diff --git a/iris/tab_ddpm/4_2/0/synth.csv b/iris/tab_ddpm/4_2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5861e23f30573d2ffe9df2dc901ef2b2e40c93ef
--- /dev/null
+++ b/iris/tab_ddpm/4_2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.698024661172555,2.6340765386764833,6.899998215447865,2.2803790531110972,Iris-virginica
+1,6.144701034309831,2.6744097682470276,5.580301393683535,1.544117645671852,Iris-virginica
+2,6.30585676361147,2.5059844698645772,4.84782956315486,1.4873558854023383,Iris-versicolor
+3,6.543954493653103,3.0,5.784106883797707,2.2086930259395605,Iris-virginica
+4,5.603624955383894,2.721456170147591,4.446612941456275,1.2677107549827147,Iris-versicolor
+5,5.766533047548691,2.6772363295958153,5.0641667140805735,1.8959196667764349,Iris-virginica
+6,5.125403110345467,3.7587937314781437,1.4950217733402686,0.19986966841320358,Iris-setosa
+7,5.599570380968577,2.5311611882824527,3.984702129707015,1.1250506190077985,Iris-versicolor
+8,6.930265717812638,2.819657201703843,4.82740604941307,1.4239140291859518,Iris-versicolor
+9,4.837945521844539,3.003214527630674,1.4602246807688106,0.1,Iris-setosa
+10,5.353162714312105,3.0,4.473204011012209,1.5036184975507494,Iris-versicolor
+11,5.4290779239695235,3.6845808607744903,1.537869720480807,0.20402584326207732,Iris-setosa
+12,5.597651406380199,2.6009161244054804,4.412250052127074,1.2054670627446384,Iris-versicolor
+13,5.140220878706362,2.500897587427506,3.1842017075019364,1.1059386271666807,Iris-versicolor
+14,5.532920779821799,2.407496181338677,3.71403317093285,1.080208707755252,Iris-versicolor
+15,6.387769783637412,2.899988020580901,4.342668206555818,1.3139362082392223,Iris-versicolor
+16,5.515119066314031,2.6195864065242414,4.3030879577549355,1.2299502625061538,Iris-versicolor
+17,5.520705735644712,4.2,1.411797676491487,0.20042173999176305,Iris-setosa
+18,6.017983295549927,2.738588427883383,5.249221495059104,1.8093598775553121,Iris-virginica
+19,6.832806108670446,3.0,5.481470358281355,2.151460629098667,Iris-virginica
+20,5.093757010945158,3.488471516168283,1.3966824378492406,0.3056657852170988,Iris-setosa
+21,5.839846954320088,2.707714071813619,5.099308993501876,1.8933832629527674,Iris-virginica
+22,4.972420752631341,3.434828342494198,1.492095259050199,0.38376129521986785,Iris-setosa
+23,5.452537718394842,2.4434323367688187,3.761798258842121,1.1099293163912831,Iris-versicolor
+24,4.998543370698791,3.253484102510403,1.4057689274690468,0.1958830227613868,Iris-setosa
+25,5.428358978959128,3.0,4.533281083517867,1.5033344096279568,Iris-versicolor
+26,5.839381936788069,3.144556763106359,4.726325988095899,1.764009512985947,Iris-versicolor
+27,6.941275016673765,3.094591785065058,5.107038982267273,2.2972559462961573,Iris-virginica
+28,6.271129264712475,3.3991890591695446,5.541559999269292,2.4068871847503077,Iris-virginica
+29,5.181623674339785,3.3331696900638814,1.6724096977762544,0.46490723259634203,Iris-setosa
+30,6.702329236471757,2.532745791554838,5.842978423714939,1.806312352922308,Iris-virginica
+31,5.5582862884915265,2.59783445458698,4.321733270828895,1.2139523765441835,Iris-versicolor
+32,4.782322607876294,3.0,1.3873232704781873,0.39797359625216744,Iris-setosa
+33,5.1179790200055475,3.313031944760058,1.8023694308001559,0.3663678999176482,Iris-setosa
+34,6.242764618165631,2.2,4.56768556704315,1.4673617214817332,Iris-versicolor
+35,7.899998173344412,3.7814553398436237,6.375779151134081,1.9843785569310597,Iris-virginica
+36,6.827646277101286,2.7953678175812366,4.785430040100613,1.394533641878648,Iris-versicolor
+37,6.259633944530562,2.2,4.611622581857025,1.5196925248836517,Iris-versicolor
+38,6.519366079401075,3.1113341721122465,5.175773205692616,1.9180346209924897,Iris-virginica
+39,5.524003258253179,3.0,4.3462359612626456,1.4663547834896853,Iris-versicolor
+40,4.618275265279531,3.4081537956832686,1.3988283003279411,0.30037701282347173,Iris-setosa
+41,5.34167503616943,3.390350669754706,1.4981371251152704,0.286498867264628,Iris-setosa
+42,6.8888995073179835,3.0839135365051282,5.09961690778132,2.2896543679212455,Iris-virginica
+43,6.310660196884535,3.308668188350733,4.6691546902966445,1.5760543233855095,Iris-versicolor
+44,6.303189078042153,3.2822054245279615,4.709278088370085,1.588369242988842,Iris-versicolor
+45,5.6244913572651045,2.7312972647682594,4.447789591295986,1.2834328500410743,Iris-versicolor
+46,6.2976599928633865,2.6947310828435893,4.927464543733132,1.7971915818126751,Iris-virginica
+47,4.492046659380867,2.301277956926639,1.2948050259881743,0.2994530954539478,Iris-setosa
+48,5.990009769986707,3.0,4.917173264020747,1.8007979261000095,Iris-virginica
+49,6.7149550541354825,3.3011861607877644,5.691430100220699,2.0834923170861877,Iris-virginica
+50,7.899998041608834,3.706799529718763,6.421790824882774,1.9803420474936961,Iris-virginica
+51,4.99600963678041,3.3927274245262837,1.6426100016312313,0.43002647582518955,Iris-setosa
+52,5.01460447549083,3.3974460071699637,1.54109163093876,0.3394035723826238,Iris-setosa
+53,6.299698386815391,3.3896432811493273,5.5758681133483,2.3904873799581456,Iris-virginica
+54,7.03342146451965,3.0816652076112687,5.9010437945112715,2.2010381318522687,Iris-virginica
+55,5.324955563109348,2.9005687120179555,4.356057268122795,1.4118956620529064,Iris-versicolor
+56,6.184223292643101,2.2,4.514091737515464,1.4908063690054247,Iris-versicolor
+57,6.916243414720162,3.204092851181397,5.820046954405989,2.2922005260286102,Iris-virginica
+58,5.10731747632739,3.532494674431852,1.4027830666093428,0.3307003345292541,Iris-setosa
+59,5.691276049166928,2.790471292607896,4.512625845114538,1.3177388027557642,Iris-versicolor
+60,4.916912040167107,2.3937437057137467,3.1653556436308414,1.0695621951301044,Iris-versicolor
+61,5.186918331221644,3.4608539418679674,1.601059548359793,0.1990753240133275,Iris-setosa
+62,5.12498140072144,3.3220281321592435,1.6597839452733323,0.39708597112040017,Iris-setosa
+63,6.3060355376592225,3.403889917348762,5.590529150672865,2.4020326035714303,Iris-virginica
+64,5.6389678533433285,2.686465112909639,4.1765223423131514,1.3013313922166874,Iris-versicolor
+65,4.594514884024048,3.201848473121577,1.3910816554624872,0.19977060711883843,Iris-setosa
+66,5.501485459455327,2.411099714823232,3.872892403374535,1.1028289768870299,Iris-versicolor
+67,6.587030212894216,3.0,5.800263883472071,2.2367511314150845,Iris-virginica
+68,4.802324323918602,3.0,1.401305238027735,0.31852394077205826,Iris-setosa
+69,5.859304995888796,2.5595386588493074,5.046178868786808,1.9497224330212446,Iris-virginica
+70,6.697318941126832,3.2904141999659218,5.736782054211767,2.105331181474618,Iris-virginica
