118,5.217591834872673,2.456152730023488,3.352826667283636,1.160809868711019,Iris-versicolor
+119,5.700153041456774,2.762789725556544,4.264616596837833,1.1945437689465646,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/24/test.csv b/iris/tab_ddpm/0_0/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/24/train.csv b/iris/tab_ddpm/0_0/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/24/val.csv b/iris/tab_ddpm/0_0/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/25/synth.csv b/iris/tab_ddpm/0_0/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..26ddccd756106f78cbffa0e8dd07ec21f1fd5b60
--- /dev/null
+++ b/iris/tab_ddpm/0_0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.075998262124374,3.56617099529721,1.5435758374386308,0.1797579073737144,Iris-setosa
+1,5.988789276158531,2.013322431683249,4.258673122017737,1.2415000520419064,Iris-versicolor
+2,4.524291800253364,3.6362921232837717,1.0,0.19487646867650465,Iris-setosa
+3,7.9,3.9577408919080286,6.459758895263355,2.0386227944798714,Iris-virginica
+4,6.548848886795491,3.1084639641336116,5.40359171215844,2.1924357549498383,Iris-virginica
+5,6.5286931384869655,2.894371932769565,4.7497128156204536,1.473216501176944,Iris-versicolor
+6,7.630789399813762,2.6565354688419838,6.899979455064718,2.228907120495689,Iris-virginica
+7,4.983067353104737,3.0,1.5168189806474852,0.19337395909072985,Iris-setosa
+8,5.142301931412632,3.627110938328317,1.8543560895762066,0.2615770276626898,Iris-setosa
+9,7.9,3.922259154138819,6.390032418630749,2.045802434129271,Iris-virginica
+10,5.312687257909333,3.6278771907481495,1.4141718019223422,0.2233655471110684,Iris-setosa
+11,5.6555731547582955,2.003140560046271,3.9669043784317126,1.086439669849427,Iris-versicolor
+12,6.700563695579205,2.9712309549352525,4.493899263161703,1.3554624532650645,Iris-versicolor
+13,6.327824550249481,3.299012938445794,6.135951552308826,2.5,Iris-virginica
+14,6.327955999417273,3.3419047803923925,5.530336482893542,2.3672288554127032,Iris-virginica
+15,6.638375415507315,3.0367374927877124,4.864708767995215,1.6505956251693963,Iris-versicolor
+16,6.8007323663982975,3.229825863057367,5.725483530436841,2.3269402431184147,Iris-virginica
+17,7.9,3.973384717016878,6.54475315400339,2.0628910016976545,Iris-virginica
+18,6.972662047446667,2.8461975595863485,4.787699679699756,1.3180217179323368,Iris-versicolor
+19,6.382814611309082,3.3414428677758714,6.049458920174391,2.5,Iris-virginica
+20,7.8999808365870114,3.553279398735652,6.407643174817862,1.9810668712279056,Iris-virginica
+21,6.614963920558383,3.2482368625566527,5.4980139947500355,2.2536657487557523,Iris-virginica
+22,5.627251360929336,2.809921989140818,4.308321824405141,1.2459838996554955,Iris-versicolor
+23,7.67315416294632,2.561490188589221,6.9,2.3246255725111062,Iris-virginica
+24,4.3,3.0,1.0972198705013951,0.1000001854787793,Iris-setosa
+25,7.9,4.010655453723935,6.420978706846972,1.9623771373945949,Iris-virginica
+26,4.8220270252615425,2.0,3.330971291014528,1.003583099237786,Iris-versicolor
+27,5.670179419779136,2.2758194642053335,3.982496923374796,1.0647009023469491,Iris-versicolor
+28,4.5244686577866835,3.5375607344585185,1.0,0.1900162352592875,Iris-setosa
+29,6.353294086435631,3.3368161142866737,5.960019861658231,2.5,Iris-virginica
+30,7.705679981328525,2.776689805892264,6.639564471921279,2.021092473817979,Iris-virginica
+31,6.036148349151911,2.742234072578423,4.940873903438527,1.8560405397581123,Iris-virginica
+32,6.544452040242581,2.9335428927258986,4.716822079620479,1.5490874126125016,Iris-versicolor
+33,4.832780230512544,3.3783424628520273,1.5533656480917977,0.21175424960784786,Iris-setosa
+34,5.744475593389716,2.2669857184372844,4.055382412719279,1.0791390983556477,Iris-versicolor
+35,6.789607370570446,3.217084424990745,5.826293798571397,2.284529338030149,Iris-virginica
+36,6.577178929172933,3.038073750935946,4.726129565128873,1.5166623533737107,Iris-versicolor
+37,6.485961963909006,2.65512593402872,4.705867314329335,1.4384322964906975,Iris-versicolor
+38,6.378691057911898,2.208306824291677,4.526725373377804,1.47292302600584,Iris-versicolor
+39,6.056210999995706,2.7059574060448734,4.909005716597128,1.7059096727170326,Iris-virginica
+40,7.675546057702203,2.5406603731159394,6.9,2.3131953948908,Iris-virginica
+41,6.520996699312044,3.2233046651740267,5.106186814977697,2.2079931781176145,Iris-virginica
+42,5.823226289137203,2.922286290904118,4.48637354047844,1.2924430835821994,Iris-versicolor
+43,7.9,3.9259208099990204,6.497084227553741,2.0155143358062952,Iris-virginica
+44,5.098086427731292,3.56683918974637,1.4509357973518684,0.18866999094520212,Iris-setosa
+45,6.0291285812590205,2.5564401981515466,5.423518019298239,1.3877078111806322,Iris-virginica
+46,4.30000110900108,3.0,1.1559512110403225,0.10000056409349688,Iris-setosa
+47,5.835206292233353,2.5629077845340156,4.244980013383596,1.0441470043301928,Iris-versicolor
+48,5.119761773462534,2.651736826299482,3.6735453095247794,1.3384618242264028,Iris-versicolor
+49,5.581070625707699,3.658716987735241,1.5742276086468707,0.41070617172052293,Iris-setosa
+50,4.810016680645356,3.404647017490986,1.7226211628884758,0.20022283593511941,Iris-setosa
+51,6.554984993671193,2.5608861216290153,5.407913297222778,1.9246031658233371,Iris-virginica
+52,4.901122897092228,3.100603524422498,1.499495739017035,0.1000000993692694,Iris-setosa
+53,7.9,3.949234606349454,6.341896308116457,1.9609806392393883,Iris-virginica
+54,5.55346878631214,2.5968628524700366,4.018304681004991,1.1091007924852032,Iris-versicolor
+55,6.317320186477338,3.317110532733204,5.9907842824955475,2.5,Iris-virginica
+56,7.2243816543152315,3.090378225567593,6.127260534754671,2.065260455186896,Iris-virginica
+57,5.341581776385514,3.9162171599906763,1.3829990283957654,0.2314553202443347,Iris-setosa
+58,6.699069144626146,3.0,4.704647257377336,1.5203309154633087,Iris-versicolor
+59,6.662856227753213,3.073246782089313,4.657730518636602,1.518456405514203,Iris-versicolor
+60,5.115727911201925,3.3674755746092058,1.554943214216339,0.4603836048000328,Iris-setosa
+61,6.568154622529736,3.215611116874824,5.25538213062369,2.0024279251806245,Iris-virginica
+62,6.606511726678078,3.0,4.480822159130008,1.4590257968436013,Iris-versicolor
+63,6.3892016773788125,3.015020987343436,4.856706001451323,1.6890467530817668,Iris-versicolor
+64,7.192046180567767,3.0708261854673458,6.130053655782902,1.9705133582285719,Iris-virginica
+65,6.320142588329164,3.315728030688687,6.08500339820641,2.4999993346579426,Iris-virginica
+66,6.292388359633539,3.3438841753137574,5.329538051167206,2.2447794218283024,Iris-virginica
+67,4.8743787895840125,3.0,1.3770131285117921,0.100000136451221,Iris-setosa
+68,7.9,3.8777806990462156,6.472738254123598,1.9581812602213313,Iris-virginica
+69,6.739172375002952,2.661056654062535,5.704073978916768,1.868733030204527,Iris-virginica
+70,5.28858862529298,3.8919693786420173,1.5164206317130122,0.21349280359782974,Iris-setosa
+71,6.667500473315652,3.1553868953177595,4.685736600503508,1.5227781889342284,Iris-versicolor
+72,4.972372646994341,3.0,1.504496618900997,0.10000035348207649,Iris-setosa
+73,5.484371677440808,3.400541209874269,1.620901251053541,0.5219018324877361,Iris-setosa
+74,4.854883177462781,3.0,1.4373588305326381,0.10000016118335057,Iris-setosa
+75,4.899333674112749,2.0,3.246719331992896,0.9660059230382375,Iris-versicolor
+76,5.353948165337306,3.7435536799667655,1.3509170161771276,0.2316629833852602,Iris-setosa
+77,6.290324423119342,3.3721625540906444,5.4708372104845235,2.2558900313206465,Iris-virginica
+78,6.334170414998399,2.841366732796146,4.927800605549746,1.7805341018419338,Iris-virginica
+79,6.416716663397954,3.1031774350096017,4.687658660398348,1.4899050458381795,Iris-versicolor
+80,6.419182487714696,2.5990789066394555,4.702897258789898,1.5164825099409167,Iris-versicolor
+81,6.286055415498787,3.3243287393557743,6.0974642190510195,2.5,Iris-virginica
+82,6.174630970987529,2.3414253437803305,4.938896977004646,1.7638975354060746,Iris-virginica
+83,5.58588381485831,2.3636729989167673,3.7072898950394206,0.9113679911814386,Iris-versicolor
+84,6.063096817906363,2.576462295057719,5.658511907222471,1.2832536864065576,Iris-virginica
+85,6.671866419313016,2.94116596170065,4.736662466688634,1.5159745485053064,Iris-versicolor
+86,6.083139057511379,3.331791423309422,4.585544648904357,1.5968572901717795,Iris-versicolor
+87,4.767245921436514,3.0373215180646254,1.4720360378694644,0.21546393360332078,Iris-setosa
+88,6.439520265398428,3.0082143037507842,5.217073800628079,2.1132997586788895,Iris-virginica
+89,7.542922122661095,3.042913047890154,5.503677760593366,2.305887459518325,Iris-virginica
+90,4.969923613379503,2.0,3.6720695073931275,1.0233130441949805,Iris-versicolor
+91,4.80608428823296,3.360040326529485,1.6949674886170694,0.2179527765999228,Iris-setosa
+92,6.323751428801709,3.2990872133559415,6.118624448238623,2.5,Iris-virginica
+93,4.300000749286654,3.0,1.1090922799308243,0.1,Iris-setosa
+94,7.7109806244155,2.625758313681704,6.899996197262709,2.2628353396655196,Iris-virginica
+95,4.617025343660837,3.783800593319339,1.0,0.17861443516477132,Iris-setosa
+96,6.716584324390108,3.0,5.038616058804565,1.6267894851138318,Iris-versicolor
+97,4.509672292740685,2.9931526799488,1.3953744566219077,0.22154264225217274,Iris-setosa
+98,5.846498628873537,2.7176213309759314,5.0581063110698254,1.9389707010476598,Iris-virginica
+99,6.013205657259237,3.0,4.631280734957264,1.5446717044048937,Iris-versicolor
+100,7.428937656148945,3.0936944497498584,5.389866801363337,2.273104804380601,Iris-virginica
+101,5.452347914872326,2.978623187625453,4.246921366477812,1.4719995829101673,Iris-versicolor
+102,4.886417780544014,2.0,2.7375210952261844,0.8781303221725892,Iris-versicolor
+103,6.679435290949449,3.0,4.99474280479893,1.60612316009622,Iris-versicolor
+104,4.3,3.0,1.0743437556741864,0.1,Iris-setosa
+105,6.216645944045469,3.33783489081253,5.984890599145194,2.5,Iris-virginica
+106,4.854919262650702,3.0108774717783966,1.4826091346615344,0.1,Iris-setosa
+107,4.889125208675239,3.0160948009162833,1.4932125420681204,0.2714267797044403,Iris-setosa
+108,5.051184094712587,3.0,1.6727732763285166,0.1848709561022694,Iris-setosa
+109,5.182274596148517,3.808484419836185,1.3973522720000333,0.20889418659386452,Iris-setosa
+110,6.129991746483856,2.4776008769523177,4.335136048349939,1.2553192027364708,Iris-versicolor
+111,5.430446247148518,3.6467754745062866,1.4042109244754626,0.24863707520013184,Iris-setosa
+112,5.603590882332702,3.0,4.63702543744789,1.563567778368388,Iris-versicolor
+113,7.7257789569050335,2.553037523477859,6.9,2.338981281619368,Iris-virginica
+114,7.476194659715197,3.0,6.50702543204097,2.0399434525393647,Iris-virginica
+115,6.740366089356579,2.748870340783435,4.877308464007531,1.557140938114244,Iris-versicolor
+116,7.9,3.790965610386631,6.371645203344645,1.9245029364883175,Iris-virginica
+117,5.593594728977481,2.5729788867155423,4.134790352353494,1.2620155485274847,Iris-versicolor
+118,5.5917234651157335,2.978722117263334,4.4246210160330115,1.3641403480950975,Iris-versicolor
+119,6.002290344617625,2.716955297168056,4.963788652407208,1.8171452618297652,Iris-virginica
diff --git a/iris/tab_ddpm/0_0/25/test.csv b/iris/tab_ddpm/0_0/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/25/train.csv b/iris/tab_ddpm/0_0/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/25/val.csv b/iris/tab_ddpm/0_0/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/26/synth.csv b/iris/tab_ddpm/0_0/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95ef3245dbc6a21c6837fc0261cf0bac2ebaac33
--- /dev/null
+++ b/iris/tab_ddpm/0_0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.439470037523943,2.2070513709779815,2.9406303420787125,0.8576661121396939,Iris-versicolor
+1,7.9,3.9375334086712868,6.41980757378674,1.997115326699667,Iris-virginica
+2,5.479172430028671,3.0,4.480847415741993,1.476451939598762,Iris-versicolor
+3,5.444105482335829,2.4620452073656263,3.891086599189003,1.264207761491679,Iris-versicolor
+4,7.790333733506374,2.573794706829829,6.9,2.310917976532429,Iris-virginica
+5,6.265763511278229,3.301565016369506,5.952663581834198,2.49999830858096,Iris-virginica
+6,7.9,3.9190981889227765,6.462087548387507,2.030463255906291,Iris-virginica
+7,5.017291682183629,3.659748699963755,2.1124050671175922,0.20734141772449474,Iris-setosa
+8,6.239128555210274,3.4669614455406945,5.688963350440619,2.3664416179471517,Iris-virginica
+9,5.211643212586031,3.385034597611389,1.5734547278227153,0.46896127103636276,Iris-setosa
+10,4.300001186091884,3.0,1.1020770768645098,0.10000024818390703,Iris-setosa
+11,6.0723796915348816,2.2069371111438665,4.33505898268344,1.4843380041029848,Iris-versicolor
+12,4.931229701465433,3.379248959379416,1.6970250641003128,0.25671992793224,Iris-setosa
+13,5.307142781123652,2.55202923674082,3.6215133195112523,1.1348255177702065,Iris-versicolor
+14,6.143770723309531,2.854888021188097,4.313391460182055,1.3525110459520422,Iris-versicolor
+15,5.382889125555417,3.6793406686465895,1.3428920443962489,0.21959242798011963,Iris-setosa
+16,5.146418830888753,3.3103263620890755,1.5431500111799217,0.6609227864316234,Iris-setosa
+17,4.608543161967422,3.1018839993027907,1.4869265299491286,0.21746695827739415,Iris-setosa
+18,5.493575616803504,2.925669061065555,3.648410640373239,1.3768769363698687,Iris-versicolor
+19,4.580351049520098,3.126766447712596,1.5167854532460554,0.20670903043284294,Iris-setosa
+20,7.9,3.893020144600435,6.19405501371409,1.9769266625617106,Iris-virginica
+21,4.802373187012221,3.4272877803287938,1.8436565284368753,0.20775137656667772,Iris-setosa
+22,4.991779080275618,3.377652969582375,1.3183928842626242,0.1945831737186406,Iris-setosa
+23,6.262050266129125,3.405896239220629,5.328733557540562,2.303953778311841,Iris-virginica
+24,6.135041789406888,3.0,4.457205577629933,1.2610396153211818,Iris-versicolor
+25,7.8999987706609724,3.868434488531493,6.364642710663789,2.0662764235867446,Iris-virginica
+26,5.579435803279176,2.3823341536866565,3.909924305358047,1.279867930939893,Iris-versicolor
+27,4.386206836907048,2.972702038716498,1.4127355061337064,0.19247063137077997,Iris-setosa
+28,5.620775895937232,3.739681721098098,1.4219202439598924,0.2661148031648065,Iris-setosa
+29,4.582362810736341,3.5904615240816122,1.0,0.198699036098183,Iris-setosa
+30,6.697069505049255,2.842768575517642,4.733741679805206,1.4749650737339206,Iris-versicolor
+31,7.040453517831769,3.008150274665032,5.687252563423109,2.253268300074344,Iris-virginica
+32,5.55224065429034,4.199998630035301,1.405446534925023,0.23196219093927695,Iris-setosa
+33,4.656252626514431,3.5510478349657855,1.0,0.20062357877472678,Iris-setosa
+34,6.534433545873183,2.969134388606835,4.696996737376918,1.4453694329710174,Iris-versicolor
+35,6.096149804039371,2.4961092954443616,5.363765363741204,1.5316296761502322,Iris-virginica
+36,4.530575101634517,3.057241825850717,1.36987067969032,0.2112544738119246,Iris-setosa
+37,5.851195864503222,2.8091125401931434,5.1231794682766205,2.3618250990966843,Iris-virginica
+38,5.4308873038487695,3.813646724523225,1.2880912994279843,0.2746450115141079,Iris-setosa
+39,6.342733474860723,3.386285198212675,5.3902658503616045,2.3388103660038393,Iris-virginica
+40,7.9,3.902418350838187,6.339537748627531,2.0381252827322904,Iris-virginica
+41,5.8006441680900505,2.6903828047379594,5.095974951454979,1.92323424148481,Iris-virginica
+42,4.896516803341953,3.0943160045925233,1.4682099150623622,0.10000018351163811,Iris-setosa
+43,7.721641939944156,2.5239531381268727,6.9,2.1263410081328025,Iris-virginica
+44,6.757464257018566,3.1675883459032637,5.439914014683641,1.8493629780511402,Iris-virginica
+45,4.870648554885683,3.621705817656337,1.5184481306514548,0.1892946172298475,Iris-setosa
+46,7.89999835904588,3.723960252459285,6.436149415486788,1.8958642254854647,Iris-virginica
+47,5.874036382361284,2.261835303291525,3.964993712813153,1.0200451324102047,Iris-versicolor
+48,6.044009458542728,3.387740272453549,4.584118786926288,1.6610679661408565,Iris-versicolor
+49,7.9,3.9390445318282863,6.481079057856314,2.0227643664180173,Iris-virginica
+50,6.380898607355012,3.3228128490305626,6.13450996892829,2.5,Iris-virginica
+51,5.502848792572769,2.4093805604045575,3.770431019451937,1.1236041539271346,Iris-versicolor
+52,6.1099566014401,2.1322949519245475,4.3917152836343725,1.4474157957206193,Iris-versicolor
+53,6.764645379658814,2.9171226639669676,4.605754230332203,1.314565647186829,Iris-versicolor
+54,5.130666649500057,2.386671398729216,3.5277588505106308,1.1897160259627226,Iris-versicolor
+55,4.3,3.0,1.078971377458766,0.1,Iris-setosa
+56,4.3,3.0,1.1013150443750184,0.1,Iris-setosa
+57,7.9,3.8722201482898746,6.350916042273704,2.011231945346138,Iris-virginica
+58,7.732888746270448,2.509451780707238,6.9,2.339115884109747,Iris-virginica
+59,5.685770340668762,2.1942940652308067,3.692050719101289,0.6639227358863835,Iris-versicolor
+60,4.796675516549916,3.0389198875113017,1.4203802497527933,0.1,Iris-setosa
+61,6.3081495307990085,2.7088620120279567,4.84151170852054,1.812523480061634,Iris-virginica
+62,6.52202540462662,3.0788377106955096,4.812464172248392,1.6056617484541547,Iris-versicolor
+63,7.71247529245774,2.919967336658664,6.482090718784265,2.1737179062670515,Iris-virginica
+64,5.054483937909971,2.541309297039123,3.309602880638943,1.1236273029590016,Iris-versicolor
+65,7.440261107277296,3.074099707327413,5.989890284177979,2.2747518643362508,Iris-virginica
+66,7.9,3.979383202206435,6.303399085389538,2.020136431698972,Iris-virginica
+67,4.46907738446717,3.0,1.313545140041695,0.1,Iris-setosa
+68,4.9615992240730895,2.5098008717759392,3.3430855185622628,1.1345962070845252,Iris-versicolor
+69,7.629940082518271,2.599309172391215,6.9,2.311465198529526,Iris-virginica
+70,7.9,3.934440007832154,6.451920004541767,1.9679808815008666,Iris-virginica
+71,5.139075445213906,3.321691109630736,1.555786337030262,0.9145256030276147,Iris-setosa
+72,6.715767668165185,2.973366672666833,4.923543032531638,1.645212880325492,Iris-versicolor
+73,6.067890588199279,3.3881967872999743,4.602428654067529,1.606439179555369,Iris-versicolor
+74,4.605380124448352,3.6532439187548906,1.0000008897058148,0.1924097158457257,Iris-setosa
+75,4.817922969272493,3.1122670364890848,1.4342894487379396,0.1961444439687678,Iris-setosa
+76,4.683116497408712,3.1383599546120844,1.5331461253612384,0.21344437605561778,Iris-setosa
+77,5.657979885760766,2.9218849736136594,4.162952722019763,1.3567567260984918,Iris-versicolor
+78,4.38037562096515,3.0,1.3656504740475326,0.19874479508699402,Iris-setosa
+79,4.88530124059008,3.139060346820697,1.4966136415746043,0.1,Iris-setosa