+71,6.685303963748721,3.30431057944394,5.680606830746056,2.111452641711482,Iris-virginica
+72,5.850522318916744,3.2070727655091003,4.833757184815847,1.809403133224583,Iris-versicolor
+73,6.493725088680947,3.0,5.504613858622865,1.7920372895304826,Iris-virginica
+74,4.987329951844597,3.1846671376633746,1.2000002584340166,0.20046964817555327,Iris-setosa
+75,5.003697338963923,3.384941220182629,1.4548929647610094,0.3483968193646092,Iris-setosa
+76,5.270776008095844,3.6905490625617814,1.4963553373404466,0.19734045298115666,Iris-setosa
+77,4.489912079064606,2.2930663265062265,1.2954435887763982,0.29590678135714027,Iris-setosa
+78,5.509235186906772,2.419477410860477,3.84591112320551,1.0537186422162297,Iris-versicolor
+79,4.896082005641015,3.1094163206573184,1.4970274005034432,0.10000010266101693,Iris-setosa
+80,4.792706285807096,3.0,1.405959688149693,0.30896757342288067,Iris-setosa
+81,5.965907859638298,3.251987080819873,4.796270729201394,1.7918392762062672,Iris-versicolor
+82,6.203599417773006,2.2,4.5486492181063145,1.5053034608573417,Iris-versicolor
+83,5.083311795703611,3.3883953485509157,1.4960861869272966,0.20862337483995066,Iris-setosa
+84,5.924029616748821,3.174237424605167,4.773756293543861,1.7854091670515486,Iris-versicolor
+85,5.615405907710401,3.0,4.198929483950468,1.3042619626905123,Iris-versicolor
+86,5.064193622228848,2.4743502958631516,3.0081262690004404,1.098523393882499,Iris-versicolor
+87,6.279753305902765,2.52344010475909,4.970236932627043,1.5362061856672438,Iris-versicolor
+88,6.706405080974053,3.0,5.008399956784991,1.7010109087796244,Iris-versicolor
+89,5.385249648738444,3.71859794243906,1.5759190209581917,0.20195927491155852,Iris-setosa
+90,6.286159022503784,3.2967050396110147,4.668945359051758,1.582656553411807,Iris-versicolor
+91,5.915778568584578,3.0,5.066652006056438,1.8044812590271662,Iris-virginica
+92,6.825042826535463,3.0007629018487454,5.499948470637534,2.1747225740992517,Iris-virginica
+93,5.213412092422529,3.3919467589481727,1.588349128100203,0.2094385438181016,Iris-setosa
+94,6.6881859626262585,3.0,5.661278775504768,2.0739526863388886,Iris-virginica
+95,4.400000713210892,2.9156360904159913,1.392279568846197,0.19830224450128192,Iris-setosa
+96,4.89919061407462,3.096634569341888,1.5770273589699473,0.10000009723155799,Iris-setosa
+97,4.853844695543489,3.020829986677466,1.4475360569978817,0.1,Iris-setosa
+98,6.563268192799399,3.0251189523076234,5.357930280331872,1.8750391524211238,Iris-virginica
+99,5.995007515355318,2.888910556393007,4.510804892932243,1.4634205593371736,Iris-versicolor
+100,5.096566670529418,3.7378346299955196,1.4986242813285346,0.4359006770149454,Iris-setosa
+101,5.80057444761049,2.621266687336246,5.076814747966909,1.9077622760625257,Iris-virginica
+102,6.527943886864587,3.1952499323121915,5.106264223157507,2.0237951573569344,Iris-virginica
+103,4.929589687803563,2.4316411846342945,3.2844562426494983,1.0851650060162412,Iris-versicolor
+104,6.061010847399435,3.0,4.5779386428183555,1.3969764010605144,Iris-versicolor
+105,5.997552843458454,2.2,5.00409392881959,1.49892753987905,Iris-virginica
+106,5.920882924915018,3.213593998243798,4.7885795753875495,1.7877439076423824,Iris-versicolor
+107,6.993071438653586,3.098194192192791,5.731606810822002,2.2298123566547354,Iris-virginica
+108,6.443979986596353,3.0,5.535100564981788,1.7974064141985824,Iris-virginica
+109,4.400000937991948,2.899031538641358,1.4040802954684617,0.20013700704651075,Iris-setosa
+110,6.373885849432535,2.697580944213015,5.291434516647483,1.8870147603199063,Iris-virginica
+111,6.071929758012121,2.8009451293353598,4.718641232664461,1.1951481143301477,Iris-versicolor
+112,6.274632494576578,3.3047965040612994,4.745360045736034,1.6363965029310659,Iris-versicolor
+113,4.906580594064326,3.1082317097464593,1.6408339246877035,0.1,Iris-setosa
+114,6.809888663995206,3.1897402217266513,5.865186454331571,2.295346745655444,Iris-virginica
+115,5.365258576701461,3.3837585995107515,1.7280766789815516,0.19763445657938156,Iris-setosa
+116,5.237702640802974,2.739794021636914,4.048281935571614,1.4301106639090058,Iris-versicolor
+117,6.289620852710184,2.5282406232572665,4.9309933786784885,1.5404059897217872,Iris-versicolor
+118,6.408053221551935,3.0,5.76996113594006,2.1121240556571097,Iris-virginica
+119,5.088678632439802,3.540311227363709,1.378182249054062,0.33707436736488194,Iris-setosa
diff --git a/iris/tab_ddpm/4_2/0/test.csv b/iris/tab_ddpm/4_2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/0/train.csv b/iris/tab_ddpm/4_2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/0/val.csv b/iris/tab_ddpm/4_2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/1/synth.csv b/iris/tab_ddpm/4_2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..43d199fc2257603d54d160204e135df64eca3101
--- /dev/null
+++ b/iris/tab_ddpm/4_2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.976825884283008,3.251298904418971,1.402060772220991,0.20089690894402085,Iris-setosa
+1,4.824845442746101,3.0,1.4054497956915066,0.31059264593719743,Iris-setosa
+2,5.6306859165047785,3.7970642908523335,1.7867711050054655,0.38574194505567116,Iris-setosa
+3,5.501224832876186,4.199998921095196,1.4016262691517287,0.19992711028217075,Iris-setosa
+4,5.643850534203411,2.7363444916974666,4.354903684462875,1.3019939037967436,Iris-versicolor
+5,5.025131975941184,3.264468956270734,1.449075433863409,0.2993583216865264,Iris-setosa
+6,5.513114186782089,2.62488217156914,4.26733094926612,1.3145092468273305,Iris-versicolor
+7,5.912001958190267,2.8402394478431736,5.190840818487426,1.8271923417624156,Iris-virginica
+8,6.333705515942945,3.3045783483434747,4.69705398314597,1.6010034677600145,Iris-versicolor
+9,4.8269508385856685,2.3971343225725943,3.280960449914397,0.9063366122940779,Iris-versicolor
+10,6.645134933960299,3.0,4.982731355359508,1.6501015784735298,Iris-versicolor
+11,5.51240316691862,2.965325454942076,3.8827571070989775,1.31939348154379,Iris-versicolor
+12,6.5001214620863,3.0,5.540476879481431,1.8054219496656996,Iris-virginica
+13,6.674389277826025,3.0,4.994535973285272,1.7256021945441569,Iris-versicolor
+14,4.994691160221727,3.209497086226331,1.2000001917943206,0.19805522302288003,Iris-setosa
+15,4.400000523947655,2.885101862460362,1.3967626560689814,0.18699550420694205,Iris-setosa
+16,6.208488905220461,2.20000030464375,4.445196765011257,1.5032509273955814,Iris-versicolor
+17,5.042727127988516,3.2834568953258154,1.413135841570994,0.20250826319616735,Iris-setosa
+18,6.137049645543065,2.8880426471705682,4.703559942356874,1.3356711490416726,Iris-versicolor
+19,5.977333829121353,3.0,4.882884878473731,1.8048112189621597,Iris-virginica
+20,6.828566845699892,3.2069395192471997,5.829304188471738,2.2890404396260338,Iris-virginica
+21,6.7351287818745575,3.2889831068634,5.692257325875708,2.5,Iris-virginica
+22,7.706290435604644,2.5933841686006187,6.899998545033137,2.310164672364869,Iris-virginica
+23,6.542671473007216,3.0,5.551101442322132,1.8001670165091226,Iris-virginica
+24,6.860067173605661,3.1348621786942896,5.789903814283782,2.257783466696238,Iris-virginica
+25,5.03243865651184,3.252436126507803,1.4607418227930262,0.2471364249211978,Iris-setosa
+26,5.199854616846857,3.5656008703807722,1.5411557834552898,0.20769516762846277,Iris-setosa
+27,6.94684754585085,3.1947641478457727,5.8084387870180025,2.2960203149170426,Iris-virginica
+28,7.899998836256675,3.830111420547054,6.439462853316739,1.999214832576834,Iris-virginica
+29,5.7867533133223406,3.0,4.2667226471650155,1.53826228948893,Iris-versicolor
+30,6.114558004464907,2.8097535381266994,4.672893365141096,1.1876087078546163,Iris-versicolor
+31,5.61602024047466,2.727928066781048,4.268347129954867,1.2911521348366188,Iris-versicolor
+32,6.733651274954901,2.512313867978002,5.78117947132437,1.7989749621104012,Iris-virginica
+33,7.142481695202597,3.0,6.02531156719788,2.0356578577120716,Iris-virginica
+34,6.719205071464634,3.3034022909872256,5.78333846713781,2.1199903135799745,Iris-virginica
+35,5.486398316039182,3.8556790365177234,1.7102499500847865,0.3509181834181607,Iris-setosa
+36,6.014643152895655,3.0,4.717034625070007,1.793527246696048,Iris-virginica
+37,5.427002979772214,3.8517188309636077,1.4928298232737136,0.45161235367997354,Iris-setosa
+38,6.016849469373929,3.0,4.498305599802395,1.4236350738220933,Iris-versicolor
+39,4.980861027356824,3.205282066440254,1.2,0.19243485512398872,Iris-setosa
+40,4.65006951395627,3.4012395303803826,1.386969734017867,0.2894314489751697,Iris-setosa
+41,4.875440690185538,3.0542911749654396,1.4873038146321078,0.10000013121906533,Iris-setosa
+42,5.8540825933174645,2.7959522449990057,4.593270782025044,1.3917197826687755,Iris-versicolor
+43,6.7835727858698744,2.781520772534335,4.802036397103934,1.403919617710233,Iris-versicolor
+44,5.66636796186625,2.8388994934730296,4.010972373930898,1.2933931916726575,Iris-versicolor
+45,5.6480367710593296,3.795428360557024,1.8186086715401197,0.30945151730595466,Iris-setosa
+46,6.3220480466455955,3.395933562451196,5.599615398814549,2.4020120928858177,Iris-virginica
+47,6.306193548346059,2.297247852095217,4.384353729678555,1.2982058690503118,Iris-versicolor
+48,5.984552088534049,3.0418955505457026,4.410359422898402,1.4606980105095042,Iris-versicolor
+49,5.18119956911077,3.4051878908293602,1.4956984309117127,0.1972356841559116,Iris-setosa
+50,6.288153270620889,3.396400286096371,5.626103681726681,2.400345977099872,Iris-virginica
+51,4.903381962218511,3.0,1.4005909830057448,0.19824484676205933,Iris-setosa
+52,5.632614272076481,2.7140356268879593,4.249202191728823,1.3107163491303135,Iris-versicolor
+53,6.1240114568126724,2.612182739782464,5.6024659868896025,1.4404095414760014,Iris-virginica
+54,5.98063928052497,3.0,4.890871236294539,1.8133121962456742,Iris-virginica
+55,5.132433116985764,3.7260139563639254,1.5193695146945536,0.39135785870931294,Iris-setosa
+56,6.576461190738623,3.1208527701456052,5.478341810215699,1.96362025865138,Iris-virginica
+57,5.703308578827055,3.0,4.252221263513818,1.3414664061153343,Iris-versicolor
+58,6.361377838621417,2.9996673558227567,5.551084278680012,1.813392068810369,Iris-virginica
+59,4.569888298959839,2.5338532887396097,1.328372192652664,0.31903454053040053,Iris-setosa
+60,5.976770929481483,2.950782351632816,4.579218722736787,1.352777251875131,Iris-versicolor
+61,6.905118473547418,3.0856434382715148,5.0960467283829365,2.304892557989155,Iris-virginica
+62,5.141950115177061,3.629845480661676,1.5990200902149843,0.20071419610581642,Iris-setosa
+63,4.864838557414206,3.382071961858824,1.4810136147651476,0.39100359646995486,Iris-setosa
+64,4.609795683603249,3.20007781811624,1.4039500314425577,0.19467801138013524,Iris-setosa
+65,5.405210234334776,3.0,4.529248216942592,1.4938419571750328,Iris-versicolor
+66,5.009986349007601,2.443393064936963,3.2970328302852785,1.0725244080320344,Iris-versicolor
+67,4.844624065362326,2.37739307816721,3.2719177392301355,0.9820308941412257,Iris-versicolor
+68,5.195134012027786,2.4938761973629457,3.1819906803622784,1.0853490040688583,Iris-versicolor
+69,4.884045226349878,3.0,1.4015818443885546,0.19865603430574785,Iris-setosa
+70,5.371854641298307,3.389498341739315,1.8567067711784948,0.2020296623349073,Iris-setosa
+71,5.54963980208648,2.500315416699398,3.9386228956532223,1.1205106833543705,Iris-versicolor
+72,5.117751914178503,3.3016209927501627,1.628646585349682,0.4877326562340635,Iris-setosa
+73,5.449472100379505,3.0,4.523181475887463,1.5054230400706154,Iris-versicolor
+74,5.580153265855486,2.446864460208549,3.8286065337065214,1.0839772351174817,Iris-versicolor
+75,5.5913395726336255,2.916041963370021,3.6994588106368984,1.3068047602752095,Iris-versicolor
+76,4.9442649447079114,2.4249444176863264,3.2389088814888183,1.0566403884299105,Iris-versicolor
+77,4.4,2.883858025470798,1.4133653308133134,0.19724372446006802,Iris-setosa
+78,5.759218260117305,2.6717426114017546,5.075382110332276,1.9028883636177611,Iris-virginica
+79,6.3025161392427895,2.7157535253490126,4.941690712706384,1.809535858795243,Iris-virginica
+80,5.092533400665007,3.4760781128039793,1.4141936347405413,0.34606766270139483,Iris-setosa
+81,5.090461559441126,3.391032360288303,1.4945679040322395,0.20101812858568643,Iris-setosa
+82,6.092154578781437,2.612097568980953,5.570228479958301,1.3993434805779283,Iris-virginica
+83,6.284261965824328,3.2819728084879514,4.675158934966906,1.547062645360748,Iris-versicolor
+84,6.94736147112578,3.0923706067768095,5.103929910589613,2.307434546250168,Iris-virginica
+85,7.899998510550637,3.8093155109503583,6.339541479082761,1.9833229858361796,Iris-virginica
+86,6.7039876579008215,3.3097507310280303,5.678487997660938,2.1100267733629723,Iris-virginica
+87,6.698666969421644,2.495365141405133,5.862453129297189,1.7972941773097342,Iris-virginica
+88,7.706826057547938,2.6164800601915434,6.9,2.292152945954836,Iris-virginica
+89,4.4,2.9135285251867478,1.3859005759900553,0.1949539591860699,Iris-setosa
+90,6.111747878293862,2.5930103437136753,5.606744267231205,1.3995154143478468,Iris-virginica
+91,5.907092525680534,3.206092318853097,4.7915320542597115,1.7974867118630307,Iris-versicolor