+80,6.354325985196755,3.3412188591425664,6.169204964140348,2.5,Iris-virginica
+81,4.589986461003725,3.619650384828218,1.0000005909997478,0.20072895761727272,Iris-setosa
+82,4.894114938544366,3.0382154457882073,1.4518603036370563,0.10000018897576732,Iris-setosa
+83,6.541758772757047,3.0376862737456682,4.829819237623504,1.6324763049409248,Iris-versicolor
+84,5.484201854038008,3.611696762288162,1.443807477858396,0.2355766081291744,Iris-setosa
+85,6.084643003182298,2.6087568643521375,5.619675277717908,1.3854208306205122,Iris-virginica
+86,6.1899427933660185,2.5333473051103796,4.99171641888366,1.5911966561896886,Iris-virginica
+87,6.111719625139985,2.5596116263873006,4.447085304990482,1.0973073627857726,Iris-versicolor
+88,5.6479054106468345,3.0,4.718428139049351,1.6178127760401106,Iris-versicolor
+89,6.220031462876949,3.3232035167860587,6.000123607393808,2.5,Iris-virginica
+90,6.234572990519337,3.292078205602891,6.078921091340099,2.5,Iris-virginica
+91,4.771467979830092,2.9892939285383124,1.3296143747191245,0.1,Iris-setosa
+92,7.773982383529081,2.554601696234532,6.9,2.325730230506864,Iris-virginica
+93,5.271014664127992,2.546753925504401,3.005868922175039,1.150420636984448,Iris-versicolor
+94,6.28971787845638,3.2895758324398208,6.114050510849999,2.5,Iris-virginica
+95,6.14599370613686,3.303450564642244,6.01337422655263,2.5,Iris-virginica
+96,6.457730078984934,3.0077683207352974,5.090995802936209,2.106805851732601,Iris-virginica
+97,5.8062891328253,3.0,4.524159397102563,1.353253165413422,Iris-versicolor
+98,5.411287369789866,2.713106844993323,3.5545476869821835,1.1751243434791163,Iris-versicolor
+99,7.899998494564564,3.729696055177761,6.472659347883019,2.0214982189890867,Iris-virginica
+100,7.9,3.979956928897579,6.342230100237336,1.9295628613515663,Iris-virginica
+101,6.0472003646366925,2.1325328075830257,4.103194116703191,1.1140291104754774,Iris-versicolor
+102,7.5863475854672195,2.5741062289182643,6.9,2.2827411944538816,Iris-virginica
+103,6.374994672711434,3.304233836191056,5.970951925219146,2.5,Iris-virginica
+104,6.2957893661044535,2.6660308304773386,4.617811451730557,1.3712603243051122,Iris-versicolor
+105,6.058764089939649,2.60733894305778,5.356733259552009,1.4704084769996135,Iris-virginica
+106,6.618410081078056,2.9653479189619416,4.876760376580789,1.5689730026234059,Iris-versicolor
+107,5.800126142950985,2.719450967771647,4.395240908953114,1.090093472691915,Iris-versicolor
+108,6.212927181251781,3.396572548851191,5.3570291705897155,2.3138131125399584,Iris-virginica
+109,5.4870445915742945,3.5184640193038614,1.7058434925663029,0.2512661553200954,Iris-setosa
+110,4.3,3.0,1.1030223940568216,0.1,Iris-setosa
+111,6.431327462306552,3.1523231065366026,4.452091457647784,1.464511253950705,Iris-versicolor
+112,5.837314913076189,2.1750519323043163,4.092139623319345,1.062163366351013,Iris-versicolor
+113,6.045148415203205,3.3886245184818113,4.527381702768942,1.6235993128500328,Iris-versicolor
+114,7.9,3.870032644502385,6.530592961579427,2.044399003499131,Iris-virginica
+115,5.60031499949115,2.401967529859374,3.8129769974398946,1.077786822315664,Iris-versicolor
+116,6.2082153580089665,3.3276291521754087,6.048268791157152,2.5,Iris-virginica
+117,5.454313863484869,2.4852680176866007,3.748260121433752,1.2051786327325777,Iris-versicolor
+118,5.138496355201256,2.510358998272198,2.872863760505763,1.0306077819200403,Iris-versicolor
+119,4.750473519408695,3.392346190226551,1.870245102209621,0.20427829356312582,Iris-setosa
diff --git a/iris/tab_ddpm/0_0/26/test.csv b/iris/tab_ddpm/0_0/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/26/train.csv b/iris/tab_ddpm/0_0/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/26/val.csv b/iris/tab_ddpm/0_0/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/27/synth.csv b/iris/tab_ddpm/0_0/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df9da81d7670520dc876a55d59b49da6b5df3d39
--- /dev/null
+++ b/iris/tab_ddpm/0_0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899991684843112,3.7642888354481787,6.459893788972529,1.9232401015505607,Iris-virginica
+1,4.830755213317652,3.0,1.4751890191118038,0.1,Iris-setosa
+2,4.831850238147195,3.348548576238908,1.5711633871156216,0.19268593619327018,Iris-setosa
+3,6.725478722992071,3.182229720715995,5.437361767015416,2.1327604953983124,Iris-virginica
+4,4.965865550119341,3.083082783626152,1.5004596542719222,0.1,Iris-setosa
+5,7.6913907329470215,2.826737434966562,6.733549899142222,2.020402554468797,Iris-virginica
+6,4.4999538554244545,2.951993452045933,1.3587533340232982,0.22090615330714078,Iris-setosa
+7,6.488699278464715,2.452469892731094,4.681533719059066,1.4317875059758411,Iris-versicolor
+8,4.905117557997523,3.4072521907555338,1.9776031635562166,0.21755643207097758,Iris-setosa
+9,4.300001048184792,3.0,1.1160676797373097,0.10000017872502069,Iris-setosa
+10,4.500204469210071,3.131854522734925,1.410405464693662,0.21024170103174122,Iris-setosa
+11,4.591330241516479,3.6719070092271577,1.00000068063125,0.19125052597521142,Iris-setosa
+12,5.61150557327174,3.0,4.64646966175245,1.5512024562750342,Iris-versicolor
+13,4.463830579988039,3.1888143542055842,1.376867867794271,0.200296608450574,Iris-setosa
+14,6.480577299067428,2.6442946603177258,4.506728277504119,1.2599846602963412,Iris-versicolor
+15,6.19524651166321,3.2833815181876504,6.130287530161481,2.5,Iris-virginica
+16,6.412764100611599,2.665439909362886,4.845180728124591,1.9409362804726293,Iris-virginica
+17,6.057937960884989,3.3765500691165973,4.548723732499691,1.6315106379917386,Iris-versicolor
+18,5.054911081142709,2.5707411159432887,3.700403585026123,1.2924145512296654,Iris-versicolor
+19,4.950969354247237,3.2965235202544814,1.5211764264579912,0.2742947076782674,Iris-setosa
+20,4.889044473592412,3.7032569341545054,2.054257830475399,0.1906329417483874,Iris-setosa
+21,6.5946706393722625,2.4563062384969956,5.537492694655714,1.8577917540100375,Iris-virginica
+22,4.921403334312593,3.3437300034061006,1.8456746103563115,0.20588260903475739,Iris-setosa
+23,6.052955690445925,3.348830018042674,4.554856919440709,1.6240924124413694,Iris-versicolor
+24,6.336543034658877,3.3725485616808712,5.421679282697054,2.3635373816563963,Iris-virginica
+25,6.037011441869594,2.2327998625563272,5.02445106132835,1.4708993019228431,Iris-virginica
+26,5.847476860628491,2.941585200970044,4.2183086962174805,1.2665197856975414,Iris-versicolor
+27,4.7692766364188355,2.0,3.1139894594535487,0.9542744424122668,Iris-versicolor
+28,5.683846652418565,3.040140251309371,4.3432941793651585,1.3231244200876884,Iris-versicolor
+29,6.348876655233587,3.3046472848803523,6.081759139028672,2.5,Iris-virginica
+30,6.216898742550401,3.436247825271644,5.50219048717552,2.3838623641517414,Iris-virginica
+31,6.770684325690766,3.205780284052464,5.383210827932876,2.3341749375878162,Iris-virginica
+32,4.880441687457232,2.0,2.0451347397604436,0.8238162081952413,Iris-versicolor
+33,5.346197335352763,3.0,4.439155831798543,1.4909733821715865,Iris-versicolor
+34,4.8578464064054625,3.561885225720538,1.586548488450029,0.19488143025034504,Iris-setosa
+35,4.876298861747139,3.8231853639969655,1.0001168649756484,0.23051131823861598,Iris-setosa
+36,5.439952804302953,2.8720926679380585,4.200175160093194,1.423954042865326,Iris-versicolor
+37,5.780344159521019,2.4367438969607136,4.1803168512420825,1.0209682024273024,Iris-versicolor
+38,6.367984375975945,3.391615955507874,6.111252802843653,2.5,Iris-virginica
+39,6.617539291157113,2.8654919752216097,4.70026330721134,1.5026382956322828,Iris-versicolor
+40,5.876793097617795,2.6080184202549677,4.332486842158249,1.136573326229445,Iris-versicolor
+41,6.055701387426983,3.335561006893218,4.707512687904,1.6635682792844912,Iris-versicolor
+42,4.855233868383816,3.4086009933561474,1.479293102358992,0.2009379848779676,Iris-setosa
+43,6.117521172317548,2.6158230559148454,4.945338445059437,1.7049559136659336,Iris-virginica
+44,4.34456078704379,3.0,1.228553494297226,0.1928751710909426,Iris-setosa
+45,4.978896857671167,2.0,2.8097006109261025,0.8980725956370117,Iris-versicolor
+46,6.3155072726634645,3.345638778931821,5.388869075309279,2.3343061528250164,Iris-virginica
+47,6.594643997711684,2.8236687202247577,4.7016439566347845,1.5094978010105304,Iris-versicolor
+48,5.060268891689014,3.5215648419226158,1.4217682819489255,0.24173042503453443,Iris-setosa
+49,7.694160005864381,2.56978420743525,6.9,2.3021867299594607,Iris-virginica
+50,4.848076896573183,3.0,1.37299975635326,0.1,Iris-setosa
+51,7.633269165035376,3.0,6.394499202414108,2.197708220389147,Iris-virginica
+52,5.165948467016631,2.719280221107231,3.8285831113058566,1.4125167253072066,Iris-versicolor
+53,7.181838194628134,2.8299155835724363,6.442011454987874,1.9732898116921471,Iris-virginica
+54,4.465346510856678,3.202856116170926,1.4064833520154685,0.21588058863476084,Iris-setosa
+55,7.899994334164933,3.7532879608230156,6.369686382843731,2.0878609646738884,Iris-virginica
+56,4.880705808271795,3.001781652498468,1.4757560741692877,0.1000000900648768,Iris-setosa
+57,4.914204831181395,3.0248425307104614,1.4589466362966328,0.10000042996439876,Iris-setosa
+58,4.574622288809353,3.665355810422772,1.0,0.20068595526335292,Iris-setosa
+59,6.605392765134505,3.2592369944902755,5.47849153445181,2.2285624863491478,Iris-virginica
+60,7.702398381654565,2.5676567484792634,6.9,2.3276723685179688,Iris-virginica
+61,6.981373636661867,2.4640930383055606,6.344099056993123,1.7943765838826256,Iris-virginica
+62,6.29538510533747,3.336073637411939,5.975770382002761,2.5,Iris-virginica
+63,5.443715291281825,4.1999991637264875,1.3862926062704994,0.19462578988038676,Iris-setosa
+64,5.215004628925936,3.18670511179363,2.0293077581780556,0.22695445056486058,Iris-setosa
+65,7.899998735481518,3.7701187521453003,6.316484399181954,2.0698868742323473,Iris-virginica
+66,7.9,3.9486285622759847,6.441202718315946,2.0418309316388705,Iris-virginica
+67,7.704127228069603,2.5695172007704956,6.9,2.3108240132619846,Iris-virginica
+68,4.713580512539229,3.092087385916586,1.4065619537343892,0.23543217525728674,Iris-setosa
+69,5.1487636583833085,3.6185165068785223,1.418985233466173,0.2373342190823693,Iris-setosa
+70,6.632052996776283,3.067491358039751,4.885335963169643,1.5921763825859931,Iris-versicolor
+71,5.995423457285595,3.2287562604914104,4.722112198627525,1.6865469197760896,Iris-versicolor
+72,4.835486875605187,2.0,2.577518472907821,0.9776963170427715,Iris-versicolor
+73,7.9,3.9436175197400885,6.43463862510138,2.038757499943917,Iris-virginica
+74,7.899811505566395,3.39764141966533,6.548007468184571,1.8698004907225705,Iris-virginica
+75,6.2519928105220535,3.3612445836492677,6.241851348314147,2.5,Iris-virginica
+76,7.692038301456635,2.5601889793106283,6.9,2.2296994097083727,Iris-virginica
+77,5.784026447756799,3.887747882866573,2.1846058879420736,0.47781442943474306,Iris-setosa
+78,6.35272517741826,3.330045689879224,6.044975667468153,2.5,Iris-virginica
+79,4.449409833987446,3.0,1.4084366071810601,0.21495723659552268,Iris-setosa
+80,5.384691028310605,3.3252678354684133,1.8516944604593295,0.4070347955620339,Iris-setosa
+81,5.627988653937282,2.8443313814457163,4.392769061871745,1.0999376201406228,Iris-versicolor
+82,5.510463510434133,2.4091386098062744,3.8744878478396636,1.1878252923679566,Iris-versicolor
+83,5.452668827405092,4.199997802216477,1.391227836093067,0.20232680597809982,Iris-setosa
+84,6.636007164047886,2.998789627980641,4.5120548683430215,1.4605519532977833,Iris-versicolor
+85,5.963835590919121,2.8732384814361773,4.504232144384926,1.2324591746623945,Iris-versicolor
+86,6.232166912197351,3.3723623387689154,5.658361154468957,2.3039394988633792,Iris-virginica
+87,4.620335564166504,3.0,1.4233597994685845,0.22791826310541977,Iris-setosa
+88,4.3,3.0015633930670833,1.0940396028417378,0.1,Iris-setosa
+89,4.90556301616611,2.0,2.939511641171765,0.8657763683129446,Iris-versicolor
+90,6.406087228637076,3.3174506272553077,6.146745314155304,2.5,Iris-virginica
+91,6.31142218705327,3.2869780059839724,5.933874718568437,2.499989563755797,Iris-virginica
+92,6.478761946646542,2.718407283942119,4.825039773449841,1.468424384781081,Iris-versicolor
+93,6.17107826514337,3.406048724885399,5.388414435911889,2.323655076373748,Iris-virginica
+94,5.788110795501587,2.299052422587415,4.27000489691348,1.0868492146806108,Iris-versicolor
+95,4.50940473745292,3.0,1.366711579745356,0.2241260035086658,Iris-setosa
+96,6.107526180162668,2.177554554417855,4.348412927969831,1.384576127925834,Iris-versicolor
+97,7.6953335428145575,2.55407062726366,6.9,2.1999935482280395,Iris-virginica
+98,6.082993618924285,2.2802991265423955,4.428379066301938,1.4911103791563314,Iris-versicolor
+99,6.769944624995987,2.996524378282481,4.812442159733072,1.5375635788938744,Iris-versicolor
+100,7.744708201806646,2.5810556741797837,6.899998760073213,2.269856565300838,Iris-virginica
+101,5.768567843619002,2.968886196702206,3.77324355381875,1.1490230725120485,Iris-versicolor
+102,6.5554633709194325,2.830751999037702,4.670599814674789,1.5197921318838283,Iris-versicolor
+103,5.067951384152745,3.5688533349521014,1.426577861979116,0.18969589252293168,Iris-setosa
+104,7.9,3.7535891752663773,6.407601441523552,1.9055868043574251,Iris-virginica
+105,6.287212286335195,3.3575763024373675,6.155626928627999,2.5,Iris-virginica
+106,5.338699105340979,3.867681612125325,1.5328309309188488,0.2433008968060993,Iris-setosa
+107,4.891197434601753,2.0,2.295216422178463,0.7151032205158188,Iris-versicolor
+108,6.573408608209964,2.6610521515284415,4.736985750753742,1.5058288286010997,Iris-versicolor
+109,6.538477876171101,2.7917932871533346,4.810569865715938,1.5445154904616352,Iris-versicolor
+110,7.899991685618442,3.5238685580861047,6.413714210635913,2.056406464865817,Iris-virginica
+111,6.555296857058401,3.270285372367017,4.6537758914128435,1.5593408279068384,Iris-versicolor
+112,7.730396011165784,2.5725735111811563,6.9,2.321375934518729,Iris-virginica
+113,6.382692217770352,3.0089686585919444,4.868584021129413,1.6485139477057493,Iris-versicolor
+114,4.401617369542887,2.963392498758772,1.4189315736742762,0.18814381770389307,Iris-setosa
+115,5.000424837283206,2.0,3.438437665592529,1.0027492493690038,Iris-versicolor
+116,6.002416676411109,2.108873204802892,4.157932769618647,1.1251129459922249,Iris-versicolor
+117,6.43358469636799,2.5003912075878283,4.635274717695136,1.5066600210659777,Iris-versicolor
+118,6.66889740922726,2.795832641040466,4.680968451663815,1.5553895090318162,Iris-versicolor
+119,5.497634442403042,3.0,4.568222081088313,1.54588655002878,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/27/test.csv b/iris/tab_ddpm/0_0/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/27/train.csv b/iris/tab_ddpm/0_0/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/27/val.csv b/iris/tab_ddpm/0_0/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/28/synth.csv b/iris/tab_ddpm/0_0/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8325c99faaac656453f94f4d835290cdf3547294
--- /dev/null
+++ b/iris/tab_ddpm/0_0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.426465256688316,3.907527200818259,1.3116656924799583,0.27177126719852884,Iris-setosa
+1,6.600375782238641,3.0,4.739596505445713,1.5700650871900814,Iris-versicolor
+2,7.9,3.885315484035729,6.359626947851004,1.9215251680892984,Iris-virginica
+3,4.910138416562767,3.2878791379755365,1.5344844080893765,0.22804988063582454,Iris-setosa
+4,5.404893540329536,3.4926227527205116,1.4922699678751143,0.27596804494275795,Iris-setosa
+5,6.105788011998938,2.4056599421433433,4.106874554962243,1.1105167760450163,Iris-versicolor
+6,5.009819900509615,3.3731119153372027,1.522768512482143,0.19360476710954716,Iris-setosa
+7,6.836745209203678,3.0,6.1544781786378415,1.7837780655577034,Iris-virginica
+8,6.07905959788593,3.3695547953817955,4.594931364140847,1.6163717880354622,Iris-versicolor
+9,6.162180740893385,2.610824648371856,4.98887180894602,1.6466240784937187,Iris-virginica
+10,5.967643905900276,3.2342201337416885,4.876233816166189,1.820448195412709,Iris-versicolor
+11,5.413376112454681,3.835592665062256,1.543279299042614,0.21761919950799857,Iris-setosa
+12,6.412454824269155,3.3318753938448844,5.9955863728426575,2.5,Iris-virginica
+13,6.340346460197868,3.3331831310176634,5.995355332838056,2.5,Iris-virginica
+14,6.068458554564142,3.358872746596383,4.585671292868013,1.6163694243713935,Iris-versicolor
+15,6.317103447132747,2.8118925457144015,4.804838144915182,1.774898834462785,Iris-virginica
+16,4.3,3.0,1.0855592801783012,0.1,Iris-setosa
+17,5.4306999730598235,2.575532062385563,4.017037196304705,1.3182293218070213,Iris-versicolor
+18,6.305983412064153,3.313263843475982,5.924765658381432,2.4999996324352924,Iris-virginica
+19,7.460972062946498,3.131697475648142,6.31126826757364,1.965135333952101,Iris-virginica
+20,7.7475771681127075,2.634037029779807,6.899263130619159,2.047825593551936,Iris-virginica
+21,6.3722402838388685,3.3104108886780717,6.071388222178359,2.5,Iris-virginica
+22,7.71941505530526,2.9522932452189283,6.578422558150859,2.1917976341938785,Iris-virginica
+23,6.373766836868726,3.3027099073849526,6.19204980558343,2.5,Iris-virginica
+24,5.880807294677438,3.0,4.778303120356659,1.5150795057636766,Iris-versicolor
+25,6.396659263326545,3.090663461636751,5.076407447591389,2.1596042065992593,Iris-virginica
+26,4.717947267018993,3.2969368697280794,1.494505214652167,0.21113250663483993,Iris-setosa
+27,5.48916308808433,2.4290529653428847,3.708299111956689,0.8147342806413623,Iris-versicolor
+28,6.321954692854579,2.52009416937938,4.969139867644025,1.8365940449466394,Iris-virginica
+29,6.25152689593147,3.40683317431842,5.601452078677074,2.382194323887101,Iris-virginica
+30,6.418741681538623,2.5615181239245888,4.626155879606873,1.2825168974658252,Iris-versicolor
+31,4.3,3.0,1.1380328096893153,0.1,Iris-setosa
+32,7.5728196580300144,3.0,6.548469625757107,2.1593466782176933,Iris-virginica
+33,6.217769516294949,2.7390043725456237,5.3471768538677775,1.4540436888070152,Iris-virginica
+34,6.187056599459833,2.2928899864442904,4.304692390255781,1.305240534456489,Iris-versicolor
+35,5.19171068578366,3.6567880436499896,1.5848409925807518,0.26641395554537517,Iris-setosa
+36,4.855461156049528,3.4827111269594835,1.7636600257865915,0.21899301598409981,Iris-setosa
+37,5.553654139192542,4.199999280637776,1.402793258676361,0.20335676647288348,Iris-setosa
+38,5.613522089182235,2.920988514566691,4.393596545812699,1.3097142270150253,Iris-versicolor
+39,6.272250122916177,2.7892211864389083,4.812544869291965,1.825493474415543,Iris-virginica
+40,6.4953077105911055,2.8811247539092393,4.878146519977251,1.6400654752186254,Iris-versicolor