+92,6.275499147863433,2.5304357944504448,4.923792375717389,1.5233842998528544,Iris-versicolor
+93,6.40973761362368,2.8939360494423605,4.281822573169764,1.3090959258594932,Iris-versicolor
+94,6.546875936981981,2.604938036399133,5.543213665639474,1.8462843469750234,Iris-virginica
+95,5.403430442006776,3.0,4.497807836283077,1.4853367119111263,Iris-versicolor
+96,5.119420267961336,3.5044100955356052,1.392040692400645,0.29465088293608754,Iris-setosa
+97,6.837080592160055,3.1064212772132507,5.10876866909761,2.297020665916176,Iris-virginica
+98,6.496602914222974,3.196783271176086,5.117125220860482,1.99264843149302,Iris-virginica
+99,7.280364709532412,2.8971575051483986,6.288036344309813,1.800624727467323,Iris-virginica
+100,7.729928831022425,2.605341312155025,6.9,2.2923095032125524,Iris-virginica
+101,5.385956112729058,3.0,4.547476244833998,1.493499247655217,Iris-versicolor
+102,5.421249818705695,3.0,4.453430830108554,1.4529043986306365,Iris-versicolor
+103,6.136263368378107,2.9377354483443443,4.817957162348545,1.791726232521844,Iris-virginica
+104,6.861282456313527,3.0,5.51706780746578,2.1089791141612984,Iris-virginica
+105,5.623042139357529,3.0,4.154627548105337,1.3056854082777625,Iris-versicolor
+106,5.634548394142965,2.8524990962792347,4.293334451186109,1.2896714888760017,Iris-versicolor
+107,5.616738636405424,2.9677456924714987,3.696607695608242,1.3373131537204632,Iris-versicolor
+108,6.5369231795185065,3.0,5.472853741267709,1.8130911994317105,Iris-virginica
+109,5.50129195569983,2.5534273325725683,4.311929981966615,1.152451300127809,Iris-versicolor
+110,5.714956570526502,2.553260493244686,5.038231142685843,1.9557030591584015,Iris-virginica
+111,6.612256049095595,3.3063802212805737,5.682842586555979,2.3462713328775466,Iris-virginica
+112,7.680125402362654,2.5827051547527846,6.899998865402459,2.2818778764149807,Iris-virginica
+113,4.767088471993867,3.0,1.3726048773785107,0.1,Iris-setosa
+114,4.603701151415376,3.389652470807078,1.391275066648322,0.2997319173448074,Iris-setosa
+115,4.8859400188157505,3.101311836059886,1.5816203146662922,0.1,Iris-setosa
+116,6.515298721646215,3.0767300925806347,5.262951441679562,1.883429149748015,Iris-virginica
+117,6.772678179415624,2.8055011027272108,4.767682228964225,1.3687622446205128,Iris-versicolor
+118,5.705607005789916,3.7909070550335877,1.6101176010164087,0.35381655912695564,Iris-setosa
+119,6.292999803022599,3.2935287237882123,4.690806391550481,1.5603667233077791,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/1/test.csv b/iris/tab_ddpm/4_2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/1/train.csv b/iris/tab_ddpm/4_2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/1/val.csv b/iris/tab_ddpm/4_2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/10/synth.csv b/iris/tab_ddpm/4_2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c299575440989df049a547e7bd74ed908206669f
--- /dev/null
+++ b/iris/tab_ddpm/4_2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.817621069998413,2.6472715204769064,5.071039776818187,1.9294300114847722,Iris-virginica
+1,6.031646290283031,2.7068209305891697,5.1324382336991485,1.6089512912980195,Iris-versicolor
+2,6.008108501854942,3.0,4.815278093142878,1.803329845908491,Iris-virginica
+3,6.291499674137507,3.289514104003276,4.6631642039469865,1.586105346143391,Iris-versicolor
+4,6.70858377376733,3.2961951534423366,5.739936816718175,2.4999995562271535,Iris-virginica
+5,5.760134793798478,3.0,4.009162033841242,1.376579391349521,Iris-versicolor
+6,4.87377106776355,2.4172931674221143,3.2174695796001473,0.883898360835824,Iris-versicolor
+7,6.308262438258645,2.4389131470731042,4.787143460901158,1.4503397010713976,Iris-versicolor
+8,6.770411015653661,2.89047565871632,4.789416303215942,1.461686525955849,Iris-versicolor
+9,6.730987214031991,3.0,5.372660225239311,2.137949095062908,Iris-virginica
+10,6.219426668009149,2.2,4.550887337815619,1.496086332532685,Iris-versicolor
+11,5.928663283842465,3.183204905017474,4.753361919736011,1.802702136513543,Iris-versicolor
+12,5.098616890276035,3.309001865415757,1.498139670618837,0.48181976932827086,Iris-setosa
+13,6.714975324130698,2.5186656397255476,5.88680800400337,1.80354157516678,Iris-virginica
+14,5.088928345640514,3.6644065636700613,1.4729961904516922,0.3991719507600026,Iris-setosa
+15,5.495742189042199,2.3967502740588182,3.8496988693872245,1.1095749128550119,Iris-versicolor
+16,5.099370944668321,3.718781365372921,1.5730372152453758,0.20404492527129217,Iris-setosa
+17,5.9959631431654605,2.2,5.010337042400851,1.4853679534352846,Iris-virginica
+18,5.719064528065594,3.0,3.893484857568398,1.3824198535576688,Iris-versicolor
+19,5.898297425882879,3.0295751908994646,4.360359890377055,1.4171995494570653,Iris-versicolor
+20,5.093056021007804,3.5356249852077206,1.4989292562779633,0.4169239600048276,Iris-setosa
+21,4.909465015477412,3.0,1.4034447918904496,0.19919298031816607,Iris-setosa
+22,6.101622512942188,3.0,4.614291043761919,1.393970051647243,Iris-versicolor
+23,5.962316282439927,2.874640403971361,4.640185484583469,1.3893827573122837,Iris-versicolor
+24,6.836789204579017,3.1373711533234085,5.097061017223971,2.271503004338654,Iris-virginica
+25,6.647135630171825,3.164302992968521,5.106218079822789,2.1360370807419473,Iris-virginica
+26,4.81399414453805,3.0,1.3965828261210906,0.10000013589238162,Iris-setosa
+27,7.704357655740015,2.5871929407217835,6.899998370894616,2.2766794396668493,Iris-virginica
+28,5.3085229648374215,3.4039118015170566,1.4899697880019298,0.503492249418058,Iris-setosa
+29,5.995307554487149,2.2,4.932202247535021,1.507086194375724,Iris-virginica
+30,4.48878355352285,2.294731224883436,1.2979424674526918,0.29512749791877696,Iris-setosa
+31,6.696579971699219,3.0,4.993417738613241,1.7008674333852714,Iris-versicolor
+32,6.301765885377323,2.7106321592468077,4.887985764561994,1.788388361072895,Iris-virginica
+33,7.002186254342883,3.0799988705342884,5.7726400600689844,2.251939742940081,Iris-virginica
+34,5.142275594866295,3.7773285350300534,1.5943822417557703,0.2031377679641043,Iris-setosa
+35,6.299538343949517,3.4063114452497754,5.6200433820988165,2.407242936350005,Iris-virginica
+36,6.277642211789993,3.3016805218522047,4.726122661201734,1.6344879313541456,Iris-versicolor
+37,5.339509078448679,3.3919538317754196,1.604226001127475,0.41104203888837143,Iris-setosa
+38,5.411771519156557,3.3982313447899593,1.7023295534991727,0.20979178163642784,Iris-setosa
+39,5.5242871164615455,2.6025713247567435,4.328251364403054,1.1956944560259148,Iris-versicolor
+40,5.824279922812243,2.768702816066475,4.586905505343156,1.2381305523582855,Iris-versicolor
+41,6.679784414193095,3.2933202862152737,5.687061122299643,2.0969877711371048,Iris-virginica
+42,6.698976172469749,3.0,4.967436579302104,1.6795262306295144,Iris-versicolor
+43,5.786584434883985,2.8000790342578714,5.093045863160477,2.410242359569457,Iris-virginica
+44,5.106940721149893,3.515459088539007,1.4095280297326567,0.2936167516732294,Iris-setosa
+45,6.182631339650949,2.2000004246893456,4.455888235826684,1.5067093632879178,Iris-versicolor
+46,5.243432159925421,3.798541550292647,1.5893111319885136,0.46807419077624457,Iris-setosa
+47,5.000486250501542,3.220828109127336,1.2000002092577795,0.2013160176165208,Iris-setosa
+48,5.752086081723756,2.695529825399071,4.538603308957431,1.1837737189131308,Iris-versicolor
+49,6.007486213343408,3.0,4.769124834995851,1.798722992662842,Iris-virginica
+50,6.704200435960489,3.294922520137432,5.776846523044914,2.499999397733159,Iris-virginica
+51,6.252278045317553,2.2,4.4088459803809235,1.5238522092171274,Iris-versicolor
+52,5.37842059437633,2.8918703153181173,4.218402452593206,1.3978248051218636,Iris-versicolor
+53,6.326351495621842,2.4717040667007333,4.854872785496822,1.4844868203133252,Iris-versicolor
+54,6.310536723824955,2.9087272246776985,5.6220607714454545,1.8007514484200104,Iris-virginica
+55,5.746576642012508,2.547538754157454,5.019917498633407,1.987841487289581,Iris-virginica
+56,6.788386732935902,3.1847782402147713,5.814714602560524,2.288773726256734,Iris-virginica
+57,5.89545007372616,3.2036589948502243,4.784075763322327,1.790768729487877,Iris-versicolor
+58,5.764325703190892,2.6121636607195247,5.066490839162717,1.9568948873510783,Iris-virginica
+59,6.8346738758153815,3.002428729434894,5.388358147541264,2.1829332204532075,Iris-virginica
+60,6.2855409252429855,2.3027277500739345,4.390967370095411,1.302874501137089,Iris-versicolor
+61,6.582568607658073,2.584847606035648,5.615875691114315,1.8291765800510347,Iris-virginica
+62,5.868045011461498,3.0,5.106497481690814,1.8030114945605729,Iris-virginica
+63,6.291241115337582,2.7116555272079417,4.834867941122608,1.7957971905529488,Iris-virginica
+64,5.407431873055637,3.0,4.514403303952172,1.488836305772537,Iris-versicolor
+65,5.156142054673045,2.5646261580251792,3.2887409670323056,1.2320579474509505,Iris-versicolor
+66,4.910559300509149,3.123005862990892,1.5360160770433606,0.1,Iris-setosa
+67,6.302851567342892,2.4703390943952592,4.868563397159346,1.4913453643007255,Iris-versicolor
+68,5.066536025368542,3.3337720611488892,1.7079654282201076,0.4813379364947786,Iris-setosa
+69,7.7142255432793085,2.591152629067373,6.9,2.2971735266318554,Iris-virginica
+70,6.685239818976743,2.485691995039874,5.7739342044046325,1.8073819924068266,Iris-virginica
+71,6.097490619659996,3.0,4.58481596306451,1.409036816928388,Iris-versicolor
+72,6.470925222424946,3.0,5.863747837519306,2.1681711335134155,Iris-virginica
+73,5.562210129789804,2.922571698493095,3.612003277105471,1.284667196812308,Iris-versicolor
+74,4.6279005188763485,3.2346827067069372,1.4025465465337577,0.1989703480151246,Iris-setosa
+75,4.814421726356598,3.0,1.4070012564260521,0.32779609961512257,Iris-setosa
+76,5.303921405356635,3.409217451382169,1.5250586090505456,0.19934731636694628,Iris-setosa
+77,4.8821544768023415,3.0,1.4119072508271446,0.1990767993314791,Iris-setosa
+78,6.395749364056857,2.9073893905418875,4.3179010585252895,1.296156499974056,Iris-versicolor
+79,4.400030668204875,2.7445228379020445,1.3388389807134666,0.22176102439796322,Iris-setosa
+80,4.9896802863650045,3.392237084465083,1.61083655546755,0.4464483878017029,Iris-setosa
+81,5.678627850444375,3.0,3.6750075689246984,1.3497236383128626,Iris-versicolor
+82,6.021854943824334,2.7127038988810366,5.098158942253939,1.5920668138672165,Iris-versicolor
+83,4.610195087020401,3.2252205692471283,1.4002940522939258,0.2108999485695247,Iris-setosa
+84,4.880690636056085,3.0,1.3956463460163453,0.2360366977608796,Iris-setosa
+85,5.010808736706599,3.3213690562948845,1.3868780361383661,0.20151638235393665,Iris-setosa
+86,7.004026243324263,3.099342313542152,5.091686444742528,2.3163795730157517,Iris-virginica
+87,6.7238595556727425,3.2609129951423728,5.828354150925772,2.3240239478562934,Iris-virginica
+88,6.324944075284006,2.7150581533923854,5.003464085039323,1.8047880635021103,Iris-virginica
+89,5.006286191081132,3.4111124766191208,1.4978014555072454,0.43527065337137916,Iris-setosa
+90,4.989309754350321,3.225986524574351,1.2000002714366156,0.20592583410550158,Iris-setosa
+91,6.283426304525218,2.3044064282622068,4.429042600904111,1.2883117084041877,Iris-versicolor
+92,6.00614534918293,2.70932664141623,5.09370305762709,1.6297114668124604,Iris-versicolor
+93,5.216113858194966,2.729260393776372,3.953214187796083,1.4307529609105423,Iris-versicolor
+94,6.486239585158523,3.0,5.833675826373371,2.178952210268306,Iris-virginica
+95,7.1349614840548226,3.0,5.926719115586122,2.1209382801899936,Iris-virginica
+96,5.16026928618696,3.4107456486167163,1.5550885284810672,0.2000395557890372,Iris-setosa
+97,7.9,3.8680693583276278,6.408288448611267,2.0226039680100634,Iris-virginica
+98,6.819397068829655,3.0,5.522567242734085,2.1176410522753786,Iris-virginica
+99,5.552991786435665,2.4522734494259217,3.808825646183098,1.1054106934568995,Iris-versicolor
+100,5.107412999434061,3.4555770639582275,1.3971310289337975,0.2968908205224555,Iris-setosa
+101,7.058918695655084,3.0,5.7569521245181345,2.095402688265212,Iris-virginica
+102,6.29225375248469,3.3138855926609714,4.663729927400835,1.5869530648234353,Iris-versicolor
+103,6.68336194415032,3.0,4.946386144109832,1.6907479934158296,Iris-versicolor
+104,4.986248134301837,2.463769296656131,3.3497012997236286,1.1008011548724828,Iris-versicolor
+105,5.781159052218551,2.7988996740242413,5.116535477913365,2.4089426980378645,Iris-virginica
+106,4.400000865368601,2.9082374405955496,1.3959845283221899,0.2016951946924941,Iris-setosa
+107,7.12539649976979,3.0519697034776763,5.910173176276997,2.200547178362434,Iris-virginica
+108,4.9834444465508785,3.2128636811216573,1.2000002003314074,0.1978708291058644,Iris-setosa
+109,5.5658248349839825,2.5200459724054594,4.1691296663354915,1.1322508546808256,Iris-versicolor
+110,6.906981730395686,3.2086543578061,5.958711713157285,2.2832192765157933,Iris-virginica
+111,5.0866364251200595,3.512477613484661,1.4035170807211665,0.2963334347709947,Iris-setosa
+112,5.420516561722316,3.405963430948273,1.6237306417409723,0.20382268775430143,Iris-setosa
+113,4.900314640589732,3.0,1.4093555094182721,0.20904963449238637,Iris-setosa
+114,6.708584638647845,2.9905141111695936,4.959717750038123,1.6249869269301254,Iris-versicolor