+41,5.590234639938648,2.771760003673231,4.204603555398777,1.4033840424828625,Iris-versicolor
+42,6.150998525719307,2.9112102369368285,4.212930335959508,1.4317169812825554,Iris-versicolor
+43,5.435215250709604,3.9175118218875973,1.273275428026857,0.5489145613248966,Iris-setosa
+44,5.776731193184266,2.6793506237084923,3.9548034378831387,0.7424759926428905,Iris-versicolor
+45,4.658714108294188,3.625339201581703,1.0000004684936035,0.18417184131697906,Iris-setosa
+46,4.547736084373675,3.581231723314575,1.0,0.20728442063552488,Iris-setosa
+47,4.853502768790015,2.0,2.5666816672107653,0.8174746979438975,Iris-versicolor
+48,6.136582883492938,3.037931585313103,4.859710954223803,1.7043133756569997,Iris-versicolor
+49,4.932365605640038,2.0,2.7864010351294075,1.0818614578878318,Iris-versicolor
+50,4.855512709275785,3.3782868050676185,1.5832150460919228,0.20488907780751647,Iris-setosa
+51,4.3000004814996835,3.0,1.1090187365936852,0.10000010871958896,Iris-setosa
+52,4.902455435013034,3.0,1.471738270133614,0.1,Iris-setosa
+53,4.795780570711241,3.0,1.416818234040613,0.5385332191939379,Iris-setosa
+54,5.216028131022115,2.000003343478297,3.6805714354564247,1.019147590831728,Iris-versicolor
+55,6.625751242716474,3.0,4.513052802976695,1.3639062335530707,Iris-versicolor
+56,5.458726254192004,2.9326521347073453,4.355752118221737,1.4717285195757746,Iris-versicolor
+57,7.9,3.9083961482627902,6.432722560385322,2.0320453384781993,Iris-virginica
+58,6.164437197222736,2.5805864683166346,4.879241170222679,1.742501886187017,Iris-virginica
+59,6.655677890899523,3.2412104584154657,5.281799017117607,2.149531058391387,Iris-virginica
+60,6.306367921228259,3.405080940646574,5.608801162824815,2.3940650269418255,Iris-virginica
+61,6.313480481782711,3.2961960468981313,6.037441959715856,2.5,Iris-virginica
+62,5.25083492890526,3.626398716580836,1.4145074698600888,0.2249676066249063,Iris-setosa
+63,6.073549493443686,2.6893638951274936,5.408327067741055,1.6585790006900734,Iris-virginica
+64,6.265517343219453,3.342184497527206,6.043947535679905,2.5,Iris-virginica
+65,5.574914059735345,4.199998824775186,1.3444309654754376,0.20445753453280602,Iris-setosa
+66,5.144749555908813,2.0000206932154434,3.6714680061087788,1.1162242438685916,Iris-versicolor
+67,7.9,3.861035644943347,6.329545766564386,2.0343055112943156,Iris-virginica
+68,7.672461534839421,2.8613570448181043,6.686314681656342,2.0692611903599185,Iris-virginica
+69,5.810519586709495,2.7672663322331443,3.8053237541753977,1.0559105767903059,Iris-versicolor
+70,4.33279812368496,3.0,1.2715369548803062,0.17871984279337297,Iris-setosa
+71,5.446517622880738,3.7630781113662652,1.475867567186465,0.27077688435745007,Iris-setosa
+72,6.7214779684304675,3.2947299953466507,6.067886673363285,2.2506695415834876,Iris-virginica
+73,5.2608164560116615,3.6895708290067333,1.3198894614051229,0.26040731757065294,Iris-setosa
+74,5.268184754299496,3.4475401793184344,1.35059971543098,0.2415034466531611,Iris-setosa
+75,4.5324516828708425,3.0,1.4358363393209275,0.24740661507723483,Iris-setosa
+76,5.151754559894217,3.5877383290301004,1.487351030560245,0.19143468944016967,Iris-setosa
+77,5.628024287353695,2.907899738055624,4.186280427013161,1.291871884208195,Iris-versicolor
+78,6.0514531295707545,3.0,4.243607394459246,1.3645425561299436,Iris-versicolor
+79,5.178439064644717,3.5786409088909115,1.3947015330368102,0.2391098498420239,Iris-setosa
+80,4.817742981887845,2.0,3.206379564935107,0.8367640559462053,Iris-versicolor
+81,4.474013993948366,3.0,1.4225001870696634,0.20471407868089134,Iris-setosa
+82,5.860486254248654,2.620737672091413,5.091810698831205,1.7107221860225132,Iris-virginica
+83,5.602942043454254,3.0,4.376856322894039,1.320933403052968,Iris-versicolor
+84,5.344929861285277,2.3001024745882255,3.5380219570324054,0.8118076266537834,Iris-versicolor
+85,4.862220222029644,2.0,2.761218595807591,0.6545494992731964,Iris-versicolor
+86,5.2698867090357,3.5694546207270803,1.364611108271729,0.22699197491616024,Iris-setosa
+87,4.3,3.0,1.0715640073857853,0.1,Iris-setosa
+88,5.142953172197677,3.4890302649623455,1.5917285738015017,0.242308437819832,Iris-setosa
+89,4.796931187009567,3.369060820517754,1.809217052516326,0.18774734994327638,Iris-setosa
+90,6.077586548383914,3.374584115863046,4.557953291663662,1.5737453079463215,Iris-versicolor
+91,6.255547088709217,3.3922297708938447,5.582086677886058,2.3763490421533957,Iris-virginica
+92,5.700485439838701,2.5790104963494858,4.128282514632917,1.1379891322008095,Iris-versicolor
+93,4.3000004850903,3.0,1.1000164097024343,0.1,Iris-setosa
+94,6.200973073704607,3.3283659393789873,5.917496952585933,2.5,Iris-virginica
+95,7.625507000358279,2.5535296283696387,6.9,2.2617234934684314,Iris-virginica
+96,5.462911093542495,3.0,4.416590420730238,1.5109255363486778,Iris-versicolor
+97,4.3,3.0,1.0773106349884174,0.1,Iris-setosa
+98,6.261372005613081,3.33544459675031,5.316604717216738,2.2829188392387434,Iris-virginica
+99,5.951624100359466,3.0,4.658368806820065,1.7177429096220833,Iris-versicolor
+100,4.672495929797486,3.3051221647280156,1.4913226996189077,0.20110144129942348,Iris-setosa
+101,6.2551786252465895,3.0,4.577625842691634,1.3571764038640328,Iris-versicolor
+102,6.225187603201832,3.435632246421516,5.448244549791667,2.334375535731838,Iris-virginica
+103,4.67898766052938,3.0,1.4404510620246798,0.24023631480508048,Iris-setosa
+104,6.694637012406443,2.790943959000225,4.8313390011947375,1.570909353498135,Iris-versicolor
+105,5.724393721830703,2.702259733007697,5.054936632512651,1.9025974228129836,Iris-virginica
+106,4.721064334992846,3.2591644706248455,1.4741036507301826,0.18637518268491637,Iris-setosa
+107,5.073325824651233,3.071727656692886,1.8169583175178425,0.20217165997210762,Iris-setosa
+108,4.621009342122106,3.6704091134080805,1.000000380490019,0.18445828596834185,Iris-setosa
+109,6.750098023135576,2.974748470945198,4.5335722620085015,1.4423135226817672,Iris-versicolor
+110,4.992886780487039,3.428682056599989,1.3932247484235118,0.20393054316826914,Iris-setosa
+111,5.279939185617796,2.395245420603068,3.1828760834270637,1.0025693658806967,Iris-versicolor
+112,4.879487359868343,3.0534556086445512,1.462556937333405,0.1,Iris-setosa
+113,6.292379420903904,3.3375815099719968,5.3479254627788775,2.2894365683101823,Iris-virginica
+114,5.749629327377408,2.852387031989151,5.347436715343754,2.476644938587357,Iris-virginica
+115,7.899996202838888,3.7451233805604502,6.366458601363606,2.0333550690934805,Iris-virginica
+116,6.852562092885362,3.209637843039053,5.804936251872468,2.2744476521757364,Iris-virginica
+117,5.771327297889593,2.2482959921464682,3.8521195643771855,0.8783243197059905,Iris-versicolor
+118,7.664846348387615,2.79610934099618,6.681931845041565,2.00546411038482,Iris-virginica
+119,6.206241248694676,3.4077796613697395,5.4646500754924014,2.2858457044039433,Iris-virginica
diff --git a/iris/tab_ddpm/0_0/28/test.csv b/iris/tab_ddpm/0_0/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/28/train.csv b/iris/tab_ddpm/0_0/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/28/val.csv b/iris/tab_ddpm/0_0/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/29/synth.csv b/iris/tab_ddpm/0_0/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c874b6296e2413961e87667edbcea61ca75a260e
--- /dev/null
+++ b/iris/tab_ddpm/0_0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.6491407102891635,3.0164033965978625,4.940260122887408,2.1799039635529724,Iris-virginica
+1,5.597842370561243,2.529029090848141,4.211703872649385,1.288863419561641,Iris-versicolor
+2,5.069163220168132,3.1583458314822668,1.5667652024189713,0.212803867554604,Iris-setosa
+3,4.3,3.0,1.0726697888035819,0.1,Iris-setosa
+4,5.596376741150445,4.2,1.381428291011352,0.20908993895867944,Iris-setosa
+5,5.690605207258072,2.6826886113909016,4.239421070275254,1.0778159618939902,Iris-versicolor
+6,4.894801477318043,3.0,1.5199681747799474,0.20540171601410231,Iris-setosa
+7,6.694698231269081,2.8297041025555236,4.884189736183976,1.5883109236300266,Iris-versicolor
+8,4.551705048740451,3.6711799757496664,1.0,0.18861174852018028,Iris-setosa
+9,6.58486589346738,2.6141658869927196,4.650813292252138,1.2874609741450835,Iris-versicolor
+10,5.894862378122806,3.0140812733324878,4.06408068492065,1.1468889766539405,Iris-versicolor
+11,4.8308181221192585,3.3963227326497796,1.58918121831945,0.20134560851347894,Iris-setosa
+12,5.431092131001571,2.814004215957304,4.275046536948486,1.3523139744132944,Iris-versicolor
+13,5.638135145696207,4.199999110467066,1.4522978068762507,0.20070020114742856,Iris-setosa
+14,6.709072858980867,2.6749253590603663,4.8199243469540995,1.5509010257511013,Iris-versicolor
+15,5.001049707046545,3.4072143301550653,1.549788330672718,0.2673377215367764,Iris-setosa
+16,4.83924264490727,3.0,1.3170612655652063,0.1,Iris-setosa
+17,7.9,3.969007471098304,6.430155979140753,2.0380606805435986,Iris-virginica
+18,4.880392280637477,3.365707338691104,1.5970685173599568,0.20071702293526708,Iris-setosa
+19,4.804005882066779,3.370287884397105,2.0619234228730683,0.20605334234237696,Iris-setosa
+20,5.04579812942082,3.409639271762482,1.4136938818389528,0.1944080347954391,Iris-setosa
+21,5.961228033739693,3.231918808541242,4.85434326176121,1.899225909632133,Iris-versicolor
+22,4.87600696346022,2.0,3.5877318537320053,1.008350279738036,Iris-versicolor
+23,7.9,3.9031106641566127,6.396259143873207,1.9731415781314086,Iris-virginica
+24,6.35003408013098,3.2584574119468135,5.488975372306331,2.367031641621831,Iris-virginica
+25,7.658596537816532,3.0,6.459032101985473,2.2442512739954434,Iris-virginica
+26,6.227281517364403,2.646330645543461,4.76442119398645,1.67411698688126,Iris-virginica
+27,5.582387046956036,3.0,4.468342630373104,1.4696851037754068,Iris-versicolor
+28,6.406604892299618,2.3910837807641543,4.563275459582861,1.3065820013827831,Iris-versicolor
+29,7.476913294516707,3.0,6.280888787245957,2.197026652646392,Iris-virginica
+30,4.3,2.9735351166960524,1.0550202604050296,0.1,Iris-setosa
+31,5.604910864530154,4.0426587343266345,1.4394170737062435,0.40962372680526504,Iris-setosa
+32,5.111385228639441,3.4058425816164073,1.2842381860673442,0.19316372395611037,Iris-setosa
+33,7.9,3.8935694569143418,6.461999099606001,2.007894635265564,Iris-virginica
+34,7.652988557835069,3.0,6.598326539002601,2.144281443818765,Iris-virginica
+35,4.8387047435083375,3.020991054482792,1.4692132913045177,0.1,Iris-setosa
+36,6.124386979577534,3.2742483580842614,4.810282712312591,1.7806285262930264,Iris-versicolor
+37,6.770018742717756,3.1778694422659783,5.7734685290640595,2.264152947428032,Iris-virginica
+38,4.579648291476777,2.952462443751399,1.449414508157067,0.22658123024718138,Iris-setosa
+39,4.830555948998506,2.0,2.300805642685253,0.7266779528299743,Iris-versicolor
+40,6.045043692078378,3.294268016188935,4.378825034456929,1.5009359406325635,Iris-versicolor
+41,4.3,3.0,1.0683387355307739,0.1,Iris-setosa
+42,7.618351520479052,3.0,5.891413481674012,2.2895597294748864,Iris-virginica
+43,5.336567654270631,3.788029557276426,1.335424175341475,0.26811805890039675,Iris-setosa
+44,6.279227462180974,3.319285476816842,6.116544128906029,2.5,Iris-virginica
+45,6.599876718707412,3.043683959558106,4.6714561841104585,1.5329436266358012,Iris-versicolor
+46,5.503351024924442,2.9503261636968983,4.372652363034978,1.5063002643296937,Iris-versicolor
+47,7.6821635010949505,3.0,6.499741152605932,2.124363845880616,Iris-virginica
+48,5.542392773760682,2.9884745874982817,3.7977257096590358,1.2347822883222324,Iris-versicolor
+49,4.3,3.0,1.0703865408320843,0.1,Iris-setosa
+50,6.3809091419898225,3.208807277306523,4.775504907599894,1.624845426373826,Iris-versicolor
+51,5.945376087404387,2.654064135810421,5.337392248077208,1.612501398898281,Iris-virginica
+52,4.816415053945502,3.4508277483954464,1.8000339378729957,0.20126747980566606,Iris-setosa
+53,6.471301824753418,2.978579892442114,4.471600596460576,1.3545603797552173,Iris-versicolor
+54,5.769544702440694,2.614113812672541,5.112555705934636,1.6969246502999005,Iris-virginica
+55,5.99572286698275,2.0511202150386523,4.244972905466788,1.3062444973492326,Iris-versicolor
+56,6.218411393453309,2.111783001676945,4.468735838488879,1.468214542046598,Iris-versicolor
+57,6.724556830081117,3.0,4.986707331810612,1.628609193269117,Iris-versicolor
+58,4.799998700386866,2.0,3.6281479465931756,1.0080617983397608,Iris-versicolor
+59,5.287456860923036,3.680670080737588,1.4081746168102938,0.2551877497352786,Iris-setosa
+60,4.913255983760554,2.0,2.9995757896027757,0.8239919261511196,Iris-versicolor
+61,4.816574787007554,3.381852871187415,1.5620070357406035,0.21848665647504534,Iris-setosa
+62,4.747200146801261,3.016216221576344,1.3719873286208324,0.1,Iris-setosa
+63,5.356206246323666,2.3421244847363836,3.658921766132108,0.9866906324724164,Iris-versicolor
+64,4.869274747859057,2.0,2.4650524181277813,0.7919584025402115,Iris-versicolor
+65,6.36618155144743,3.3556670375436437,5.5572002090272195,2.4070995331742884,Iris-virginica
+66,7.9,3.90406358538802,6.378237542236963,1.972707912072688,Iris-virginica
+67,5.293583851711108,3.355579046855317,1.8844328002520607,0.7127646361807194,Iris-setosa
+68,4.859357913407107,3.0,1.5340074938068244,0.3106028364367782,Iris-setosa
+69,6.332395344033677,2.9104007965982026,4.827071925952825,1.4162682940112485,Iris-versicolor
+70,4.992591378515114,2.0,2.8683452511010454,1.039382807354244,Iris-versicolor
+71,4.607631971104503,3.597133888379037,1.0000003730914864,0.20597737482910977,Iris-setosa
+72,7.335866337221139,3.141209577265819,5.7577821835504945,2.3132584053179484,Iris-virginica
+73,6.6032999430093895,2.8553306877352,4.645350828731829,1.5014900206704052,Iris-versicolor
+74,6.485330341978419,3.2970801311589053,5.564574162130748,2.357270761641989,Iris-virginica
+75,6.247620107819355,3.0,5.182956514292862,2.0343820372365053,Iris-virginica
+76,6.086111205257081,3.0183862187335833,4.849300861838041,1.6950327658064694,Iris-versicolor
+77,5.320746823825863,3.819775310938833,1.5977332436915215,0.2151306518324447,Iris-setosa
+78,6.191298817649257,3.255474004840616,4.742433666808742,1.6415254803493418,Iris-versicolor
+79,5.719936734819554,2.8663977989758824,4.043139322718762,1.07998294334969,Iris-versicolor
+80,5.916898698866908,3.0403119679726993,4.339242397810334,1.4132342979680532,Iris-versicolor
+81,6.175011184937129,2.1792071143051235,4.286845754733625,1.276972389118603,Iris-versicolor
+82,6.714779137607553,3.196463794214552,5.300523561603812,2.255592205321549,Iris-virginica
+83,4.3,3.0,1.0977172589091333,0.1,Iris-setosa
+84,5.342212842660174,2.6110038114479397,3.8673919182444925,1.205267950815545,Iris-versicolor
+85,6.486591291219861,3.0,4.2691498505592165,1.3845457098090788,Iris-versicolor
+86,6.035000527809905,2.7208148110652743,4.354404517058288,1.1338970448090129,Iris-versicolor
+87,6.176282213222335,2.1623551533931002,4.335208631091732,1.3698037030902095,Iris-versicolor
+88,5.743512004902195,3.2600832577021155,4.697650706444435,1.6459523185345806,Iris-versicolor
+89,6.254319653658041,2.6212966157991997,4.977669074006108,1.769751895997317,Iris-virginica
+90,6.377871911491675,2.217582893483579,4.607107180562257,1.44926006700555,Iris-versicolor
+91,6.363264248206207,3.293420344255033,6.1022168048394025,2.5,Iris-virginica
+92,5.18432401127083,2.4017909805466493,3.631487988554078,1.177397464225043,Iris-versicolor
+93,4.805381328806624,3.3830496702366792,1.5957820948381964,0.19997493151643947,Iris-setosa
+94,6.372364211047866,3.3197381028468342,6.040900932470197,2.5,Iris-virginica
+95,6.659937632199672,3.3228862466359845,5.573985405766822,2.006297750097134,Iris-virginica
+96,5.599245895468263,3.785866952125325,1.6159034673813835,0.30844360636719403,Iris-setosa
+97,7.6559262056324915,2.625406265370873,6.9,2.277632258638886,Iris-virginica
+98,5.290346669212367,2.5703842729917836,3.755260539980612,1.2456445692137872,Iris-versicolor
+99,7.740145347247367,2.6416668381533657,6.9,2.313761698436082,Iris-virginica
+100,4.417069865244302,3.013671706430531,1.331357784236871,0.1960633566885741,Iris-setosa
+101,5.05241470026108,3.0,1.5511520256907911,0.20264950646206242,Iris-setosa
+102,5.6864419485597955,2.872554435640319,4.336691108483969,1.3206044015230842,Iris-versicolor
+103,6.30483038583666,3.3378793046996735,5.31134773822248,2.345344172918697,Iris-virginica
+104,5.736107735037929,3.0,3.86362585811339,1.282993674168952,Iris-versicolor
+105,7.899997873526983,3.7147134465100433,6.408343277434111,1.9242964846763526,Iris-virginica
+106,6.557451739042404,2.5564781448997542,4.743801447145783,1.4623674104777884,Iris-versicolor
+107,7.117679490941612,3.0646383411791414,6.2087682935571165,2.2332852412000586,Iris-virginica
+108,5.234945236190732,2.5215837578820324,3.7499362734400656,1.2688843170524065,Iris-versicolor
+109,7.744982358997123,2.5335593258918703,6.9,2.3356167817193887,Iris-virginica
+110,4.854732391840244,3.0,1.4511144661640738,0.1,Iris-setosa
+111,7.9,3.817116789790049,6.447631899931681,1.9587388305712663,Iris-virginica
+112,5.452059281739496,2.96112082611205,4.3181259367116995,1.404730525638928,Iris-versicolor
+113,4.890586132800781,3.3999725327753594,1.462467342126408,0.21307834395527045,Iris-setosa
+114,6.329612425964873,3.2935760920053063,5.984732097878584,2.5,Iris-virginica
+115,5.9140526404681095,2.2038494021249297,3.829240772301176,0.8361754385763079,Iris-versicolor
+116,7.70961039278171,2.817711089888355,6.790331370222175,2.0322471668669295,Iris-virginica
+117,6.271744071866115,2.8820442933095163,4.77690075335424,1.7838739025499075,Iris-virginica
+118,5.832273687305176,2.9090502096606747,4.276846954567061,1.4494323603249082,Iris-versicolor
+119,4.928807345355638,3.0,1.4323223200297235,0.10000016048132579,Iris-setosa
diff --git a/iris/tab_ddpm/0_0/29/test.csv b/iris/tab_ddpm/0_0/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/29/train.csv b/iris/tab_ddpm/0_0/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/29/val.csv b/iris/tab_ddpm/0_0/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/3/synth.csv b/iris/tab_ddpm/0_0/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6fb6d9625877e5834b3d89f37479580661874dbf
--- /dev/null
+++ b/iris/tab_ddpm/0_0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,3.0,1.081566687050021,0.1,Iris-setosa
+1,4.757262055707729,3.0,1.4133759544575966,0.1,Iris-setosa
+2,6.703820038141627,3.22891012897404,5.206358935966136,2.200399733903151,Iris-virginica
+3,4.551138301198607,3.0524162012636555,1.4081985354621753,0.1944666148797013,Iris-setosa
+4,6.72527847814327,3.1664923138536385,5.855541780691712,2.106503723334262,Iris-virginica
+5,5.687776551559641,2.4749551547712456,4.002251936714572,1.1881101799765466,Iris-versicolor
+6,4.412544139834297,3.271563106197628,1.3016403078367098,0.21048506085113242,Iris-setosa
+7,6.289353500735969,3.0304208312458356,4.733764089148528,1.5909334102859427,Iris-versicolor
+8,4.919307224576745,2.0,3.5741035004517423,0.8165634411697711,Iris-versicolor
+9,7.899994664900358,3.6836840911432436,6.2952607029148915,1.9403079518380209,Iris-virginica
+10,5.414527124556429,3.9160364199152258,1.3092990729142013,0.4271617846771433,Iris-setosa
+11,6.144118949626493,2.8742891365782968,4.598577561037982,1.3960307311789275,Iris-versicolor
+12,5.743387408430594,2.5508667760728807,3.976367578866794,0.9356756734525153,Iris-versicolor
+13,5.30006956969709,2.988729149982734,4.305403152880614,1.4673103593349617,Iris-versicolor
+14,6.0314974724499555,2.469568931726656,5.408283883871148,1.463173009687584,Iris-virginica
+15,4.833199831566178,3.794818729522621,1.0003594697010765,0.233549579927659,Iris-setosa
+16,4.300001881502972,3.0,1.104257784910928,0.10000018631142246,Iris-setosa
+17,5.649290889023281,2.8828478070146537,3.7901810884340112,1.2759292946170184,Iris-versicolor
+18,6.349692845844518,3.243286167760389,5.427507396343574,2.318862393637401,Iris-virginica
+19,5.065551479407464,3.811729448003895,1.5004783732208333,0.19681288363206548,Iris-setosa
+20,6.179680933353988,2.9504864304930396,4.593332508077232,1.288822641065034,Iris-versicolor
+21,4.924708553215889,2.0,3.6071362465718115,1.1366838415175753,Iris-versicolor
+22,4.5995819516197916,3.602348090200549,1.0,0.21271729278271181,Iris-setosa
+23,5.380347708028469,3.4328523518633545,1.4624049458474224,0.21171268137727225,Iris-setosa
+24,5.167857414281344,2.646185927051396,3.7020488986635245,1.3428689239716358,Iris-versicolor
+25,5.605601821333496,3.6730405483027075,1.9238857860787253,0.5877397576642414,Iris-setosa
+26,6.7310478962936955,2.832494252338931,4.6495560278111965,1.410414101662434,Iris-versicolor
+27,5.627503497055243,3.1689826389891045,4.541407738354289,1.5713225217099407,Iris-versicolor
+28,5.49873317255709,3.0,4.577180502889259,1.552653570923683,Iris-versicolor
+29,6.410750023101581,3.324313229888879,5.352419879240834,2.3243398242834883,Iris-virginica
+30,6.176659245903185,2.9489014593431015,5.008475405362465,2.139905611073771,Iris-virginica
+31,4.300003720810084,3.0,1.119461708683441,0.1000007113176725,Iris-setosa
+32,5.121288178012627,3.6114491417603904,1.3894709483046117,0.22282165922182393,Iris-setosa
+33,4.845517919617426,3.184398058515197,1.4934293561150347,0.20633404695799332,Iris-setosa
+34,5.288322356238027,3.4063438657728176,1.5123603391135563,0.5340667053928332,Iris-setosa
+35,6.690576690036511,2.5744785340511904,5.776402884366198,1.8670606952104603,Iris-virginica
+36,4.648395051118538,3.6475659474589452,1.000000405058172,0.19465564573798222,Iris-setosa
+37,6.059745141893057,2.895616481885728,4.306144639328021,1.253836509856187,Iris-versicolor
+38,4.821690808005836,2.0,3.169463409369266,0.9301858466635075,Iris-versicolor
+39,7.126034155409757,3.202975026657619,6.023620761868964,2.3200950834623226,Iris-virginica
+40,4.933214407071245,2.0,3.1870081138360447,1.0358000160183676,Iris-versicolor
+41,4.888780100104061,2.0,3.053226679064697,0.9439733628610026,Iris-versicolor
+42,5.522255114977217,2.9580046280282986,4.175836377308444,1.4032116811154858,Iris-versicolor
+43,5.999746464865846,3.319251648037652,4.400959349003062,1.5212248669217132,Iris-versicolor
+44,5.767599078426667,2.969250120161166,4.17669287800565,1.3251118651458345,Iris-versicolor
+45,5.664557774883641,2.7256113491376475,4.268380425263167,1.338626321495021,Iris-versicolor
+46,5.816712032218143,2.6631208974937643,4.3044442575007755,1.0470707558827477,Iris-versicolor
+47,5.581413243413237,3.2174875481327367,4.692028222189599,1.6150560997322454,Iris-versicolor
+48,5.278764899906129,3.402969754936419,1.5000563445168698,0.27688101267958803,Iris-setosa
+49,4.300001079005567,3.0,1.082702529081506,0.10000018882059716,Iris-setosa
+50,6.346163578247774,3.3280866870525805,6.028746559570731,2.5,Iris-virginica
+51,4.884392275099469,2.0,2.949043124926919,0.6487114599326365,Iris-versicolor
+52,7.422949809899482,3.0441235423890456,6.389375723720901,1.970671750711002,Iris-virginica
+53,6.725784130975407,3.0927137124484925,4.687646700396399,1.4793756650860626,Iris-versicolor
+54,6.00707460106642,2.7156348462728848,4.5056057775503495,1.1607096665001697,Iris-versicolor
+55,6.7829140645760955,3.015363401278982,5.650691598530188,2.2454287075959627,Iris-virginica
+56,4.867796380945363,2.0,2.7119078698910974,0.8118810450520734,Iris-versicolor
+57,5.846570503972989,2.7057780581004316,4.337533236970988,1.0055798926948702,Iris-versicolor
+58,5.534111029628666,3.0,4.403512970772679,1.4435706160151571,Iris-versicolor
+59,6.614694351173626,3.0,4.621496200333879,1.370775805655513,Iris-versicolor
+60,4.9306920651726465,3.3851550213824284,1.574741242107823,0.2097365003869181,Iris-setosa
+61,6.79646472042236,2.807371861491646,4.7970087841381535,1.541058261255558,Iris-versicolor
+62,4.616103569335614,3.1712010758832085,1.4839173787599256,0.19423740254938715,Iris-setosa
+63,5.362596044437983,3.6907205138382957,1.438967472367214,0.4424977301360703,Iris-setosa
+64,4.9719432248539475,3.766837485761473,2.032391212844191,0.19787049614833785,Iris-setosa
+65,5.763016221682514,2.8888870278052785,4.494750432974593,1.348083423931253,Iris-versicolor
+66,4.3,2.9902199657548474,1.079174218253857,0.1,Iris-setosa
+67,6.225969939772682,3.3962956161060522,5.3172865412996195,2.31493031159329,Iris-virginica
+68,7.210448234076302,3.111371910841341,5.771397606521023,2.16047279633888,Iris-virginica
+69,5.232153980287856,3.6781991637856524,1.4868872211996154,0.224990784624889,Iris-setosa
+70,4.489284262218452,3.4694124091377017,1.0,0.20833585149684525,Iris-setosa
+71,5.084228022729258,3.3663790494266017,1.5928911973053337,0.5993550650589443,Iris-setosa
+72,6.227433017304801,2.4234400958389886,4.27540969111049,1.3396471451637975,Iris-versicolor
+73,6.374377606253744,3.0574567721606924,5.401634319589746,2.3007984171159683,Iris-virginica
+74,6.79607756234966,2.491841085475979,6.204067341410317,1.7321529060085512,Iris-virginica
+75,5.362988417240374,4.170443280791158,1.412386431623054,0.2633416131325303,Iris-setosa
+76,4.913538555246011,2.0,3.583333575266733,0.8359590957563009,Iris-versicolor
+77,6.509195873916118,3.203787727499,4.715603214614965,1.6258493473138942,Iris-versicolor
+78,4.3,3.0,1.0793357211299413,0.1,Iris-setosa
+79,4.618042499194823,3.319112869523824,1.4156059149587445,0.20839314263631364,Iris-setosa
+80,6.664081422581176,3.1454809059366178,5.345806488090406,2.128468959854473,Iris-virginica
+81,4.3,3.0,1.0805865230100278,0.1,Iris-setosa
+82,6.019409183206915,3.384288013454793,4.503664094525966,1.5916191855361468,Iris-versicolor
+83,7.502119658725206,3.044416174498701,6.427486768095518,2.0745192982401193,Iris-virginica
+84,7.683551179593591,2.8347085431648402,6.570851005386702,2.091201211298977,Iris-virginica
+85,4.892656603519456,3.057593876270641,1.4431667780778492,0.10000016137044605,Iris-setosa
+86,6.43918106982827,3.0,4.905334565379058,1.749279547450027,Iris-versicolor
+87,4.9052191613948875,2.0,3.266699491680596,0.8365025801584165,Iris-versicolor
+88,6.281717368011071,3.3321017048475814,5.80975986680799,2.5,Iris-virginica
+89,6.0423166899925995,2.295590826586232,5.146094191158566,1.449998487029258,Iris-virginica
+90,4.787985408458048,2.0,2.319121613908456,0.6836137572797316,Iris-versicolor
+91,4.861896361462334,2.0,2.9851536048727985,0.8778007750766216,Iris-versicolor
+92,5.4558909732070635,2.628579208865517,3.9430744327071765,1.3575618536031595,Iris-versicolor
+93,4.799391720536162,3.0,1.3596194248261761,0.1,Iris-setosa
+94,6.759598303001288,3.057173860257486,4.758913945107239,1.5319601641112977,Iris-versicolor
+95,6.093101157535987,2.5039895180787597,5.228254072377297,1.513656750112404,Iris-virginica
+96,6.5275222250159315,3.3445351754404675,5.551347782237498,2.3263972528063697,Iris-virginica
+97,6.42814680075421,3.1253173389374314,4.539467283714001,1.4874671272927174,Iris-versicolor
+98,4.727641319635443,3.0,1.4392174111387235,0.21829527448887073,Iris-setosa
+99,4.3000006695403075,3.0,1.104433225652877,0.1,Iris-setosa
+100,4.94391469018579,2.0,3.6080295512304636,0.7856489246227059,Iris-versicolor
+101,5.1481649087364145,3.3962691166330132,1.7575903592778848,0.514592942293856,Iris-setosa
+102,6.114049458272002,2.259495683496213,4.460991770786242,1.4475123128160763,Iris-versicolor
+103,7.493073726110202,3.1379434919262437,6.309514799240204,1.8914576640250662,Iris-virginica
+104,6.849883598744516,3.068538383786825,5.033212341235289,2.2460857633709175,Iris-virginica
+105,4.412213354280444,2.900707980014157,1.4036696367008765,0.20851706046775179,Iris-setosa
+106,6.31637150947133,3.307294821915842,6.16201304043546,2.5,Iris-virginica
+107,4.573866808589362,3.0,1.3923694498336725,0.22013356494503347,Iris-setosa
+108,5.471708587456349,2.4654441370865987,3.63790077011255,1.2494152635812292,Iris-versicolor
+109,4.6896185168398565,3.3015227973529573,1.5795868001508615,0.2002859128163451,Iris-setosa
+110,5.501848278515284,2.586797334820221,4.093021769824583,1.0716459636678175,Iris-versicolor
+111,6.202231835042873,2.1494931924005694,4.529570434325136,1.4912489036381917,Iris-versicolor
+112,6.539822799336046,3.0,4.575752193710386,1.4379516110686934,Iris-versicolor
+113,6.215175399056891,3.3155258901813442,5.857551044086448,2.499999692621417,Iris-virginica
+114,7.719623362133898,3.0,6.452617236863995,2.2092150326494235,Iris-virginica
+115,6.281407815849166,3.0,4.132709649057932,1.2160330505401002,Iris-versicolor
+116,4.3,3.0,1.084609798919478,0.1,Iris-setosa
+117,5.110156259152218,2.573284145154633,3.1001833157024477,1.1537670717838207,Iris-versicolor
+118,4.3,3.0,1.065645615180384,0.1,Iris-setosa
+119,5.846735553115543,2.265114150031256,4.058672756744547,1.0940683544802885,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/3/test.csv b/iris/tab_ddpm/0_0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/3/train.csv b/iris/tab_ddpm/0_0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/3/val.csv b/iris/tab_ddpm/0_0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/4/synth.csv b/iris/tab_ddpm/0_0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5df50e35d5831321a23515e8419c74cb699cc279
--- /dev/null
+++ b/iris/tab_ddpm/0_0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.628723640928578,3.0,4.645042940314801,1.52016331764749,Iris-versicolor
+1,7.5590056344908545,3.0,6.553610223894289,1.7849521423874195,Iris-virginica
+2,4.697184637212008,3.5699626269355753,1.0000017799469378,0.2069487279581187,Iris-setosa
+3,7.574932786643039,3.0,6.083167746174991,2.25413270394025,Iris-virginica
+4,6.413838073208274,3.3261770114334954,5.4997062604393046,2.199727285049147,Iris-virginica
+5,6.239842437510646,2.7624141210516675,4.658912081867252,1.4799151284368277,Iris-versicolor
+6,6.752669735929507,2.898661659357664,4.747358157254087,1.5808373786559062,Iris-versicolor
+7,7.899992313347827,3.656603555565683,6.26313570696279,2.075894516221547,Iris-virginica
+8,4.644134932715577,3.3585838573255855,1.2832009118147678,0.223476208275481,Iris-setosa
+9,4.928803825267809,2.0,2.9092244457847345,0.8549488836303328,Iris-versicolor
+10,5.1274066814702035,3.718792723231548,1.4115664298759458,0.19707528087561133,Iris-setosa
+11,7.751393626681959,2.5715163997589534,6.9,2.1851578637456637,Iris-virginica
+12,6.63488780711289,3.2349091857674006,4.738345720990816,1.5278793333604173,Iris-versicolor
+13,4.499482820570198,2.907050139924624,1.40218278068818,0.22730117073952133,Iris-setosa
+14,5.724137359119415,3.0,4.22397338658236,1.3260519586100725,Iris-versicolor
+15,5.442652505871862,2.7180089530293805,4.01685685535537,1.3927734715885538,Iris-versicolor
+16,5.775324229287394,2.854959489657295,4.563348778751519,1.4188014896259915,Iris-versicolor
+17,6.495049637557178,3.2276679324615785,5.519432994725885,2.2543449806556795,Iris-virginica
+18,5.734128202292747,2.7743330020872534,3.9808520294634775,1.2009078521939078,Iris-versicolor
+19,4.487562133457114,3.0156303869290935,1.4062902272965048,0.19951444010507446,Iris-setosa
+20,4.300065133273731,3.0136300880174187,1.1468717796062882,0.10000015500178465,Iris-setosa
+21,6.088386200439791,2.1985263959125305,4.280508843173053,1.2353886422363718,Iris-versicolor
+22,6.549447524915479,2.7114979155743466,4.681299153710991,1.5274455009133685,Iris-versicolor
+23,5.058911293565929,3.2668244686101593,1.5834363721681446,0.380830019469065,Iris-setosa
+24,4.932909044778261,2.0000006702382813,3.5764962050339077,1.125387483848285,Iris-versicolor
+25,5.99999897183963,3.341818746207543,4.569396869636717,1.6249615803043032,Iris-versicolor
+26,5.994863331807552,2.517212154039879,4.35900467117711,1.101908298894575,Iris-versicolor
+27,4.548412061613117,3.689274304212126,1.0,0.19698321845833355,Iris-setosa
+28,6.765648403442114,2.484859818491375,5.965112869845476,1.8831925101013678,Iris-virginica
+29,6.310824636404238,2.3303315419747928,4.549984984570405,1.3900241279697674,Iris-versicolor
+30,4.8371333737671485,3.04078744143179,1.4195510955609036,0.1,Iris-setosa
+31,4.449872919094418,2.9578599285035123,1.459238543185489,0.20406469429597757,Iris-setosa
+32,6.512422618160289,2.9029701255939666,4.735662635780226,1.55275030946067,Iris-versicolor
+33,6.083155326068221,2.7122331728807834,4.5480271235249665,1.1416202811864842,Iris-versicolor
+34,4.5654543827747,3.0472775925827014,1.4390580521928567,0.20666691575845603,Iris-setosa
+35,5.8195331852654935,2.707364292505037,4.251287435897298,1.2327025797250892,Iris-versicolor
+36,6.614638464527117,3.185072255368741,5.3064382043307585,2.256744122354512,Iris-virginica
+37,7.739703622668696,2.6368746948892676,6.9,2.3261026207245328,Iris-virginica
+38,4.554504901275526,3.5855233353431024,1.0,0.1806463571915575,Iris-setosa
+39,6.194038744532715,2.61674679856969,5.284827217036587,1.576242842068102,Iris-virginica
+40,7.1260518189335205,3.1039239274622785,6.101802643269325,2.289452053100817,Iris-virginica
+41,7.70128697838555,2.608026900384761,6.9,2.275705927727332,Iris-virginica
+42,5.687556554684931,2.3257436891194314,4.0401592116281355,1.2125857842660097,Iris-versicolor
+43,5.547593237307841,2.8036529909295633,4.048763394050521,1.3135706012455801,Iris-versicolor
+44,5.050201782144701,3.7946789145226245,1.4745292243757675,0.2085412533712086,Iris-setosa
+45,4.3,3.0,1.0845886493986945,0.1,Iris-setosa
+46,4.384300910911583,3.0,1.3669205986795876,0.20376560464487306,Iris-setosa
+47,6.216987012602255,3.3392556530918056,4.5020693402506575,1.4767303751281333,Iris-versicolor
+48,4.998338047295478,3.3125773041125774,1.5854859817668692,0.20478601352407388,Iris-setosa
+49,6.290971873977871,3.3201494437730648,6.170445402440324,2.5,Iris-virginica
+50,6.2709737459814905,2.779609961612373,4.874039287710084,1.941929722670494,Iris-virginica
+51,4.300000517004602,3.0,1.1057450199221373,0.10000010472592197,Iris-setosa
+52,6.453000469669368,3.1416872581822535,5.062008315566566,2.140827082652755,Iris-virginica
+53,5.551682128896625,4.2,1.4232555416200194,0.20567123642617435,Iris-setosa
+54,6.340039227154138,2.317456284159565,4.566682682403828,1.3458175692298813,Iris-versicolor
+55,6.083658976032977,3.300200276330218,4.560341975553177,1.5984911600074045,Iris-versicolor
+56,6.272765446904649,3.39332818604381,5.4491625178454886,2.338064378316816,Iris-virginica
+57,4.840163130217772,2.0,2.8280115442937355,0.9401465509654511,Iris-versicolor
+58,4.300000542816852,3.0,1.092229598881174,0.1,Iris-setosa
+59,6.0119877946189835,2.209071806115208,3.815882553724591,1.105140907270734,Iris-versicolor
+60,6.008395047848078,2.269376833757815,5.0375380532377285,1.5418859302218046,Iris-virginica
+61,5.597512451891539,3.706785387429997,1.546447324183935,0.2652028328852517,Iris-setosa
+62,4.533014060013601,3.1974748688187153,1.3714912094899867,0.1990939052437185,Iris-setosa
+63,5.809620669160827,2.7007025455937033,5.195117504288029,2.2051008935831953,Iris-virginica
+64,5.535793085483923,2.5015060824534725,3.836784133675424,1.1174296102326955,Iris-versicolor
+65,6.816895677808532,2.7479346518390257,4.988418584392237,1.5779994018172574,Iris-versicolor
+66,7.613521991153958,2.610924069725317,6.8999975270460325,2.2374865691213035,Iris-virginica
+67,6.361193641926959,2.5026299707539024,4.535736398379509,1.301187702922531,Iris-versicolor
+68,4.300000454053357,3.0,1.1206796438328586,0.1,Iris-setosa
+69,5.78782963279281,2.8234992138709525,5.08851518485326,2.3820808944841922,Iris-virginica
+70,6.579256187881982,3.1227025829419723,4.880475277716945,1.5856466948677665,Iris-versicolor
+71,5.568314769690496,3.7798623493384396,1.4194427429935916,0.25262492315224727,Iris-setosa
+72,4.3,3.0,1.0792359241254874,0.1,Iris-setosa
+73,4.379583571299384,3.044716774679768,1.279707939745019,0.19686019739763405,Iris-setosa
+74,5.073496960686663,3.272043574345986,1.5653061226743668,0.256739659491084,Iris-setosa
+75,5.3953420418857725,3.5798493942985736,1.4817881790755976,0.2777221721802877,Iris-setosa
+76,6.646622651610987,2.9153511302926782,4.532831346665474,1.4277836152155108,Iris-versicolor
+77,5.152953981702115,2.5811424959446856,3.726796992378777,1.3144953896493503,Iris-versicolor
+78,6.456199610520711,3.3267051131669456,5.406638994153855,2.1720624517961413,Iris-virginica
+79,4.830432728139964,2.0,2.682463258696899,1.0364678952229271,Iris-versicolor
+80,5.9039448047799326,2.854045707715261,4.606957813938178,1.3099488642877022,Iris-versicolor
+81,6.326038125146104,3.333289378808731,6.143545198976689,2.5,Iris-virginica
+82,6.278512231884311,3.3883411434060715,5.4957862660144015,2.3695695525678095,Iris-virginica
+83,4.3,2.992710189513008,1.0691796020383835,0.1,Iris-setosa
+84,6.3406422688687725,3.3420023330802398,6.189547510357811,2.5,Iris-virginica
+85,6.318418930770663,2.56678672350557,5.014311117848036,1.7774072111812966,Iris-virginica
+86,6.313871659407008,3.3239283470432746,6.127730215911865,2.5,Iris-virginica
+87,4.3,3.022031347061887,1.0544784299565635,0.1,Iris-setosa
+88,6.627697410086657,3.214723337656213,5.692271959458318,2.3477069425612194,Iris-virginica
+89,6.173079063477341,2.514618770559144,5.237004707064082,1.6307213952968644,Iris-virginica
+90,5.901940894326871,2.575383608968089,5.102098894944066,1.7309901089287532,Iris-virginica
+91,5.636353698055332,2.2416611330906897,4.123715411552197,1.1803564900076498,Iris-versicolor
+92,4.857531639545886,2.0,2.835905508288307,0.44523809446920243,Iris-versicolor
+93,5.328204288561108,3.865112893156203,1.404397498779176,0.23083867366252864,Iris-setosa