+115,5.99933468538554,3.0,4.84122750389831,1.8003626578383307,Iris-virginica
+116,5.363814471722631,3.3873545153790867,1.829399164922323,0.19612060790067787,Iris-setosa
+117,6.709593329445435,3.0,5.010892155301051,1.73185377231539,Iris-versicolor
+118,4.9995275570347895,3.31404512838427,1.4067314623689946,0.1981428309274781,Iris-setosa
+119,4.89398826199215,3.0,1.393686382546911,0.25154615424083876,Iris-setosa
diff --git a/iris/tab_ddpm/4_2/10/test.csv b/iris/tab_ddpm/4_2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/10/train.csv b/iris/tab_ddpm/4_2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/10/val.csv b/iris/tab_ddpm/4_2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/11/synth.csv b/iris/tab_ddpm/4_2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..878f9881d98aa4b4adf6b9bb1a2de31959c6a265
--- /dev/null
+++ b/iris/tab_ddpm/4_2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.133336536275115,3.3177114495746003,1.661572142012001,0.47380813355000573,Iris-setosa
+1,6.288799851192038,3.396658808842738,5.606640710386522,2.394497083140801,Iris-virginica
+2,6.696972963759204,3.2937691776785805,5.757989978469023,2.4999995709659144,Iris-virginica
+3,6.360911791975955,2.9898280279091347,5.55560111401844,1.8138484178600762,Iris-virginica
+4,5.025548254782244,2.4583014254643762,2.898067933383145,1.1117192876818327,Iris-versicolor
+5,4.903653773371936,3.1059157590180146,1.6349346911336593,0.10000012015868584,Iris-setosa
+6,4.872225375240413,3.0586514129935085,1.4977433253655899,0.10000010584772873,Iris-setosa
+7,4.792758187606346,3.0,1.382756744109162,0.1,Iris-setosa
+8,5.834949983397843,2.752458598196002,5.131509097089566,1.8460499674138298,Iris-virginica
+9,5.399576831996452,3.0,4.522045545733691,1.491231764754208,Iris-versicolor
+10,6.939933355141537,3.1821499891345275,5.767584565086923,2.288742164064078,Iris-virginica
+11,5.88696491349289,2.7008405178050405,5.125890498350953,1.8082044185501518,Iris-virginica
+12,6.458857420165523,3.0,5.745533956315781,2.167170702523447,Iris-virginica
+13,5.051816885502938,2.479509515155019,3.1945148757146855,1.0804997758794452,Iris-versicolor
+14,5.268417368666034,3.74377768731394,1.6336456867397104,0.4252030074394544,Iris-setosa
+15,5.381090674505249,3.7565310833912484,1.6906642063731756,0.20742855062943022,Iris-setosa
+16,7.899998487594301,3.782544835371748,6.395047476282233,2.004898120622053,Iris-virginica
+17,4.89073378452929,3.0884916512459597,1.4955506016577857,0.10000010148528121,Iris-setosa
+18,5.715157487458009,2.529043151985094,5.021151327889675,1.9841465583293612,Iris-virginica
+19,5.87382973015719,3.0,4.215160831020126,1.507018028898312,Iris-versicolor
+20,5.787234212725589,3.0,3.8713503904458015,1.415552249227264,Iris-versicolor
+21,7.698523703836314,2.612129823138758,6.899998503537786,2.3013640800869415,Iris-virginica
+22,6.678295929288569,3.2939703638438798,5.670373533534057,2.4999994268561556,Iris-virginica
+23,6.5627683773112855,3.160009840179005,5.487531319308913,1.9471952225414997,Iris-virginica
+24,7.697246183602014,2.6001392924145414,6.9,2.2995612301990747,Iris-virginica
+25,6.610112514115047,3.0,5.904241179247016,2.2447689490706697,Iris-virginica
+26,7.704288179274252,2.613130015938384,6.9,2.3267186114448366,Iris-virginica
+27,7.9,3.8289220482816066,6.401028565354888,2.0109936776931776,Iris-virginica
+28,4.895136462858716,3.115078772750938,1.4949140508714622,0.1,Iris-setosa
+29,6.203786069405732,2.9879395593911293,4.672199302127253,1.335345712554498,Iris-versicolor
+30,6.282972461019288,2.309995324431097,4.438059547565221,1.2802673001803875,Iris-versicolor
+31,7.682949201000887,2.5929955254173294,6.899998772410937,2.305872284753965,Iris-virginica
+32,5.265169408091932,3.7909502233184345,1.4584009474625628,0.3454564144406048,Iris-setosa
+33,5.397006470839534,3.410731151994251,1.5872124396993053,0.20183580016561742,Iris-setosa
+34,5.085562663831564,3.319578953449355,1.6768598940234294,0.5220154464387414,Iris-setosa
+35,6.406876367773211,3.0,5.371529453565698,1.8062374467224127,Iris-virginica
+36,6.081006746261955,2.662120738202419,5.592902487363367,1.492564279173587,Iris-virginica
+37,6.0120963374683125,2.703983317609079,5.093652633417057,1.6103162190591203,Iris-versicolor
+38,4.5867106109804086,3.4031551938407985,1.4039346644142152,0.3615909223230296,Iris-setosa
+39,5.157566676062258,3.381259267061003,1.49854824357857,0.19920537933023283,Iris-setosa
+40,5.157657068047349,2.6975022225658547,3.899303788526189,1.4176176142730614,Iris-versicolor
+41,6.686311048946832,3.302227648175785,5.6807721287826745,2.5,Iris-virginica
+42,5.5632153140208365,2.627927352089491,4.405183246428456,1.2148237704079197,Iris-versicolor
+43,5.108712388103314,3.519443645207587,1.5410893945641366,0.1964860760372854,Iris-setosa
+44,4.8883709846293435,3.076166381603773,1.5283300669062811,0.1,Iris-setosa
+45,5.5007782721335206,2.3755879589553577,3.840168411101499,1.030348743511489,Iris-versicolor
+46,5.265502529388428,3.836958781512898,1.4972503617095763,0.26970538973755104,Iris-setosa
+47,4.89148733331702,3.1057624712374623,1.498768935095431,0.1,Iris-setosa
+48,4.4,2.8990119702860473,1.4041205826563377,0.2003758608003069,Iris-setosa
+49,6.183456605017619,2.2,4.457415040478776,1.4851900054734712,Iris-versicolor
+50,5.90873214307311,3.175659229605072,4.792429669648536,1.7908693727457996,Iris-versicolor
+51,5.0984387068479196,3.4022680712987423,1.6379981052091337,0.21062703937307609,Iris-setosa
+52,6.872707770301653,3.101945464025576,5.086339910306642,2.2985183539859793,Iris-virginica
+53,5.987079202058612,2.7480745467622603,4.675645887016628,1.1973105236134272,Iris-versicolor
+54,6.689660985396837,3.2971706753855408,5.753348769312819,2.499999620459268,Iris-virginica
+55,6.6922620444874505,2.5070894069852336,5.848344089947634,1.8052694769950983,Iris-virginica
+56,6.3068713595039085,3.3106084667481905,4.708058593091249,1.596106013613544,Iris-versicolor
+57,4.4,2.8652487328374634,1.3987154407171214,0.17891013802072359,Iris-setosa
+58,5.104716210006599,3.8346707801217748,1.6782304131922898,0.19615009460321364,Iris-setosa
+59,6.325802019003828,2.909680098810521,5.583824274322492,1.7974625411547982,Iris-virginica
+60,5.945540598482075,3.0,4.271280295217708,1.493203457504768,Iris-versicolor
+61,6.2938846472983,2.31573468781102,4.416168980432609,1.2924634057741418,Iris-versicolor
+62,6.944155697757957,3.0930795149677386,5.0822848005928165,2.3082072233678073,Iris-virginica
+63,4.663117409394328,3.364436897407933,1.4079592897208846,0.2560591993400488,Iris-setosa
+64,7.313236345675749,2.9071747076820063,6.239802594786026,1.8114864651028997,Iris-virginica
+65,6.33613594485639,2.9129441531956006,5.570978697683037,1.8034548645833441,Iris-virginica
+66,6.705633918040807,3.0,5.006713951017728,1.7045508997034382,Iris-versicolor
+67,6.85804580661578,3.181872048514599,5.703867622486155,2.265910967446386,Iris-virginica
+68,5.010101483948401,3.396830096396298,1.649722829053545,0.42397939739779267,Iris-setosa
+69,5.901007990661381,2.2,5.002609327435036,1.4670827220265985,Iris-virginica
+70,6.378276170772997,2.684348516655342,5.138366396079826,1.8731968987804661,Iris-virginica
+71,5.860002059992968,2.5692994725730007,4.933014496978702,1.885884993848683,Iris-virginica
+72,4.596610381876139,3.1935837454147467,1.3928615825860033,0.20636401435320245,Iris-setosa
+73,7.899998948392636,3.845294979920819,6.42871849336432,2.0031993941161272,Iris-virginica
+74,6.063110169283632,2.8206308214586775,4.721734074793441,1.2276912087369862,Iris-versicolor
+75,5.832015700355302,2.79317301885665,5.09119075067408,2.4076887592380287,Iris-virginica
+76,5.65569760691282,3.7972222224828953,1.502808064566846,0.40500747803039233,Iris-setosa
+77,6.360161072335494,2.9094357374236326,4.286325656499239,1.2968380605092449,Iris-versicolor
+78,5.992192318521663,2.6924020454913493,5.101542392575892,1.6074099968698594,Iris-versicolor
+79,5.775226079590263,2.7948860962258992,5.098034292432299,2.3920403738247877,Iris-virginica
+80,5.144129196257158,3.314740229901152,1.6056654594598652,0.42135396322670937,Iris-setosa
+81,6.314219633261442,3.2708985505400956,4.743891239077866,1.5991333409823658,Iris-versicolor
+82,5.557065891429604,2.678393292994811,4.265170008461618,1.3100006280509844,Iris-versicolor
+83,6.020383675470313,2.7065243703069113,5.093505778711959,1.587815854786252,Iris-versicolor
+84,5.977201117946896,3.0,4.850637846558759,1.8033124108778182,Iris-virginica
+85,4.69536524654397,3.1775120783927284,1.391800947012823,0.19509727953402084,Iris-setosa
+86,6.1752190013895385,2.7150413955805757,5.003324154337321,1.8076322648729874,Iris-virginica
+87,5.083866362707462,3.6290083234149506,1.5173210677335756,0.4166259049824519,Iris-setosa
+88,5.956821757826169,2.2000002846931697,4.963522943217317,1.487277384707213,Iris-virginica
+89,5.904175936521998,3.2054587025300294,4.827825370955051,1.7854274924630154,Iris-versicolor
+90,5.506870278801616,4.2,1.4011172700734686,0.2068938691323321,Iris-setosa
+91,5.684376548611379,2.942216819794021,4.4163902513515305,1.2792679282785888,Iris-versicolor
+92,5.064705252986957,3.77374502639935,1.6530993355047283,0.20178497019430894,Iris-setosa
+93,5.484056762110892,4.2,1.4016835702730943,0.1963621934084639,Iris-setosa
+94,5.002388025314555,3.208000117544534,1.2,0.19425971925274094,Iris-setosa
+95,6.633800875656626,3.2706618672403165,5.6906255881928764,2.4999967728576236,Iris-virginica
+96,5.011489569407392,3.381676468834398,1.6565837938169357,0.46493954474451704,Iris-setosa
+97,5.727402087120728,2.490688809545997,4.991929197963013,1.9893146117717815,Iris-virginica
+98,5.336747580405722,3.3891581187637803,1.5905354197266819,0.19594486572018716,Iris-setosa
+99,5.803289687816382,2.8060999793349635,5.122960263321836,2.4043899305790326,Iris-virginica
+100,6.675944480112182,3.0,4.99075147552428,1.6770912255278965,Iris-versicolor
+101,5.556490964617561,2.8021288725762155,3.660282865885903,1.2799144797654398,Iris-versicolor
+102,5.02707796765756,2.5527876597695016,3.5404264736174618,1.2788313556956585,Iris-versicolor
+103,6.282695468287176,2.856644471872869,5.63538386466726,1.772318726956704,Iris-virginica
+104,5.5615132971356545,2.5950087857460225,3.9087192528123977,1.190595338629374,Iris-versicolor
+105,5.0863591571458375,3.3023218978462157,1.768149360314852,0.4889547129619433,Iris-setosa
+106,5.940986404187317,3.0,4.304951730043344,1.4892488403995174,Iris-versicolor
+107,5.5862693205529,2.9485546131816904,3.584804377332994,1.2954475697453955,Iris-versicolor
+108,6.716472507295912,2.507837814959344,5.867187857115177,1.8043834942778039,Iris-virginica
+109,6.855025588493931,2.7690264084936174,4.810374417210464,1.4062343306705944,Iris-versicolor
+110,5.799724164052326,2.7982750161809276,5.1050264600665445,2.3839966785988143,Iris-virginica
+111,6.799964998108274,2.8031851828437047,4.832928165850579,1.4098198336292989,Iris-versicolor
+112,6.0301632158469705,2.895362938117798,4.594844851239931,1.3279036424538628,Iris-versicolor
+113,7.899998907336894,3.77069777191626,6.389529522731023,2.020013035998961,Iris-virginica
+114,4.987661558587086,3.2189392089686257,1.2,0.20211007419019503,Iris-setosa
+115,7.152773333521895,3.0,5.982176920771402,2.0604857544781536,Iris-virginica
+116,5.5062633097129625,3.524547947741807,1.5717480106460249,0.4187446124983862,Iris-setosa
+117,6.708211311127078,2.501445519148446,5.840639954860164,1.798310865720302,Iris-virginica
+118,6.358142853991533,2.7000423957484116,5.165316842578683,1.9026042583750367,Iris-virginica
+119,7.9,3.8463125962168205,6.378494751440897,2.0213089728789373,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/11/test.csv b/iris/tab_ddpm/4_2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/11/train.csv b/iris/tab_ddpm/4_2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/11/val.csv b/iris/tab_ddpm/4_2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/12/synth.csv b/iris/tab_ddpm/4_2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9974a552b6f2bbb3cb01b285dac297e6c6942604
--- /dev/null
+++ b/iris/tab_ddpm/4_2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.519682207743845,3.1797631050654482,5.092821436129908,2.0077783697152958,Iris-virginica
+1,6.302000093306195,2.9565830553858437,4.406179819124013,1.3644973921915893,Iris-versicolor
+2,5.470583119019489,4.2,1.3883732632241963,0.1969288490466415,Iris-setosa
+3,4.9996396234089175,3.2065499308344365,1.200000261333105,0.20273412253554646,Iris-setosa
+4,5.8162904268663,2.837275107140647,5.102740577846996,2.4084679790245564,Iris-virginica
+5,5.657595363347401,2.7775620187829975,4.445176915731123,1.277107610880938,Iris-versicolor
+6,6.784759399935021,3.23666633867594,5.834736688538695,2.3203644597869264,Iris-virginica
+7,6.367544026076207,2.900166680098324,4.307315719650826,1.2708855280507592,Iris-versicolor
+8,6.411890775709937,3.128275306215245,5.080806561237184,1.9519641452223686,Iris-virginica
+9,4.904746275742133,3.0962269633197934,1.4906908991654546,0.1,Iris-setosa
+10,5.131483855494549,3.3769735100105147,1.4979559092672736,0.209152016808293,Iris-setosa