+94,5.6653592098182255,2.5110053634762743,4.042107051928184,1.2306860390187362,Iris-versicolor
+95,4.991659562030914,3.3293586750071844,1.5078238042475374,0.2933743816953774,Iris-setosa
+96,7.713535016473119,3.0,6.625149291096873,2.0832709712335804,Iris-virginica
+97,4.937217530470289,2.0,3.317131731759016,1.058276181543658,Iris-versicolor
+98,5.424051569818123,2.622186588997701,4.113768029108078,1.3298036225241665,Iris-versicolor
+99,5.712768105802405,2.5754170535579206,4.07103376887199,1.0819491534266807,Iris-versicolor
+100,5.470597827961483,2.743757216391604,4.2226058618742,1.3099850377984201,Iris-versicolor
+101,6.39115815460257,2.5360039261145486,5.690318746259474,1.632093946252343,Iris-virginica
+102,4.408961278134818,3.0838664814439003,1.3573112170893822,0.1999672348259224,Iris-setosa
+103,5.3836014521012086,3.7043813606849105,1.4369681871892135,0.24061455100662454,Iris-setosa
+104,5.27237912616956,3.884191313331851,1.3057778347995794,0.2423724219206954,Iris-setosa
+105,4.3,2.9980226924587563,1.0899754460238953,0.1,Iris-setosa
+106,5.776352417970826,2.7969615407359467,4.152756593606476,1.388757151817711,Iris-versicolor
+107,4.8053075768434725,3.0221979121131057,1.4533244376834047,0.10000015776087566,Iris-setosa
+108,6.001665225956632,2.532924474505475,5.039406923044475,1.7359198395780224,Iris-virginica
+109,6.334102258653711,3.3855055248294734,5.48313960205698,2.3472084644538755,Iris-virginica
+110,6.09715308510029,2.3978370418798405,4.3940716771866715,1.318566714577097,Iris-versicolor
+111,6.682880782256436,2.963395225633652,4.929892460575272,1.6336158886003294,Iris-versicolor
+112,4.779386337859221,3.3820826748927924,1.7320959017007402,0.1923470720052189,Iris-setosa
+113,6.307518926803685,3.3320717127015107,6.014112791687019,2.5,Iris-virginica
+114,6.655631914702572,3.0335555892814576,4.878000735093296,1.6682813901797333,Iris-versicolor
+115,6.353360542422104,3.284346735403089,6.163992889455923,2.5,Iris-virginica
+116,6.235794593902701,3.3052698509125924,6.059260938014133,2.4999998036024893,Iris-virginica
+117,6.295190792076279,3.2819823633957697,6.000705623037172,2.5,Iris-virginica
+118,5.810399625162289,2.861049780977213,5.216407610026513,2.451352635490623,Iris-virginica
+119,5.496786736468888,2.549708482533564,3.759920167504269,1.0941981918570693,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/4/test.csv b/iris/tab_ddpm/0_0/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/4/train.csv b/iris/tab_ddpm/0_0/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/4/val.csv b/iris/tab_ddpm/0_0/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/5/synth.csv b/iris/tab_ddpm/0_0/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..acd2b8a5af0bac9a63dc6cd6226fc9f32aea1c0f
--- /dev/null
+++ b/iris/tab_ddpm/0_0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.446049578823262,2.8964051480831228,3.590411448382294,1.3867490382275438,Iris-versicolor
+1,4.301104078688729,3.0,1.249556140256907,0.10000064656635918,Iris-setosa
+2,4.88440623062312,2.0,3.531012471056038,1.0120066053187362,Iris-versicolor
+3,5.337242361587497,2.7995506754126622,4.193525251895178,1.4360071866448563,Iris-versicolor
+4,4.558880008374736,3.1069831397972987,1.4906276317168916,0.2044431344794337,Iris-setosa
+5,6.7888546617665835,2.495040749503162,5.9242401302708645,1.8595919815189093,Iris-virginica
+6,5.65881193159835,2.771130178497368,4.333733877446061,1.2782326246433604,Iris-versicolor
+7,6.8067443894649795,3.1654008721290214,5.520854752304525,2.326088711596185,Iris-virginica
+8,7.576467997388965,3.0,6.541912948436136,2.1287786595758273,Iris-virginica
+9,5.868797087033464,3.619354283051705,4.4680730535282756,1.6281134587830344,Iris-versicolor
+10,5.739303037967529,2.255342834517889,3.977600389474622,1.0698173030368465,Iris-versicolor
+11,5.149277345172365,2.6760844022827017,3.7837333568121005,1.4321237728681508,Iris-versicolor
+12,6.045047068087847,2.1520480661793617,5.046547634685554,1.504715352082905,Iris-virginica
+13,4.3,3.0,1.1092641127396223,0.1,Iris-setosa
+14,5.120978437015905,3.6864956688945827,1.5257839350485933,0.22821712893688287,Iris-setosa
+15,5.520441701293907,2.988843904876228,4.497830974283341,1.484380671050722,Iris-versicolor
+16,5.05299908943236,2.000001992495122,3.0920474133290456,0.9772846826786108,Iris-versicolor
+17,5.691370802774279,3.0,4.631903270979234,1.511880408363232,Iris-versicolor
+18,6.272226251021278,3.3088743309152373,6.032357626875341,2.5,Iris-virginica
+19,6.587738950390264,3.254225775994464,4.767634549958594,1.525545806528263,Iris-versicolor
+20,6.754238912719758,2.9872001730756583,4.868859162669539,1.5576395190092625,Iris-versicolor
+21,5.84865283617314,2.5610218949969936,4.198945496776315,1.1841288350367554,Iris-versicolor
+22,4.300000675154623,3.0,1.1203586793752398,0.100000153891655,Iris-setosa
+23,6.059793858783443,2.8719037841418507,4.452299674268507,1.382215992340846,Iris-versicolor
+24,6.6569896813178575,3.214365508792234,5.056369536441121,2.086945581937265,Iris-virginica
+25,4.596819205715355,3.2150936725674377,1.3246944264770986,0.22216452533589753,Iris-setosa
+26,5.322065923497993,3.7005976202725104,1.4315477438707391,0.2211885025636597,Iris-setosa
+27,4.784556383311946,3.406287040184876,1.496744133340608,0.17909729165835503,Iris-setosa
+28,6.254213184311344,3.2881598121603903,4.595808475474105,1.583903342720562,Iris-versicolor
+29,5.841371845720104,2.806343710480697,5.088328300463895,2.376466969620704,Iris-virginica
+30,6.091333628728213,2.747947799567732,4.98867806569894,1.5871158892599073,Iris-virginica
+31,6.2950303695249925,2.7110483124520246,4.848898536986749,1.8464851817009411,Iris-virginica
+32,4.954645433644033,3.4923030217632474,1.3748306264944252,0.20634987480195965,Iris-setosa
+33,6.06730332011386,3.365564173452602,4.404129661882155,1.565130219773723,Iris-versicolor
+34,7.741712651702537,2.5427177077411973,6.9,2.273613527208861,Iris-virginica
+35,4.3,3.0,1.1225243177946613,0.1,Iris-setosa
+36,5.060836696138542,2.530327327380542,3.672092404920192,1.3081273296650944,Iris-versicolor
+37,6.483612884637461,3.253261322369241,5.662261581845379,2.328257842104167,Iris-virginica
+38,4.583962215266619,3.5610271441370815,1.0,0.19579751439494902,Iris-setosa
+39,4.816203516529827,2.0,2.4510978796575387,0.8542000472892288,Iris-versicolor
+40,5.622861164782866,2.661484127322431,3.975537026177464,1.0773511433107847,Iris-versicolor
+41,4.9516593436184895,2.0,3.501767439986475,1.0056714070514625,Iris-versicolor
+42,6.641726997909437,2.5471126264862054,5.712760050482725,1.8296859453525693,Iris-virginica
+43,6.2157034156982665,3.3854734782612974,5.628160159938681,2.3886521755049124,Iris-virginica
+44,6.7435323302615835,3.0,5.006266096779555,1.6223458870439884,Iris-versicolor
+45,6.476094295946,2.885034112740224,4.722484459457608,1.5690442311580943,Iris-versicolor
+46,4.942461110211481,3.011410272597706,1.5192055701762148,0.10000009073678459,Iris-setosa
+47,4.935783074096201,3.02970438101386,1.438931553984959,0.1,Iris-setosa
+48,5.269292608784901,2.5493446535222275,3.635360571426482,1.244098680361346,Iris-versicolor
+49,4.3,3.0,1.0730342569344016,0.1,Iris-setosa
+50,6.021683449091517,2.291625472563583,5.0057817621151255,1.504371078183836,Iris-virginica
+51,4.3,3.0,1.0719732536333835,0.1,Iris-setosa
+52,5.466876407982108,2.9558712655762136,4.3391245484335785,1.5156604330702321,Iris-versicolor
+53,5.558819499802558,3.8592042355564176,1.4201158181787916,0.7393190328247281,Iris-setosa
+54,5.661636230291392,3.8294973744461362,1.578828035023935,0.23647827940364466,Iris-setosa
+55,6.735813465777313,3.0,5.0510658761161435,1.7532721907566706,Iris-versicolor
+56,4.3,3.0,1.0979252780131283,0.1,Iris-setosa
+57,7.42214302085327,3.0998477263748767,5.363472874819667,2.3345482073774075,Iris-virginica
+58,6.750795834728587,2.954236870330951,4.9545082297910135,1.6225681823757228,Iris-versicolor
+59,5.504191552039997,2.3630216006377704,3.412844330217494,0.9311517993295955,Iris-versicolor
+60,5.09224670351544,3.280223430942204,1.4855931798200082,0.24892212113771478,Iris-setosa
+61,7.626168538279411,3.0,6.578751049153293,2.107926828813404,Iris-virginica
+62,6.655542123667732,3.220136398334808,5.54321566804219,2.3511252340673927,Iris-virginica
+63,4.9250325034209315,3.103788220478898,1.5016199448515952,0.10000014039919865,Iris-setosa
+64,4.554143097847949,2.9335045698744002,1.3787644019552068,0.23293160516069972,Iris-setosa
+65,6.182861971798504,2.6537688460899664,4.940129535331005,1.6101463683959079,Iris-virginica
+66,5.024825285525678,2.0,3.616113688953806,0.9536317374841768,Iris-versicolor
+67,6.333839891821789,3.3319197581184286,5.595338772284476,2.3215989233133474,Iris-virginica
+68,6.093557694310364,2.6667705996430353,5.092076257863455,1.605502557471323,Iris-virginica
+69,6.527449649833184,2.8553495221464193,4.514511201764663,1.3120025917290712,Iris-versicolor
+70,5.7658404472101035,2.839281589846195,5.161675159091584,2.408737898900251,Iris-virginica
+71,5.763648029330454,3.272108046933361,4.731046010343223,1.7465104944634724,Iris-versicolor
+72,5.959917933652497,2.1366909934797707,4.232772226882164,1.2673459339107704,Iris-versicolor
+73,5.552209978967707,2.542562721046353,3.574694053030476,1.0615150053967854,Iris-versicolor
+74,6.537197371671838,2.847443280303338,4.491242277012853,1.3362925049219256,Iris-versicolor
+75,5.5498880682765215,3.5402538637959804,1.4943737286057202,0.26864464207637956,Iris-setosa
+76,5.613368996789861,2.918609391859109,4.382931874567796,1.354450736173264,Iris-versicolor
+77,6.724689367239115,3.083885159269445,4.6764469999919145,1.4856419513957673,Iris-versicolor
+78,4.75331631572599,3.4090835201323797,1.843793285148315,0.2002751133538947,Iris-setosa
+79,6.187687036237302,2.6961490572105435,5.078480797962365,1.833416267503918,Iris-virginica
+80,5.964655330750805,2.5967290809196175,3.7791661005455373,0.838968471789919,Iris-versicolor
+81,7.5755142223251495,2.55483204434383,6.9,2.285299462936523,Iris-virginica
+82,6.032489917102355,2.691664086703846,4.590529534934152,1.199568531217743,Iris-versicolor
+83,5.512050443463342,3.033986056609553,4.3852498090590375,1.5047305993653528,Iris-versicolor
+84,5.70973080675548,2.9027895353529782,4.29922760386402,1.2150617778056367,Iris-versicolor
+85,4.574248472295817,3.0,1.5174494671895895,0.18175763045579224,Iris-setosa
+86,5.052876536393724,3.1472411670901144,1.588679401001467,0.39462756915943836,Iris-setosa
+87,5.670421056258139,2.9401695101710534,4.208521601524437,1.3390410834245416,Iris-versicolor
+88,6.319143071770045,3.326845200400052,6.027942253462273,2.5,Iris-virginica
+89,5.604228970148364,2.859103969799261,3.9502301620602096,1.2253510592932897,Iris-versicolor
+90,6.219442348152081,3.291237987822626,6.143643398923775,2.5,Iris-virginica
+91,6.626947075264135,3.0,4.644435268598851,1.5512531867822104,Iris-versicolor
+92,6.5171545253895475,2.831501172889659,4.677516578716245,1.320481589846907,Iris-versicolor
+93,5.922783656212078,2.508753319184042,5.022344849327051,1.6099174858913663,Iris-virginica
+94,4.826072500664513,3.0,1.436518525295642,0.49908281465736326,Iris-setosa
+95,5.57861678451067,2.5019168543319408,4.010698642590631,1.344177246991222,Iris-versicolor
+96,5.791347077184787,2.855024970495916,4.435775513500491,1.3549691741024754,Iris-versicolor
+97,5.842972994670654,2.7645275463770957,5.091332953604432,2.3092477813571666,Iris-virginica
+98,7.269839211961063,3.2047860366742964,5.949304839167531,1.8028712127686681,Iris-virginica
+99,6.10895520876699,2.9524672497429725,4.5867950969794,1.1931127970192847,Iris-versicolor
+100,5.563876234179574,2.791444164495873,3.866636621221563,1.2679243419747521,Iris-versicolor
+101,5.258017026447168,3.7978572589159696,1.294145038942462,0.2480250593215989,Iris-setosa
+102,5.643391137337228,2.6147890709437145,4.220037542575419,1.0564545010807478,Iris-versicolor
+103,4.8268462727990045,3.3403327476004914,2.251132145036715,0.19494535378645889,Iris-setosa
+104,6.626351996155814,2.5389687165846593,4.680796538929708,1.47024525772887,Iris-versicolor
+105,6.777831055622611,2.893277696860635,4.723131546023702,1.4779953118658735,Iris-versicolor
+106,4.3,3.0,1.0771581884319716,0.1,Iris-setosa
+107,4.708520001398375,3.7916523640527102,1.0000011744631951,0.19365504307439252,Iris-setosa
+108,4.931912868823792,3.433906951707548,1.5972562228230676,0.20847990636162764,Iris-setosa
+109,4.824254983699422,3.0,1.423566282845382,0.1,Iris-setosa
+110,6.426234220144721,3.240407592514493,5.093957255638878,2.229216297519098,Iris-virginica
+111,5.010499169040883,3.3434092010320824,1.6394237576486184,0.3336843971927367,Iris-setosa
+112,6.677236095529074,2.999578086776587,4.542835577725482,1.3908672275703593,Iris-versicolor
+113,5.935039299299807,2.3831282102510096,4.177918765059262,1.1322655947313331,Iris-versicolor
+114,5.79426952053957,2.766640331885347,5.226242444765471,2.291975808865355,Iris-virginica
+115,5.651779655391083,2.2676651849683056,3.809616694716032,1.0585036995524595,Iris-versicolor
+116,7.9,3.863928749015362,6.42765332410313,1.9686319633602467,Iris-virginica
+117,6.169879814690042,3.386930706059158,4.506264062924676,1.5616978113322155,Iris-versicolor
+118,7.9,3.869983881164567,6.3578504166096454,1.9339380568708489,Iris-virginica
+119,6.070656761958979,3.007181199459575,4.55056288328133,1.5839395821643203,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/5/test.csv b/iris/tab_ddpm/0_0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/5/train.csv b/iris/tab_ddpm/0_0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/5/val.csv b/iris/tab_ddpm/0_0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/6/synth.csv b/iris/tab_ddpm/0_0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d6e1d017823807e1f1be9bb6a8ada754816cb9b9
--- /dev/null
+++ b/iris/tab_ddpm/0_0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.66714227072694,2.613203715328597,4.100954825999964,1.1648389838121953,Iris-versicolor
+1,7.706205944039821,2.5766775425650423,6.9,2.331662577246185,Iris-virginica
+2,6.105824638865991,2.6855236913136773,4.906602912286286,1.65103359174371,Iris-virginica
+3,5.53257418221746,3.0,4.490353566024531,1.5069557469665973,Iris-versicolor
+4,5.714807130601625,2.8027322359154443,4.213229454720227,1.0901315783688306,Iris-versicolor
+5,6.801891206269416,2.8021865480668997,4.795235763227536,1.4719554469515281,Iris-versicolor
+6,5.02087226357572,3.5430507535212787,1.4469591819364034,0.19856675748625438,Iris-setosa
+7,7.715257482487801,2.5906311323777578,6.9,2.311569628022315,Iris-virginica
+8,6.741694262110433,3.1659744031332724,5.627741846750021,1.9705795681609528,Iris-virginica
+9,6.261165205253042,3.4022176227511784,5.435503448379766,2.344724393682805,Iris-virginica
+10,6.62962985653142,3.0,4.563145408214451,1.4616656707216502,Iris-versicolor
+11,4.736833614744266,3.0,1.3295450467485994,0.1,Iris-setosa
+12,7.9,3.9889175109273936,6.336278559691243,2.0845836646677496,Iris-virginica
+13,6.597951474541049,3.1366711009366415,4.885484479475244,1.5782941999912652,Iris-versicolor
+14,6.248281499971532,3.34016606762419,6.081432763713453,2.5,Iris-virginica
+15,6.146140334453227,2.632293546418053,5.097589760786761,1.709188813147212,Iris-virginica
+16,5.120186771827316,3.3454902243796774,1.5543456077042421,0.4789681333469086,Iris-setosa
+17,4.3,3.0,1.0867564797680518,0.1,Iris-setosa
+18,6.204566780577481,2.5007056455429857,4.4774664397298665,1.4496512687402188,Iris-versicolor
+19,5.69896637053465,3.8266738916676184,1.6949028808231856,0.36204111151504026,Iris-setosa
+20,6.619689199557914,3.0,4.821102013324232,1.5731273721380863,Iris-versicolor
+21,5.771558633075082,2.8322031964422334,5.186326886677023,2.452465399633971,Iris-virginica
+22,6.402681777841596,3.1866496499928547,5.5931668659520835,2.330386200890218,Iris-virginica
+23,4.735341078801151,3.0848985931129294,1.5174961997190284,0.23860496720586227,Iris-setosa
+24,4.475737113187819,2.951980447979075,1.402446114666433,0.2189592588495043,Iris-setosa
+25,7.859037490371419,3.2077840227166057,6.559111632807422,1.6711124704508304,Iris-virginica
+26,6.679673759554801,2.838584819884616,4.872999316805972,1.5860858998253065,Iris-versicolor
+27,4.852760685693761,3.0,1.3919649499309568,0.10000016290926027,Iris-setosa
+28,6.590422289470081,3.111246287623242,4.993938928839883,1.9287757531362104,Iris-virginica
+29,5.744541501495999,2.9336751990981003,4.5801624199351,1.488893251995493,Iris-versicolor
+30,6.059311375476599,2.6324337253389674,5.796428834782459,1.367637472866286,Iris-virginica
+31,4.3,3.0,1.092506542234973,0.1,Iris-setosa
+32,4.956351040382772,2.0,3.5820303960973354,1.1436026720267323,Iris-versicolor
+33,6.280990177668621,2.480044454587086,5.021406768390551,1.8709011785248804,Iris-virginica
+34,5.774896639257029,2.8377191265134702,5.178449591340205,2.443958798087077,Iris-virginica
+35,4.913504257621293,3.245887102975336,1.4448697496215912,0.24894038133623592,Iris-setosa
+36,6.184708079017737,3.3869058382797115,5.359935651122818,2.336381707468566,Iris-virginica
+37,6.692769396291952,2.935368457293448,4.853796302409822,1.5170513247170512,Iris-versicolor
+38,6.648171188986179,2.959622060051418,4.5529418336769725,1.4028225694565362,Iris-versicolor
+39,4.468354921127278,3.0060510496640505,1.3511050458953737,0.20707568573462434,Iris-setosa
+40,7.899825383056855,3.388147500551735,6.191424218684488,1.919615237716925,Iris-virginica
+41,6.361166021627283,3.345587829288794,6.10854588645569,2.5,Iris-virginica
+42,6.09577641454698,2.5826045652800773,5.453222960389251,1.5938279737012824,Iris-virginica
+43,4.300004676147701,3.01192300188043,1.1014074569057086,0.1000002308532063,Iris-setosa
+44,6.715214850259607,3.0,4.747360187036026,1.591052149733179,Iris-versicolor
+45,5.7042376023885035,2.926749954869154,4.466120487339548,1.411123937975484,Iris-versicolor
+46,6.056256873716355,2.8753924511534232,4.671442200242888,1.3924075589726554,Iris-versicolor
+47,6.344724810160331,3.309295154659824,5.899956462455403,2.5,Iris-virginica
+48,7.899904827513673,3.393046046269085,6.4926203855109685,1.9305813326662373,Iris-virginica
+49,7.9,3.8928969265140423,6.462650279177604,2.008371486061882,Iris-virginica
+50,4.3,3.0,1.1015464012908203,0.1,Iris-setosa
+51,6.120561244496304,3.100581198301348,4.492034494629422,1.4742186790490397,Iris-versicolor
+52,5.028597167743931,3.464425893709281,1.6142837501164153,0.21344393175693824,Iris-setosa
+53,4.612596806904437,3.7154414694511377,1.000000651698473,0.19418596599802435,Iris-setosa
+54,5.671504491519137,2.75262750852033,5.209245966988138,2.3010829933981163,Iris-virginica
+55,6.302493957023436,3.27648587905129,5.995969090843904,2.5,Iris-virginica
+56,5.516760955680604,4.2,1.3830713537797614,0.2103003020193245,Iris-setosa
+57,4.897510544606387,3.708694992473709,1.5861133708566195,0.20065098355115393,Iris-setosa
+58,6.100707740806653,2.560326983081279,5.382487689816439,1.4750069147825537,Iris-virginica
+59,5.501296156520365,2.7161165771209057,4.0855186486390975,1.3775537716438193,Iris-versicolor
+60,5.350470604425276,3.332728731511957,1.674484856121675,0.42881684703683354,Iris-setosa
+61,5.958663133140556,2.708240800970571,5.062056766589163,1.9695923243950726,Iris-virginica
+62,6.705072391808573,3.2224936944711953,5.6933565643015465,2.3028719890217735,Iris-virginica
+63,6.002502030502703,2.7406356613816762,4.536100540130728,1.2321155451342949,Iris-versicolor
+64,6.0732036732105765,3.284903848877948,4.809802412615882,1.8038325103892865,Iris-versicolor
+65,4.3,3.0,1.0932828868075766,0.1,Iris-setosa
+66,6.204537714464887,3.345558172139926,5.878324149899761,2.4999997197946295,Iris-virginica
+67,5.5783460281017705,3.0,3.9394667071933487,1.2178499810680607,Iris-versicolor
+68,4.8519137597528115,2.0,2.8517412503096065,0.6347964599209697,Iris-versicolor
+69,5.502050709433537,4.199998649244943,1.425902678250867,0.2137838565945799,Iris-setosa
+70,4.3,3.0,1.0681101593759421,0.1,Iris-setosa
+71,6.544374298829143,3.030100789435057,4.886943820168355,1.7147838245570377,Iris-versicolor
+72,5.496794310081103,3.0,4.561240772765836,1.4792612210151916,Iris-versicolor
+73,5.514207220461183,2.552518063151394,3.7161117817385434,1.0597266399658534,Iris-versicolor
+74,7.506222015380065,3.040469708756292,6.14996904085525,2.3064963185117793,Iris-virginica
+75,4.807124204341671,2.0,2.2621722562616773,0.7499313527540277,Iris-versicolor
+76,6.304520835222582,2.7464927513951793,4.864255495339155,1.8545880059545272,Iris-virginica
+77,6.1135171782213655,3.296608501942945,4.928382101282552,1.9613478123272352,Iris-versicolor
+78,6.460302147205265,2.989490893542116,4.912221887877603,2.0444616542115948,Iris-virginica
+79,6.677904399625412,3.0,4.7747872884169,1.5898869533798219,Iris-versicolor
+80,6.366081263659314,2.4981784859732024,4.712136961263424,1.5312014727802958,Iris-versicolor
+81,7.6737308136612326,2.82678275695873,6.630751231038583,2.0948117874767127,Iris-virginica
+82,5.256553394737239,2.771887328209669,3.9333829462913696,1.4355439316920149,Iris-versicolor
+83,6.043152434262348,3.3709497535479764,4.474557448465884,1.5968955349749099,Iris-versicolor
+84,5.1714507070942455,2.5964639969843635,3.821897436804882,1.3235430320905535,Iris-versicolor
+85,5.792416958324105,2.8066827353370454,5.235236395792221,2.0763274616590754,Iris-virginica
+86,7.536628628038862,3.04164912396871,6.405348281853138,2.1342234970355864,Iris-virginica
+87,5.540121379623243,2.777351611769346,4.2433152176045175,1.353801302922943,Iris-versicolor
+88,6.915359814299582,3.026317235232026,5.899518702452504,2.2258079055337925,Iris-virginica
+89,6.174182313961789,2.9628780116840256,4.6797065413188585,1.5171824773890308,Iris-versicolor
+90,6.314010904175262,2.8029968383470445,4.823143230334648,1.8372693124704644,Iris-virginica
+91,5.623543642907201,3.674424459043132,1.978336731816159,0.27005067686342865,Iris-setosa
+92,6.319394561276085,3.219271151636468,5.957555512591172,2.499968882886955,Iris-virginica
+93,4.812757517957549,3.0,1.4224759182701183,0.1,Iris-setosa
+94,7.142438396512042,3.2253721872289236,6.042090020307222,1.7822091009631347,Iris-virginica
+95,7.1036320067481356,3.1052317934838736,5.709150200410363,2.3294442084983253,Iris-virginica
+96,6.393176867899273,3.040962789963351,4.689011314429314,1.5537547062110377,Iris-versicolor
+97,6.775030172272318,3.213286479587555,5.824968693119392,2.30754300159553,Iris-virginica
+98,6.121461100716604,2.1645419848074794,4.2511065951355596,1.1897143362194627,Iris-versicolor
+99,5.027685596706632,2.9735409871201575,2.317479695683404,0.18525348314454304,Iris-setosa
+100,4.91312339023399,3.0041300154475565,1.558046370347845,0.2165567125327264,Iris-setosa
+101,7.684212905569325,2.745500519836463,6.712675175903227,2.0304984222956857,Iris-virginica
+102,6.061069369927998,2.5368483776936963,4.444201694535556,1.4499692782833487,Iris-versicolor
+103,6.087733096962642,3.0,4.458938131735634,1.3248372813390106,Iris-versicolor
+104,5.7812605861139845,3.0,4.431710251824615,1.547493973428276,Iris-versicolor
+105,5.506481848364379,4.2,1.3654218473464832,0.19743313944260038,Iris-setosa
+106,5.48398490821485,2.5484484028696737,3.8448609306808565,1.1055761647039326,Iris-versicolor
+107,4.984322986520127,3.1786985140647865,1.58308886906287,0.24811998408131408,Iris-setosa
+108,5.2917135889900315,3.7208305526408303,1.4470326586353077,0.2222499209040387,Iris-setosa
+109,5.890709290194235,2.0387805574052282,3.881195915992733,1.064075372832735,Iris-versicolor
+110,5.466895642234171,2.9414466717170304,4.276481113581661,1.3808884342324113,Iris-versicolor
+111,6.7834922438788485,2.8673946989010815,4.868467941760758,1.5379971372887344,Iris-versicolor
+112,7.9,3.824735707310184,6.428852355384882,1.983565445812848,Iris-virginica
+113,6.371778698447308,2.453726873512351,5.181303566838045,1.8680948490055735,Iris-virginica
+114,7.58554253975467,3.0,6.46736808434741,2.0504433270165197,Iris-virginica
+115,6.620213179943391,3.1765412133290156,5.128523189578089,2.1959831938355387,Iris-virginica
+116,5.1495198222851535,2.0000028335359743,3.644881781610203,1.076807449625212,Iris-versicolor
+117,7.388431266273358,3.121968898083146,5.875539333463887,2.215689033944564,Iris-virginica
+118,6.250803766337829,3.3349027184673665,6.190786888460497,2.5,Iris-virginica
+119,6.580230759014096,2.9947758162400535,4.967063173148442,1.6733798883337958,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/6/test.csv b/iris/tab_ddpm/0_0/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/6/train.csv b/iris/tab_ddpm/0_0/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/6/val.csv b/iris/tab_ddpm/0_0/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/7/synth.csv b/iris/tab_ddpm/0_0/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..13931c1b1e883366a97afc80c7a9e6aa629588c5
--- /dev/null
+++ b/iris/tab_ddpm/0_0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.393042887270075,2.9264690313546806,1.3864979095423977,0.18972975266958897,Iris-setosa
+1,4.53560941834662,3.0,1.4777754629016753,0.209879617631431,Iris-setosa
+2,6.7111051728866045,3.1946474201118806,5.064892722228576,2.305824146686629,Iris-virginica
+3,5.672156501415671,3.0,3.766338086577727,1.3291220260051444,Iris-versicolor
+4,6.289593862109576,3.3244807896395,6.136741894797141,2.5,Iris-virginica
+5,6.956008788303378,3.1918967523308353,5.784460928389626,2.307331316528052,Iris-virginica
+6,5.140900849175616,3.392443125837723,1.5128328729110134,0.48081921748191636,Iris-setosa
+7,5.72460974035764,2.791636735869514,4.075973903369387,1.1891936123892368,Iris-versicolor
+8,6.165336474248506,3.6601683825520315,5.456212817930162,2.3808513708517958,Iris-virginica
+9,7.678843764046241,2.62115614166483,6.9,2.2471598812079554,Iris-virginica
+10,4.3,3.0,1.1096464429498416,0.1,Iris-setosa
+11,4.866683924363243,3.1193086129832506,1.4309348753551743,0.1,Iris-setosa
+12,4.823424712778001,3.4872592267887152,1.5986658948420218,0.20421301424798954,Iris-setosa
+13,4.611015773175938,3.6891895666883507,1.0,0.18816167098805406,Iris-setosa
+14,4.8310584249940245,3.3750275186712804,1.5934530027534022,0.22857786319004275,Iris-setosa
+15,6.07523817472202,2.553032643000951,5.6251785851946785,1.4324782348881089,Iris-virginica
+16,4.629634263810996,3.0,1.4728890382768942,0.22329895870694974,Iris-setosa
+17,6.2726859729868485,3.2515107956744376,6.070627941209082,2.5,Iris-virginica
+18,4.3,3.0,1.0705382353444495,0.1,Iris-setosa
+19,5.786979365813073,2.700623014638377,5.180495368353946,1.8695924417178647,Iris-virginica
+20,6.724862159567759,3.1550396268918743,5.25540066062901,1.9952035638341894,Iris-virginica
+21,7.765394318978259,2.590569243813365,6.9,2.355437617358989,Iris-virginica
+22,6.131323945547274,2.9436940357821015,4.7663723205306265,1.3433262497066418,Iris-versicolor
+23,5.864053526944398,2.055863491033458,3.9065562190360694,1.119127988016184,Iris-versicolor
+24,6.411212322700982,2.55233542889487,4.998527088075069,1.8600031570806752,Iris-virginica
+25,6.292228297996092,3.3341487388746436,6.110294842693889,2.5,Iris-virginica
+26,7.690392720719588,2.747404081195977,6.777041831296954,1.9687048766552686,Iris-virginica
+27,7.690921784409818,2.754368214406007,6.677286482300923,2.0042319080509405,Iris-virginica
+28,5.022827944667663,3.383241725756084,1.5415583465153309,0.2688408006509462,Iris-setosa
+29,7.9,3.83436602756764,6.363219258256167,1.98893676451475,Iris-virginica
+30,6.452111096016996,3.0,4.5767838574744815,1.411855179835614,Iris-versicolor
+31,5.231894385271393,3.823402684848739,1.3213262038066327,0.2176578879376504,Iris-setosa
+32,5.430547494542397,2.4484496749266667,3.5711897854736416,1.056056244756475,Iris-versicolor
+33,6.00111909546133,2.2139576260339857,4.9954887654270905,1.4711367469291088,Iris-virginica
+34,4.927352118640725,2.0000005235694283,2.6554702355178588,0.9800689924801634,Iris-versicolor
+35,4.3,3.0,1.079320645759606,0.1,Iris-setosa
+36,4.645811513011192,2.9701876844173096,1.4247087684544426,0.23020515845196365,Iris-setosa
+37,4.791887331743862,3.390633231911951,1.8788699664817203,0.20087551934609701,Iris-setosa
+38,6.093244535292966,2.7736789383831573,4.89290528970751,1.8150270326803508,Iris-virginica
+39,4.818082994194171,2.0,2.419623377495055,0.7924414222016175,Iris-versicolor
+40,6.7725500159220715,3.0,4.784485290788297,1.554607282160061,Iris-versicolor
+41,6.381709844763848,3.328715594765177,6.084842856921929,2.5,Iris-virginica
+42,6.252267597183731,2.653465035980671,4.335412226009582,1.1267653459076454,Iris-versicolor
+43,5.674459186254501,3.0,4.493923050829776,1.4774356092046101,Iris-versicolor
+44,5.314483133322077,3.5511664534290013,1.4126908137469203,0.33282956408445014,Iris-setosa
+45,4.985913462596753,3.190447628596596,1.503693642209768,0.1,Iris-setosa
+46,6.329443534789418,2.5848861041047155,4.911642188531944,1.8880243262002967,Iris-virginica
+47,6.727496738135677,2.857878074760947,4.668375987829712,1.5086219228683548,Iris-versicolor
+48,5.085864630029532,2.565418464580348,3.1639746619482896,1.154218579509628,Iris-versicolor
+49,6.444436589008501,3.2859564220154245,5.5952460572011775,2.39712587067096,Iris-virginica
+50,4.487302014319775,3.6647555439951933,1.0,0.21465125045474803,Iris-setosa
+51,6.199959147557777,2.849586138182936,4.718815330132512,1.179919695028638,Iris-versicolor
+52,4.502018481537767,3.2203284002304007,1.425182504527136,0.20888330835321137,Iris-setosa
+53,7.71854881389833,2.684019539143952,6.773148106889855,1.9612046364139204,Iris-virginica
+54,7.490994795159779,2.6885298970025047,6.4902922400260685,1.8012082845924395,Iris-virginica
+55,7.899998515523205,3.843308816568501,6.3531776348713525,2.055889263146141,Iris-virginica
+56,6.278277290614856,3.2965034913043714,5.876588028463347,2.49999960415595,Iris-virginica
+57,6.048350294800194,2.526410573238876,5.4909894375027175,1.3156888249511822,Iris-virginica
+58,7.751236330304574,2.5402939126019035,6.9,2.32840819936351,Iris-virginica
+59,5.692784104742771,2.7106968951865067,5.221094342789487,1.9150499287482652,Iris-virginica
+60,7.73311316140757,2.8105510116058365,6.894805361094098,2.1687397240958495,Iris-virginica
+61,5.799778598361613,2.4005288099992184,4.116072102123949,1.0305245205516242,Iris-versicolor
+62,6.017430396988179,2.769105511495551,5.034274673394206,1.8878491954028553,Iris-virginica
+63,5.793284514935705,2.4076039588564986,4.206625295718785,1.001717307566321,Iris-versicolor
+64,5.704238978918992,2.811544234869605,3.9965190539085316,1.1442301100275545,Iris-versicolor
+65,5.2373937691405,2.665929494614995,2.7637792453078642,1.2736565342331065,Iris-versicolor
+66,4.911129704944337,3.034570007205417,1.4940884027003583,0.10000009530781255,Iris-setosa
+67,4.922778054263775,2.0,3.6179999552287567,1.0157485546082574,Iris-versicolor
+68,5.481383047073494,2.868218848499911,4.419356445616209,1.3848052385125444,Iris-versicolor
+69,5.564177728136332,2.951766789795863,4.096796023430815,1.2347620551269798,Iris-versicolor
+70,6.069783537899955,3.218509112265928,4.434806800058097,1.5140375036978477,Iris-versicolor
+71,6.027474223578576,3.0,4.6170463191227125,1.5771739126447075,Iris-versicolor
+72,5.310331569707451,3.7287048506654563,2.403501274387291,0.243383760169047,Iris-setosa
+73,5.571837448609723,4.199999281175536,1.4428102923683388,0.2332160288982788,Iris-setosa
+74,5.7044386376754215,3.74459142700413,1.5607605227780654,0.4543683970322475,Iris-setosa
+75,5.987970264038386,2.248989893255663,5.002390348419939,1.4527137543072404,Iris-virginica
+76,5.437185838463346,2.37569792313862,3.5985219050202053,0.8971241868101578,Iris-versicolor
+77,6.085283106952056,2.2293311724857983,4.230095600056411,1.1096074966306404,Iris-versicolor
+78,6.092208034783889,3.344716265338489,4.664184348197157,1.64379308005236,Iris-versicolor
+79,4.3,3.0,1.1113016995163356,0.1,Iris-setosa
+80,6.315882594679013,3.3054454877136896,5.859159400963027,2.5,Iris-virginica
+81,6.506296548349164,3.2000914432928482,5.429436309316513,2.241073056974267,Iris-virginica
+82,5.803513946010317,2.739502587455416,5.108562813101464,2.2754526000483732,Iris-virginica
+83,7.89999586458264,3.5925878557287274,6.418912609402589,1.8818053973541125,Iris-virginica
+84,5.800616496735855,3.6074718981594933,2.027988090692955,0.3633800611483627,Iris-setosa
+85,5.7804546046286545,2.726689511677358,5.175465836220592,1.8222227245106486,Iris-virginica
+86,4.966087302091498,2.0,3.7194670847676834,1.0328361594559863,Iris-versicolor
+87,7.739816311428806,2.9391463052102567,6.386298878494415,2.2747208251273143,Iris-virginica
+88,4.857554976652627,3.1637672102305303,1.4803051910588594,0.1,Iris-setosa
+89,4.3,3.086600193271639,1.1206575254513231,0.1,Iris-setosa
+90,5.973764596055199,3.180625906493552,4.84903050085579,1.836447288859167,Iris-versicolor
+91,4.850959382308626,3.3212063383934067,1.425989610176993,0.20657268725198896,Iris-setosa
+92,4.5990656645589025,3.671518980645179,1.0000004553874597,0.20974870313505617,Iris-setosa
+93,6.118769716324312,2.8759110449827667,4.694593223511708,1.2922188003266166,Iris-versicolor
+94,5.661269948448005,2.8351030353967768,4.062183716867902,1.250928392106834,Iris-versicolor
+95,6.015275790326429,3.2713113246737673,4.535469985095607,1.5578197221349421,Iris-versicolor
+96,5.742705427153381,2.86594979892093,5.135455326575101,2.434517532354543,Iris-virginica
+97,7.716910271561579,2.6122139530878634,6.9,2.323216880053368,Iris-virginica
+98,6.209139484020872,2.6999977027309567,4.626822333385714,1.5401988478678004,Iris-versicolor
+99,5.433179388815685,3.8098446196347786,1.3956688632240732,0.4202206959547209,Iris-setosa
+100,6.067666629391887,2.218520409301145,4.94785596349322,1.5564002094950493,Iris-virginica
+101,4.3,2.989029401936542,1.1191759734772067,0.10000009718086346,Iris-setosa
+102,6.309224719843977,3.3905690868654097,5.4444933456830915,2.3744779163226695,Iris-virginica
+103,7.736544680986041,2.8187426767362362,6.684061153409674,2.031902471933323,Iris-virginica
+104,6.422022999371037,2.6979339154164923,4.673237026894983,1.3852805590211767,Iris-versicolor
+105,4.753786121402372,3.396207597407238,1.5345533541357836,0.20436444500960446,Iris-setosa
+106,6.141113324732477,2.8924658350384758,5.21928431088347,1.8726631998526146,Iris-virginica
+107,5.9330208014177055,3.405175766599705,4.500296621276838,1.6292946740810448,Iris-versicolor
+108,5.880923648193931,2.2769976218817485,4.310417024524898,1.413697316741668,Iris-versicolor
+109,7.9,3.9980779552204586,6.455143223368918,1.9951380925496482,Iris-virginica
+110,5.956811153158333,3.3287921829093796,4.649973734737179,1.6593486453523851,Iris-versicolor
+111,5.6246452696639375,2.719860465408927,4.072314756016564,1.2441992443483814,Iris-versicolor
+112,6.342819139103706,3.3044280012157237,5.871041419871736,2.499937587865019,Iris-virginica
+113,7.594392015903131,3.0,5.937855728849834,2.216957232980346,Iris-virginica
+114,7.9,3.9117194697367736,6.381986803375253,2.0885024237254406,Iris-virginica
+115,6.753072721251017,2.5116975628397986,6.011619323532847,1.8300664659906922,Iris-virginica
+116,5.9759039814119665,3.343684731820193,4.4999746966815195,1.5829202203261268,Iris-versicolor
+117,7.9,3.947634485563385,6.494864751390771,2.0100552646220873,Iris-virginica
+118,6.339666410478871,3.3331865858897434,5.976446656784992,2.5,Iris-virginica
+119,4.894812242378243,2.0,2.628961568128614,0.6942761130686488,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/7/test.csv b/iris/tab_ddpm/0_0/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/7/train.csv b/iris/tab_ddpm/0_0/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/7/val.csv b/iris/tab_ddpm/0_0/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/8/synth.csv b/iris/tab_ddpm/0_0/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fc9e219f393e7ace1261fc774072d55c6cdd6848
--- /dev/null
+++ b/iris/tab_ddpm/0_0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.635370199000661,3.1091806445197228,5.091690133746502,2.047342714524248,Iris-virginica
+1,5.521171652175463,3.0,4.5780477155275605,1.473956200107284,Iris-versicolor
+2,5.141760737601163,3.4058767469725684,1.5029811996702656,0.23189814831521327,Iris-setosa
+3,4.908564213723748,3.6107891525396885,1.6930490204245832,0.19138382486298344,Iris-setosa
+4,6.229608937691253,2.805639442341797,4.6587130051001395,1.2997265416192734,Iris-versicolor
+5,5.919899814520725,2.6636049143336304,4.402903281640257,1.0692243457914548,Iris-versicolor
+6,5.791801748536677,2.2988275195953043,4.243374571024943,1.159515749767464,Iris-versicolor
+7,5.59979344288702,3.7465541629060777,1.5828752830176769,0.4545430643810088,Iris-setosa
+8,5.976277730019887,2.769705460882985,4.526458762167482,1.3111475925326657,Iris-versicolor
+9,7.174678667711862,3.208819838950021,5.8967986061670725,1.8474525474303087,Iris-virginica
+10,4.9910314638234485,2.5241844613436664,3.260845101992501,1.1460463980788018,Iris-versicolor
+11,7.75263097115497,2.869424129263414,6.724122709433124,2.1088097894317555,Iris-virginica
+12,5.961762819644413,2.068252187971531,4.014221286369966,1.0489759998310813,Iris-versicolor
+13,6.228000543743373,3.330989275626162,6.0211747646033915,2.5,Iris-virginica
+14,4.95789826049888,3.409710020698599,1.43362108327429,0.19646055764911058,Iris-setosa
+15,6.177589816522037,2.1185692278852346,4.38766348488389,1.3367112192726138,Iris-versicolor
+16,4.845653547410397,3.3924426268310452,1.6300835323424947,0.2226591935736354,Iris-setosa
+17,5.545069127230017,2.388114412416963,3.7996630708112056,0.8511671218752089,Iris-versicolor
+18,5.941212744594474,3.3608377258790423,4.568847728401301,1.670225618429482,Iris-versicolor
+19,4.554049857282386,3.7620230915146755,1.0,0.19134552625426143,Iris-setosa
+20,6.16351678870424,2.6569663045887215,4.9066843272042835,1.8689720164145194,Iris-virginica
+21,6.149569872500492,2.5806805967492057,5.592180422566235,1.4358011272855784,Iris-virginica
+22,6.07143240373925,2.440984121074815,5.015683093541193,1.7103625234195257,Iris-virginica
+23,7.671303255791011,2.576291147899877,6.9,2.2815318395305173,Iris-virginica
+24,4.595166335848339,3.7260472460310714,1.0000003963421655,0.19127530974301693,Iris-setosa
+25,5.555108020554718,2.7453349007463284,4.295090931570381,1.2213229725515673,Iris-versicolor
+26,5.035608212037187,3.3233326446805087,1.6578057087781393,0.2559510341860305,Iris-setosa
+27,4.525707372552178,3.269574412609899,1.438453703044459,0.19493202809926247,Iris-setosa
+28,4.8696882733625975,2.0,2.7667697410685204,0.961765362068101,Iris-versicolor
+29,6.280109231049156,2.6573758620392294,4.874588640920299,1.8354872319361695,Iris-virginica
+30,7.708222585732941,2.6373579462066146,6.9,2.320399371538312,Iris-virginica
+31,4.476990042949914,3.228312883260341,1.394287977870259,0.19326791145017763,Iris-setosa
+32,4.300001053818951,3.0,1.1160324658168168,0.1,Iris-setosa
+33,5.798439357108893,2.705224113724269,5.084917228604047,2.0736126239277652,Iris-virginica
+34,6.113997641182096,2.625011110241882,4.992566168701193,1.7216305941155579,Iris-virginica
+35,6.044483741104707,2.6926339219063027,5.397493899059224,1.6741211815422854,Iris-virginica
+36,7.748124915186045,2.832975215566661,6.725525912293124,2.049996622565624,Iris-virginica
+37,4.3,3.0,1.0504811459770604,0.1,Iris-setosa
+38,6.741541589898473,2.7702471188179674,4.843488149284964,1.4889356696736364,Iris-versicolor
+39,4.968740920035988,3.0,1.6998679364414306,0.21012271655468398,Iris-setosa
+40,6.321607032319709,3.3532296254435776,6.210601282549231,2.5,Iris-virginica
+41,5.514297562517881,3.7928504913155505,1.435922236160563,0.36221630749952993,Iris-setosa
+42,5.33182716767728,3.0328801007601385,4.530422381611568,1.562076861470604,Iris-versicolor
+43,6.620509690825883,3.0,4.91914911052717,1.5902830016818639,Iris-versicolor
+44,6.189600241523174,3.363427325406089,5.317068465032927,2.312552935620841,Iris-virginica
+45,5.378392475254018,3.6671169891153164,1.5534641523272497,0.2071390340465234,Iris-setosa
+46,5.24617841125507,2.5049102841972526,3.8453682221782635,1.2394207883116832,Iris-versicolor
+47,6.100552346566945,2.6228891699260086,5.4001058146278655,1.515940581911825,Iris-virginica
+48,7.3828329969297535,3.0925668049818444,6.364403229774864,1.99040458984847,Iris-virginica
+49,4.542013130480368,3.086367995693112,1.4636598735829462,0.22367470420124547,Iris-setosa
+50,5.819917444923349,3.2973191506922035,4.727069758902913,1.8138060838165413,Iris-versicolor
+51,4.8443589543696435,3.0,1.4280922705687384,0.10000011137195232,Iris-setosa
+52,6.286400803827907,3.3296722266072485,6.133621244523739,2.5,Iris-virginica
+53,4.6876846721484435,3.343345426766985,1.4814491652949584,0.194092164663614,Iris-setosa
+54,5.2465470404369325,3.641738625768559,1.582245700870293,0.24157288177027098,Iris-setosa
+55,6.119134729397937,2.3742150463442915,4.302332250614107,1.022406582513047,Iris-versicolor
+56,6.555379181241509,2.9537040102978698,4.82774403251896,1.5969389467944186,Iris-versicolor
+57,5.399977928195237,2.6889590175015345,3.9568353166797454,1.3252119455551625,Iris-versicolor
+58,6.306204423156175,3.34422200358865,6.051428991383093,2.5,Iris-virginica
+59,6.0558474445095385,3.3390148981496086,4.780380994923735,1.8258891077192705,Iris-versicolor
+60,5.076034887805525,3.0169533384508473,1.9088923495273102,0.20633760139725282,Iris-setosa
+61,6.3901279364059,3.2187799167021987,5.601258949106524,2.328639450859673,Iris-virginica
+62,7.733778020552133,2.646920509705051,6.899996373824337,2.3238253830304054,Iris-virginica
+63,6.873945974047323,2.95541432290036,4.7859260045982435,1.4443639353059992,Iris-versicolor
+64,4.93601665961372,3.37768405485556,1.4162342051782486,0.21110555696761568,Iris-setosa
+65,5.19911719538489,3.3327957378567614,2.126495325930377,0.4354594509331889,Iris-setosa
+66,5.491888319682355,2.999786249317598,4.291187540431835,1.4754407040484936,Iris-versicolor
+67,6.330105519796738,3.1124885498094095,4.978201835329061,1.979942264116404,Iris-virginica
+68,7.754605119460074,2.882154140470147,6.5588157862447,2.148489333596478,Iris-virginica
+69,7.710863472303984,2.5545759433786595,6.9,2.2372299311535624,Iris-virginica
+70,6.492677239071906,3.3544194410701897,5.366503571970405,2.339841575109536,Iris-virginica
+71,6.021356891945359,3.312036190605011,4.7154837583912235,1.7191324097757141,Iris-versicolor
+72,6.000172652967295,3.390074641400757,4.506078809494417,1.5638938696857574,Iris-versicolor
+73,4.631943614213856,3.491233479895161,1.0000017251581004,0.20153285137794213,Iris-setosa
+74,4.692686173143328,3.0305463528633045,1.5077709211717765,0.20279373167535225,Iris-setosa
+75,5.615081442164699,2.3807375351198847,4.039981975450145,1.1901040795631295,Iris-versicolor
+76,6.192079312951404,3.3658349437614485,5.32344233434695,2.270407854818834,Iris-virginica
+77,5.959112453712966,2.9303343861830857,5.340177267394557,2.375708961326923,Iris-virginica
+78,5.8171631732960405,2.7274532164434917,5.099192221496732,1.9330478232456842,Iris-virginica
+79,7.1407095345311244,3.1025531986056825,5.887862813889128,2.2965903247965223,Iris-virginica
+80,4.465556332555468,3.0,1.4314531939855484,0.20224053891385654,Iris-setosa
+81,5.83217053047864,2.677562327409332,4.529149340243542,0.9891351172293027,Iris-versicolor
+82,5.837985564319198,3.231584785325361,4.7459407620074225,1.6898305416452697,Iris-versicolor
+83,5.615434191069772,3.0,4.2391332184110775,1.3085383988786625,Iris-versicolor
+84,7.763911219575816,2.5825334340976567,6.9,2.3651643944234064,Iris-virginica
+85,5.975270466949016,3.4050960271857664,4.549747114189202,1.575875323013997,Iris-versicolor
+86,4.452109723955082,3.0,1.4286856047606589,0.19236810309059443,Iris-setosa
+87,7.70156040661969,2.807641195183218,6.711317800033505,2.056141530356321,Iris-virginica
+88,6.0737638053955925,2.8908314784789573,4.54269045553712,1.492982846318778,Iris-versicolor
+89,4.934795518715404,2.0,3.590757303525909,0.8507015116233285,Iris-versicolor
+90,5.231261914195739,3.2963214317613403,1.6470960390702603,0.37630130392628064,Iris-setosa
+91,4.3,3.0,1.0591049047720835,0.1,Iris-setosa
+92,6.537415940810626,3.0,4.8666897653706105,1.6196884734272339,Iris-versicolor
+93,6.549422590706713,3.0948368679117753,4.46755458562946,1.4069340498873208,Iris-versicolor
+94,4.5248142665822,3.183689443800288,1.3525272595797444,0.20206665491790807,Iris-setosa
+95,5.9133957075017145,2.3236541218373175,4.045067197699456,1.095314445505839,Iris-versicolor
+96,4.945409044365902,2.0,3.4566486762584283,1.0340272104847996,Iris-versicolor
+97,5.021497574256642,3.299894478743671,1.6261902447865906,0.24324896778315633,Iris-setosa
+98,4.854673174466294,3.069545631197462,1.5245894963076845,0.10000010515943866,Iris-setosa
+99,4.827443430906566,3.392428204626697,1.6216390660869586,0.208769046919791,Iris-setosa
+100,4.4014934805604895,3.0,1.3052473090179921,0.20756709003267237,Iris-setosa
+101,4.859250802388896,3.078981229308268,1.4955990417656808,0.10000015569375036,Iris-setosa
+102,6.0190261253387485,2.268866714631929,4.3845423773412024,1.4238985342922659,Iris-versicolor
+103,4.882586528111321,3.755750399185973,2.036406880842948,0.1887145997232825,Iris-setosa
+104,5.765132353043342,2.769413877147519,5.058430635238857,2.3050274431192546,Iris-virginica
+105,6.5494326144452355,3.124454356757337,4.713301435494984,1.5628535093346105,Iris-versicolor
+106,6.642973973282841,3.0,4.9434501406784435,1.7318259317826437,Iris-versicolor
+107,4.841184458244998,3.1052451177939386,1.4666202923834122,0.1,Iris-setosa
+108,4.473618197266753,3.2758264367379772,1.4401058725462328,0.1858219550681831,Iris-setosa
+109,4.767958603177497,3.0,1.4118429220617852,0.1,Iris-setosa
+110,5.915471187788044,2.722225851231559,5.1530974604972135,2.0652941969346266,Iris-virginica
+111,4.59056047863571,3.6548368532754685,1.0,0.1800657893410289,Iris-setosa
+112,7.662458899708706,3.0,6.62752710232282,1.9720275507780025,Iris-virginica
+113,6.623672267730248,2.933619296620061,4.63402758978627,1.347622163647029,Iris-versicolor
+114,5.640952811337015,2.7652483094536526,4.226441852062648,1.3583764226645134,Iris-versicolor
+115,6.17832598396437,2.403523531888478,4.502671751623597,1.3682655651181515,Iris-versicolor
+116,7.453961790812754,3.0488337254118485,6.4490647432039765,2.143936628763147,Iris-virginica
+117,6.998117885653177,3.0,5.084233359195391,2.2956997947333324,Iris-virginica
+118,6.533223281848237,2.6372433271276337,4.694082205031316,1.5395958861812034,Iris-versicolor
+119,6.299957835781257,2.783871756784219,4.624379102984719,1.3561127756825138,Iris-versicolor
diff --git a/iris/tab_ddpm/0_0/8/test.csv b/iris/tab_ddpm/0_0/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/8/train.csv b/iris/tab_ddpm/0_0/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/8/val.csv b/iris/tab_ddpm/0_0/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/9/synth.csv b/iris/tab_ddpm/0_0/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3904b90ebfe5a8f0af09c17ea81c0f77dc0a1e1c
--- /dev/null
+++ b/iris/tab_ddpm/0_0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0707550954443885,3.2788219347585175,1.5055665221628947,0.21303976204560193,Iris-setosa
+1,6.741729164552116,2.9663824434975985,5.037303916826987,2.1002444159822926,Iris-virginica
+2,4.885016458156087,2.0,3.5659876761845046,0.8721695951365596,Iris-versicolor
+3,4.936007541627159,3.17978089902641,1.5842642059203402,0.21617788307302008,Iris-setosa
+4,5.188410311969091,3.6584070470650625,1.8671358833364744,0.21250390142141748,Iris-setosa
+5,5.637351685327017,2.917515622032996,4.144372326419095,1.099441649571347,Iris-versicolor
+6,4.913967670959643,3.1130517338694195,1.4894939474171107,0.1000001066749405,Iris-setosa
+7,4.58903862514383,3.625563260784511,1.0000004808556826,0.194368728718968,Iris-setosa
+8,5.245436416216043,3.809004848581584,1.5434339376012167,0.2050760003619414,Iris-setosa
+9,5.112193761796246,2.7204963886368576,3.971490974758108,1.4330381290235061,Iris-versicolor
+10,5.779300443635808,2.3544684061519447,4.071404649376685,0.9327460398801241,Iris-versicolor
+11,5.042663947271098,3.365211467787722,1.4196990234836433,0.1974769422734008,Iris-setosa
+12,6.015189615527161,3.249050337752076,4.853385092042999,1.809574368814231,Iris-versicolor
+13,4.959111630040071,2.0,3.096482390081782,0.9235008202824204,Iris-versicolor
+14,7.637230706975524,3.0,6.5787006602204245,1.9247040532020607,Iris-virginica
+15,5.4675640182726335,3.8771615138404214,1.3838304294777273,0.41064559436862275,Iris-setosa
+16,4.3,3.0,1.0575440590931697,0.1,Iris-setosa
+17,6.638761832380386,3.2261323765351744,5.73177680676557,2.311226997431718,Iris-virginica
+18,6.249450549633952,3.3782351654654277,5.396120481871378,2.341893407861806,Iris-virginica
+19,4.851734095604364,2.0,2.649194336290358,0.8478264004386841,Iris-versicolor
+20,5.729204960696631,2.9023664501590596,4.575813067007543,1.3866712970149666,Iris-versicolor
+21,4.837701239568652,3.3990761002007237,2.057316622075177,0.21587570014803115,Iris-setosa
+22,6.567140930496687,2.802078574221804,4.627786445288823,1.527411655066607,Iris-versicolor
+23,6.174875670358234,2.8514898776281985,4.831421342247754,1.8501493560997426,Iris-virginica
+24,4.73453361152349,3.3822650609373968,1.5511978822278274,0.20278938671102592,Iris-setosa
+25,4.3000016142281705,3.0,1.1132165160883425,0.10000027557825336,Iris-setosa
+26,7.705316223340671,2.943199223144582,6.682711349112911,2.0622234190950914,Iris-virginica
+27,6.637930441053082,3.0,5.017165856246344,1.6774757875459587,Iris-versicolor
+28,4.98203509829625,3.3582990920519866,1.5664971801409726,0.25347466836084975,Iris-setosa
+29,6.149461100621099,2.817170871916053,4.497236673627043,1.3933561199940687,Iris-versicolor
+30,4.581696895675239,3.432973361695084,1.000000734136509,0.19766995743555332,Iris-setosa
+31,7.9,3.9031916587269175,6.357789745657527,2.1143626537628433,Iris-virginica
+32,4.305676567886582,3.0,1.199110724676133,0.10000009834008097,Iris-setosa
+33,7.9,3.8963195292282005,6.491332059770217,1.9889446361678251,Iris-virginica
+34,7.8999982851037585,3.8504213604161697,6.316078260922284,2.0581478856884385,Iris-virginica
+35,6.222106898660147,3.3507256200714,5.3172021792211055,2.205827230018942,Iris-virginica
+36,5.431760536404733,4.198329557292109,1.4036588563799248,0.20891791234720525,Iris-setosa
+37,6.497628995063542,2.9690989993867074,4.874480583752493,1.9763177944284045,Iris-virginica
+38,4.84203217852677,2.0,2.5999426093525724,0.966112519547964,Iris-versicolor
+39,5.939307758562524,3.2533674564388546,4.696852051254712,1.6128509579783141,Iris-versicolor
+40,6.499387116560421,2.7109200950122503,4.759874742269447,1.2249876990973974,Iris-versicolor
+41,5.941675569418191,3.226590984589459,4.766152934518697,1.6387100271153305,Iris-versicolor
+42,6.139908977213875,2.615585367524218,4.991021617995707,1.701920063359723,Iris-virginica
+43,4.664206338345778,3.0,1.450545604097203,0.25590942538071865,Iris-setosa
+44,5.4777926001105195,2.9505092474486085,4.239016928983205,1.3899442139375577,Iris-versicolor
+45,6.370335621103714,3.3248196531554206,5.976468893839473,2.5,Iris-virginica
+46,6.284852710219705,3.153174532985582,4.915352304251412,1.8070791762590375,Iris-versicolor
+47,6.399930224606931,2.427131504943053,5.095318012380547,1.9383650131181336,Iris-virginica
+48,6.263060186154618,3.3703898654421804,5.353525516642116,2.3030710512925507,Iris-virginica
+49,7.652357447512261,2.946335822361552,6.655259807365743,2.1211303536961785,Iris-virginica
+50,4.9952181618947495,3.7425149680031047,1.4848115701095548,0.19314907260914982,Iris-setosa
+51,7.6572307246015425,3.0496152492624393,6.133840354794952,2.307168293994353,Iris-virginica
+52,6.261041977478332,2.258364141467256,4.403477618491353,1.4109084473281501,Iris-versicolor
+53,6.301271585144065,2.7800848287709123,4.549221813266603,1.2373549205949843,Iris-versicolor
+54,7.700910981424359,2.6267101909172066,6.899998515568874,2.3243487697495295,Iris-virginica
+55,5.0259496462435695,3.383045584380723,2.1753497308542067,0.24826782463846936,Iris-setosa
+56,5.454162802447088,3.6062750705109257,1.3875122854156972,0.23040191465813825,Iris-setosa
+57,4.423722104431944,3.0999110440206326,1.4114521967852138,0.20108052581751057,Iris-setosa
+58,4.811253599099316,3.401175195232799,1.581870476111914,0.19933797499987116,Iris-setosa
+59,7.899970900116633,3.5096698806876496,6.431588681553907,2.0406644678151222,Iris-virginica
+60,5.073193301207342,3.643665319122047,1.572265202554274,0.19106799177374434,Iris-setosa
+61,7.676351512994945,2.5545928812737264,6.9,2.3021474088145237,Iris-virginica
+62,5.827360249054959,2.729660528811242,5.169282610203209,2.304331762033843,Iris-virginica
+63,4.8317172753632205,2.0,2.6625936414747486,0.5430399241261019,Iris-versicolor
+64,5.579156947103566,2.5619756270987546,4.094287238516508,1.2002167078929442,Iris-versicolor
+65,6.289110189495542,3.328789053466827,6.011653326531735,2.5,Iris-virginica
+66,5.3210901516985825,3.37325900145059,1.5357811238897972,0.6079601919427491,Iris-setosa
+67,6.393706071356008,3.2918513072686912,6.038097804914836,2.5,Iris-virginica
+68,4.486878730086617,2.996105649101891,1.448216179594327,0.2061835427765883,Iris-setosa
+69,5.133791303089756,2.6338364749393497,3.699360549287951,1.4446592120904305,Iris-versicolor
+70,5.242772812683752,3.617001572921318,1.4338968932386313,0.20164841538248013,Iris-setosa
+71,5.763493726759019,2.6479179568431164,4.154052918153641,1.0694022359720357,Iris-versicolor
+72,6.99542829591129,3.0659069583043403,6.1862344267979585,2.230201688298265,Iris-virginica
+73,6.337870316057297,3.316620721561445,6.009554750469835,2.499999531683495,Iris-virginica
+74,6.3075205726608665,3.271378859076851,5.920933446863315,2.499996926424576,Iris-virginica
+75,5.0561719528847515,3.869789207652261,1.354817168241429,0.21240040240812752,Iris-setosa
+76,7.9,3.917297593004083,6.309153775855446,2.0136459130039457,Iris-virginica
+77,5.751440632803469,2.6911477800285675,5.1120631971162975,2.0274366410404645,Iris-virginica
+78,4.984021873530509,2.0,3.4646793431523575,0.8956560115881175,Iris-versicolor
+79,6.36362230377356,3.3727528102650832,5.6510067152147085,2.389070216626156,Iris-virginica
+80,7.530548699015862,3.0,6.388521998868032,2.1816894680702847,Iris-virginica
+81,4.3,3.0,1.0920091453803877,0.1,Iris-setosa
+82,6.530244316724659,2.4911547568407495,5.5658215418577255,1.8139088986495995,Iris-virginica
+83,4.927284624153716,3.1123548032546435,1.4949906083869495,0.1,Iris-setosa
+84,5.563173783088624,2.6755453557290885,3.7704678451654714,1.298058897904874,Iris-versicolor
+85,5.160865555427511,3.700943540338198,1.3448763733426763,0.23433308465976274,Iris-setosa
+86,6.462367332877424,3.0,4.362830800176247,1.3190470772033231,Iris-versicolor
+87,5.587377128318822,3.0,4.361482340425613,1.2263061914135385,Iris-versicolor
+88,4.3,3.0,1.0896348327849028,0.1,Iris-setosa
+89,6.325176494949433,3.3746069549124926,5.880017059066252,2.5,Iris-virginica
+90,5.276271697940323,3.677545110009768,1.5152631476426732,0.24490132023243377,Iris-setosa
+91,5.73813133776413,3.0,4.462826825719215,1.5289126891751128,Iris-versicolor
+92,4.579989295003965,3.5898509754313297,1.0000003968673852,0.20171371264750895,Iris-setosa
+93,5.961348391182638,2.6426974217271955,5.1560014711143065,1.7378215874696974,Iris-virginica
+94,6.525767854384698,2.7573363324041105,4.678909554457569,1.540382708447531,Iris-versicolor
+95,7.293200952624159,3.1124359937505153,5.46364284020516,2.2656378938753257,Iris-virginica
+96,4.3,3.0,1.0648876161200587,0.1,Iris-setosa
+97,4.3,3.0698755458718967,1.047001989222078,0.1,Iris-setosa
+98,5.730635821449636,2.308937000436345,4.189501814461681,1.2806241968276946,Iris-versicolor
+99,6.306487503416308,3.29611896137279,4.615178936282545,1.5914818669915867,Iris-versicolor
+100,4.950800318462708,3.054369581399457,1.5002591212595209,0.34520897886251833,Iris-setosa
+101,6.163256762488356,3.0691888534902723,4.812084465807803,1.8273671622815988,Iris-versicolor
+102,6.42396112605962,2.8097169780459508,4.613992294656846,1.2556208276868746,Iris-versicolor
+103,6.5115213091757385,3.3288477305787674,5.390365442665183,2.258789607655178,Iris-virginica
+104,6.549401500700345,2.995736092773539,4.869482269540457,1.59186586662525,Iris-versicolor
+105,6.7523056341853245,2.8763920093408855,4.884933503319097,1.5076811666777057,Iris-versicolor
+106,7.702716461355138,2.9848707212202608,6.553351246534744,2.246344560294073,Iris-virginica
+107,4.891484094429928,2.0,2.8379271233947048,0.8019646490740987,Iris-versicolor
+108,6.6957052242458905,2.973494741701987,4.987706302631225,1.6311454920656352,Iris-versicolor
+109,4.479360160122988,2.9413961656130843,1.334604208678936,0.22111952890142905,Iris-setosa
+110,6.227364928653295,2.380285935577139,5.058300001114429,1.8784454598860432,Iris-virginica
+111,5.156596577557438,3.2864301892955474,1.9295434785532102,0.266071543596505,Iris-setosa
+112,7.02283583584674,3.1831834595041957,6.02967853901305,2.235051780852781,Iris-virginica
+113,5.812724616729922,2.3954072576746697,4.212427274220829,1.2348167319397632,Iris-versicolor
+114,6.8507407240658456,2.970119572496181,4.756430583704342,1.4800550882583419,Iris-versicolor
+115,6.469808437280162,2.7833316988172294,4.553516279774347,1.5228029334709765,Iris-versicolor
+116,6.616832426027871,3.033042395926926,4.493466018404316,1.4517620154402717,Iris-versicolor
+117,4.3,3.0,1.0949663599393746,0.1,Iris-setosa
+118,6.093640105182738,2.3587391627937535,4.9702035191979546,1.5995086917003778,Iris-virginica
+119,4.914512519357668,3.6799525678997336,1.8013023007626188,0.20301069679423728,Iris-setosa
diff --git a/iris/tab_ddpm/0_0/9/test.csv b/iris/tab_ddpm/0_0/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/9/train.csv b/iris/tab_ddpm/0_0/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/9/val.csv b/iris/tab_ddpm/0_0/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0_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/0_0/params.json b/iris/tab_ddpm/0_0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..026a7cc7ab77b4a802e3004f1459a1b24d019cfa
--- /dev/null
+++ b/iris/tab_ddpm/0_0/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bde1f8a574e191399d6a2166bfd7f77e3f967bf207a4a26d03c52505306a502c
+size 330
diff --git a/iris/tab_ddpm/0_0/tab_ddpm_eval.ipynb b/iris/tab_ddpm/0_0/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..802ea6fa64e72c64681fd63b6ac5ba2832a87343
--- /dev/null
+++ b/iris/tab_ddpm/0_0/tab_ddpm_eval.ipynb
@@ -0,0 +1,1743 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "532a1c25",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:25.269600Z",
+     "iopub.status.busy": "2024-07-21T23:36:25.268801Z",
+     "iopub.status.idle": "2024-07-21T23:36:35.932702Z",
+     "shell.execute_reply": "2024-07-21T23:36:35.931557Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.675911,
+     "end_time": "2024-07-21T23:36:35.935139",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:25.259228",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 47%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 91%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "2f99bb4a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:35.957149Z",
+     "iopub.status.busy": "2024-07-21T23:36:35.956807Z",
+     "iopub.status.idle": "2024-07-21T23:36:35.964577Z",
+     "shell.execute_reply": "2024-07-21T23:36:35.963743Z"
+    },
+    "papermill": {
+     "duration": 0.02101,
+     "end_time": "2024-07-21T23:36:35.966550",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:35.945540",
+     "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": "e1a0a807",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009465,
+     "end_time": "2024-07-21T23:36:35.985586",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:35.976121",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "90e82f9a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:36.006249Z",
+     "iopub.status.busy": "2024-07-21T23:36:36.005963Z",
+     "iopub.status.idle": "2024-07-21T23:36:36.012986Z",
+     "shell.execute_reply": "2024-07-21T23:36:36.012202Z"
+    },
+    "papermill": {
+     "duration": 0.01967,
+     "end_time": "2024-07-21T23:36:36.014829",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:35.995159",
+     "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": "e80556ec",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:36.035102Z",
+     "iopub.status.busy": "2024-07-21T23:36:36.034824Z",
+     "iopub.status.idle": "2024-07-21T23:36:36.040030Z",
+     "shell.execute_reply": "2024-07-21T23:36:36.039214Z"
+    },
+    "papermill": {
+     "duration": 0.017708,
+     "end_time": "2024-07-21T23:36:36.041957",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:36.024249",
+     "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/0_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 = 0.1\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "fd8fc25e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:36.063577Z",
+     "iopub.status.busy": "2024-07-21T23:36:36.063226Z",
+     "iopub.status.idle": "2024-07-21T23:36:36.069948Z",
+     "shell.execute_reply": "2024-07-21T23:36:36.069094Z"
+    },
+    "papermill": {
+     "duration": 0.019744,
+     "end_time": "2024-07-21T23:36:36.071901",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:36.052157",
+     "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": "cfdd6563",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:36.092627Z",
+     "iopub.status.busy": "2024-07-21T23:36:36.092350Z",
+     "iopub.status.idle": "2024-07-21T23:36:37.378471Z",
+     "shell.execute_reply": "2024-07-21T23:36:37.377495Z"
+    },
+    "papermill": {
+     "duration": 1.299204,
+     "end_time": "2024-07-21T23:36:37.380996",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:36.081792",
+     "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": "be03e0ca",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:37.403271Z",
+     "iopub.status.busy": "2024-07-21T23:36:37.402938Z",
+     "iopub.status.idle": "2024-07-21T23:36:38.395407Z",
+     "shell.execute_reply": "2024-07-21T23:36:38.394358Z"
+    },
+    "papermill": {
+     "duration": 1.006023,
+     "end_time": "2024-07-21T23:36:38.397479",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:37.391456",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "cf5e8b54",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:38.420083Z",
+     "iopub.status.busy": "2024-07-21T23:36:38.419707Z",
+     "iopub.status.idle": "2024-07-21T23:36:38.429236Z",
+     "shell.execute_reply": "2024-07-21T23:36:38.428450Z"
+    },
+    "papermill": {
+     "duration": 0.023176,
+     "end_time": "2024-07-21T23:36:38.431211",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:38.408035",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/0_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": "f992e782",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:38.455042Z",
+     "iopub.status.busy": "2024-07-21T23:36:38.454756Z",
+     "iopub.status.idle": "2024-07-21T23:36:38.812921Z",
+     "shell.execute_reply": "2024-07-21T23:36:38.811914Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.372956,
+     "end_time": "2024-07-21T23:36:38.815604",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:38.442648",
+     "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": "b2127c42",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:38.839018Z",
+     "iopub.status.busy": "2024-07-21T23:36:38.838708Z",
+     "iopub.status.idle": "2024-07-21T23:36:40.440798Z",
+     "shell.execute_reply": "2024-07-21T23:36:40.440007Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.616412,
+     "end_time": "2024-07-21T23:36:40.443162",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:38.826750",
+     "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": "79f37468",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:40.467892Z",
+     "iopub.status.busy": "2024-07-21T23:36:40.467475Z",
+     "iopub.status.idle": "2024-07-21T23:36:40.475843Z",
+     "shell.execute_reply": "2024-07-21T23:36:40.475145Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023062,
+     "end_time": "2024-07-21T23:36:40.477841",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:40.454779",
+     "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": "113356be",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:40.500082Z",
+     "iopub.status.busy": "2024-07-21T23:36:40.499423Z",
+     "iopub.status.idle": "2024-07-21T23:36:40.503956Z",
+     "shell.execute_reply": "2024-07-21T23:36:40.503078Z"
+    },
+    "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": 0.017791,
+     "end_time": "2024-07-21T23:36:40.505978",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:40.488187",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "7cd3fae3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:40.528566Z",
+     "iopub.status.busy": "2024-07-21T23:36:40.528319Z",
+     "iopub.status.idle": "2024-07-21T23:36:40.640868Z",
+     "shell.execute_reply": "2024-07-21T23:36:40.640103Z"
+    },
+    "papermill": {
+     "duration": 0.126569,
+     "end_time": "2024-07-21T23:36:40.643354",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:40.516785",
+     "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": "fdecafbc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:40.668404Z",
+     "iopub.status.busy": "2024-07-21T23:36:40.668095Z",
+     "iopub.status.idle": "2024-07-21T23:36:44.975493Z",
+     "shell.execute_reply": "2024-07-21T23:36:44.974699Z"
+    },
+    "papermill": {
+     "duration": 4.322325,
+     "end_time": "2024-07-21T23:36:44.977823",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:40.655498",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 23:36:42.437871: 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 23:36:42.437926: 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 23:36:42.439448: 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": "ab823551",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:45.001975Z",
+     "iopub.status.busy": "2024-07-21T23:36:45.001367Z",
+     "iopub.status.idle": "2024-07-21T23:36:45.007144Z",
+     "shell.execute_reply": "2024-07-21T23:36:45.006250Z"
+    },
+    "papermill": {
+     "duration": 0.020025,
+     "end_time": "2024-07-21T23:36:45.009106",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:44.989081",
+     "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": "1e53e3d6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:45.034244Z",
+     "iopub.status.busy": "2024-07-21T23:36:45.033578Z",
+     "iopub.status.idle": "2024-07-21T23:36:47.742681Z",
+     "shell.execute_reply": "2024-07-21T23:36:47.741677Z"
+    },
+    "papermill": {
+     "duration": 2.724417,
+     "end_time": "2024-07-21T23:36:47.745134",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:45.020717",
+     "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": "4e6232b8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:47.771717Z",
+     "iopub.status.busy": "2024-07-21T23:36:47.770860Z",
+     "iopub.status.idle": "2024-07-21T23:36:47.778091Z",
+     "shell.execute_reply": "2024-07-21T23:36:47.777208Z"
+    },
+    "papermill": {
+     "duration": 0.022623,
+     "end_time": "2024-07-21T23:36:47.780035",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:47.757412",
+     "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": "c728adcc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:47.805472Z",
+     "iopub.status.busy": "2024-07-21T23:36:47.804937Z",
+     "iopub.status.idle": "2024-07-21T23:36:48.299073Z",
+     "shell.execute_reply": "2024-07-21T23:36:48.298047Z"
+    },
+    "papermill": {
+     "duration": 0.508918,
+     "end_time": "2024-07-21T23:36:48.301466",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:47.792548",
+     "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": "71271542",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:48.327790Z",
+     "iopub.status.busy": "2024-07-21T23:36:48.327451Z",
+     "iopub.status.idle": "2024-07-21T23:36:48.333609Z",
+     "shell.execute_reply": "2024-07-21T23:36:48.332678Z"
+    },
+    "papermill": {
+     "duration": 0.021385,
+     "end_time": "2024-07-21T23:36:48.335459",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:48.314074",
+     "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": "4c04996f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:48.359209Z",
+     "iopub.status.busy": "2024-07-21T23:36:48.358926Z",
+     "iopub.status.idle": "2024-07-21T23:36:48.405596Z",
+     "shell.execute_reply": "2024-07-21T23:36:48.404707Z"
+    },
+    "papermill": {
+     "duration": 0.060951,
+     "end_time": "2024-07-21T23:36:48.407656",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:48.346705",
+     "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": "71f42ca3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:48.433899Z",
+     "iopub.status.busy": "2024-07-21T23:36:48.433059Z",
+     "iopub.status.idle": "2024-07-21T23:36:48.440055Z",
+     "shell.execute_reply": "2024-07-21T23:36:48.439133Z"
+    },
+    "papermill": {
+     "duration": 0.022506,
+     "end_time": "2024-07-21T23:36:48.442266",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:48.419760",
+     "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": "90e5d1e4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:48.467339Z",
+     "iopub.status.busy": "2024-07-21T23:36:48.466632Z",
+     "iopub.status.idle": "2024-07-21T23:36:48.470719Z",
+     "shell.execute_reply": "2024-07-21T23:36:48.469848Z"
+    },
+    "papermill": {
+     "duration": 0.018704,
+     "end_time": "2024-07-21T23:36:48.472607",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:48.453903",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "f42fa9be",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:48.496768Z",
+     "iopub.status.busy": "2024-07-21T23:36:48.496493Z",
+     "iopub.status.idle": "2024-07-21T23:36:48.502218Z",
+     "shell.execute_reply": "2024-07-21T23:36:48.501477Z"
+    },
+    "papermill": {
+     "duration": 0.020199,
+     "end_time": "2024-07-21T23:36:48.504202",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:48.484003",
+     "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": "b258bcbf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:48.528678Z",
+     "iopub.status.busy": "2024-07-21T23:36:48.528409Z",
+     "iopub.status.idle": "2024-07-21T23:36:48.534462Z",
+     "shell.execute_reply": "2024-07-21T23:36:48.533794Z"
+    },
+    "papermill": {
+     "duration": 0.020471,
+     "end_time": "2024-07-21T23:36:48.536372",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:48.515901",
+     "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": "ac60f700",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:48.562443Z",
+     "iopub.status.busy": "2024-07-21T23:36:48.562175Z",
+     "iopub.status.idle": "2024-07-21T23:36:48.570349Z",
+     "shell.execute_reply": "2024-07-21T23:36:48.569505Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023578,
+     "end_time": "2024-07-21T23:36:48.572286",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:48.548708",
+     "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": "357af5d8",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:36:48.596956Z",
+     "iopub.status.busy": "2024-07-21T23:36:48.596653Z",
+     "iopub.status.idle": "2024-07-21T23:37:27.521548Z",
+     "shell.execute_reply": "2024-07-21T23:37:27.520754Z"
+    },
+    "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": 38.940155,
+     "end_time": "2024-07-21T23:37:27.524047",
+     "exception": false,
+     "start_time": "2024-07-21T23:36:48.583892",
+     "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 1000/8483 MLoss: 0.0 GLoss: 0.349 Sum: 0.349\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/8483 MLoss: 0.0 GLoss: 0.3001 Sum: 0.3001\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/8483 MLoss: 0.0 GLoss: 0.285 Sum: 0.285\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/8483 MLoss: 0.0 GLoss: 0.2744 Sum: 0.2744\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/8483 MLoss: 0.0 GLoss: 0.2664 Sum: 0.2664\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/8483 MLoss: 0.0 GLoss: 0.2566 Sum: 0.2566\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/8483 MLoss: 0.0 GLoss: 0.2468 Sum: 0.2468\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/8483 MLoss: 0.0 GLoss: 0.2412 Sum: 0.2412\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": "7f7d828d",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013485,
+     "end_time": "2024-07-21T23:37:27.551449",
+     "exception": false,
+     "start_time": "2024-07-21T23:37:27.537964",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "daf0a925",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:37:27.580335Z",
+     "iopub.status.busy": "2024-07-21T23:37:27.579994Z",
+     "iopub.status.idle": "2024-07-21T23:37:27.587879Z",
+     "shell.execute_reply": "2024-07-21T23:37:27.586959Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.023692,
+     "end_time": "2024-07-21T23:37:27.589904",
+     "exception": false,
+     "start_time": "2024-07-21T23:37:27.566212",
+     "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": "56476c66",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:37:27.616382Z",
+     "iopub.status.busy": "2024-07-21T23:37:27.615883Z",
+     "iopub.status.idle": "2024-07-21T23:37:44.114364Z",
+     "shell.execute_reply": "2024-07-21T23:37:44.113561Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.514574,
+     "end_time": "2024-07-21T23:37:44.116822",
+     "exception": false,
+     "start_time": "2024-07-21T23:37:27.602248",
+     "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": "5e4d8a99",
+   "metadata": {
+    "papermill": {
+     "duration": 0.014519,
+     "end_time": "2024-07-21T23:37:44.146142",
+     "exception": false,
+     "start_time": "2024-07-21T23:37:44.131623",
+     "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": 82.064724,
+   "end_time": "2024-07-21T23:37:45.883494",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/0_0/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/0_0/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 0,
+    "epoch_scale": 0.1,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/0_0",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-21T23:36:23.818770",
+   "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