+11,5.415236223039327,3.8468197427952786,1.6090505517487625,0.39686059698326104,Iris-setosa
+12,7.3239912388016,2.922171240262471,6.337184840439441,1.8089349322714463,Iris-virginica
+13,5.601282730213818,2.486860524950272,3.9604761646521136,1.1330810168241985,Iris-versicolor
+14,5.370747885067091,3.0,4.4701916470412835,1.4838595749954395,Iris-versicolor
+15,5.604087729299491,2.513150335802609,3.854164083461478,1.0848080526985033,Iris-versicolor
+16,6.078041127199449,2.9096440547280276,4.9681071849698375,1.6333068696126325,Iris-versicolor
+17,4.807301559936701,3.0,1.400681583938418,0.31925662446432546,Iris-setosa
+18,4.902310799108071,3.075562415521369,1.5132842877763784,0.1,Iris-setosa
+19,4.989468064373295,3.2207517173555233,1.2000001800506994,0.19360996937327177,Iris-setosa
+20,6.785084776874544,3.1689388256912068,5.856819523789875,2.284667468407459,Iris-virginica
+21,6.109350036052228,3.0,4.619919407519568,1.3901427048688402,Iris-versicolor
+22,5.745760206395819,2.5103624481964384,5.009291299528414,1.9948156519594233,Iris-virginica
+23,4.824849348550223,3.0,1.40272202090779,0.1,Iris-setosa
+24,6.646056421091695,3.287526191779164,5.6639705458332275,2.499999253913389,Iris-virginica
+25,4.9071072829060425,3.096794499878002,1.491379946427916,0.10000013093611368,Iris-setosa
+26,4.5835081045727115,3.4034473516174746,1.3880602386899186,0.2962301118002615,Iris-setosa
+27,6.120825830942035,2.8563708555195393,4.675925116029054,1.2634539499171917,Iris-versicolor
+28,5.095813951938752,3.506989874702765,1.407854758413685,0.28450166289268297,Iris-setosa
+29,5.691898165707863,2.761377982355559,4.4180556791117045,1.3151455559760776,Iris-versicolor
+30,5.812721028695718,2.82970558812638,5.095852286354992,2.400992396260743,Iris-virginica
+31,6.31070379055073,2.773299827557608,5.461589694628591,1.8340809755493432,Iris-virginica
+32,5.470900048109933,3.0,4.343326181036775,1.3819537022129338,Iris-versicolor
+33,5.070360780385594,3.2803089059430777,1.488731552838732,0.5059084173656032,Iris-setosa
+34,4.918486669683221,3.2584473285465974,1.3902744844349972,0.20070249529922365,Iris-setosa
+35,5.382409314484479,3.3900651075680215,1.7276012476840124,0.19503325244792952,Iris-setosa
+36,6.660568950075764,3.2963280261145695,5.666394639513566,2.073763101033754,Iris-virginica
+37,6.435835385799593,2.8859176228986487,4.290895368832083,1.2812542119582218,Iris-versicolor
+38,5.911140496702059,3.0,5.143620716166227,1.800900342352683,Iris-virginica
+39,5.385920121930682,3.5281983551812517,1.5091442252617522,0.20169154502276695,Iris-setosa
+40,5.9943756998354125,2.690556667967941,5.0872057836196936,1.6101431809320468,Iris-versicolor
+41,5.482261250886751,4.199999203298029,1.4080480417070849,0.20320251317552854,Iris-setosa
+42,5.612778927803334,3.0,4.076130441625355,1.3205103900610122,Iris-versicolor
+43,5.247872251414386,2.844025990607959,4.142831031787133,1.4537867193927207,Iris-versicolor
+44,6.404007788487433,2.901022523294827,4.226942488853188,1.3331930047054883,Iris-versicolor
+45,4.963836967037656,2.4394837728735412,2.919393557850233,1.0700069423709575,Iris-versicolor
+46,5.856107604811176,2.9683503229386097,4.243722811514268,1.4715025467040053,Iris-versicolor
+47,5.540699647044826,2.5062988415403464,4.121948763321662,1.09919998668625,Iris-versicolor
+48,5.795099599707825,2.776332369924936,4.64427901496343,1.2470464110910686,Iris-versicolor
+49,5.1324110489725845,3.795322768967361,1.5418764391180857,0.35739797887153385,Iris-setosa
+50,5.345493486119684,2.5892159305741695,3.459623906129359,1.180249204091373,Iris-versicolor
+51,5.073380292282898,3.360578087257887,1.4418259784332508,0.20865815398193083,Iris-setosa
+52,7.670829127604863,2.5975066894583025,6.899998874787626,2.29913724003975,Iris-virginica
+53,5.001368834484874,3.392827341611882,1.6341562020618698,0.3530443365042504,Iris-setosa
+54,5.859801272453321,3.0,5.1102888636100285,1.7886625928520634,Iris-virginica
+55,5.734618213069792,3.825647677217839,1.8197775904020892,0.29949259295573194,Iris-setosa
+56,6.949774321311494,3.1131331019963193,5.78605468347303,2.2251747244881472,Iris-virginica
+57,6.31515391626178,3.0,4.404462019057607,1.349925472893618,Iris-versicolor
+58,6.297564508278969,3.4095101768178866,5.607004384634659,2.3950328654215722,Iris-virginica
+59,7.698100382552136,2.5766405224797184,6.9,2.2874961612050786,Iris-virginica
+60,4.909520843625211,3.102751433259505,1.4969798320658008,0.1,Iris-setosa
+61,5.341387701776069,2.590372763912634,3.7747066025604625,1.2031867391881945,Iris-versicolor
+62,7.899998965222165,3.80341987702615,6.37607044041265,1.9911856250955775,Iris-virginica
+63,5.424329780941922,3.0,4.557180967838776,1.5063831395414742,Iris-versicolor
+64,5.087935707080316,3.396035246974312,1.5060426423388698,0.20210215583289867,Iris-setosa
+65,4.902250730293105,3.088253278985986,1.4953076356046613,0.10000010281088331,Iris-setosa
+66,6.281736174798547,2.5056904775228337,4.893688166198438,1.4858861515106525,Iris-versicolor
+67,5.164175833950434,3.733078181224247,1.533412307304877,0.20160661097850083,Iris-setosa
+68,5.774149933367455,2.7248080297664248,4.635070372530497,1.2410413523270225,Iris-versicolor
+69,5.885385684321557,3.18446052629632,4.787950424396683,1.7846041528179342,Iris-versicolor
+70,6.8801204677465915,3.2097537427636182,5.888572122064668,2.313017905731141,Iris-virginica
+71,5.46660517795543,4.199999210063546,1.396063596630065,0.2134833286798441,Iris-setosa
+72,5.652865071584953,3.793319806492596,1.5913975225483172,0.3125567336036146,Iris-setosa
+73,6.213257916999255,2.200000421000124,4.497162254170365,1.5143665701908047,Iris-versicolor
+74,5.566923747629202,3.625148530700793,1.5854738971965987,0.33035612563550903,Iris-setosa
+75,6.118047917784001,2.9188936803370993,4.683039496145465,1.2961640501107459,Iris-versicolor
+76,6.165686292787124,2.200000297138961,4.455965233694171,1.5025192273360883,Iris-versicolor
+77,6.410247108615737,2.7092064651268974,5.299370228646183,1.9020763264080505,Iris-virginica
+78,6.388717210552799,2.700819760291934,5.277458502551158,1.8584733224819288,Iris-virginica
+79,5.366898457792708,3.0,4.450615588491572,1.4860627825563706,Iris-versicolor
+80,6.798085903021582,2.8123187147590976,4.8155418377995804,1.4098253721526715,Iris-versicolor
+81,5.62205585558578,2.4949230042672466,3.780648431686202,1.0815653880445089,Iris-versicolor
+82,4.914054478580326,2.4062821779421664,3.2712941229555823,1.0682734729902612,Iris-versicolor
+83,5.491941546865565,2.477672457246956,3.909553892773721,1.096605925596619,Iris-versicolor
+84,4.9178180910378995,3.0575911921366736,1.43165762866674,0.36099571950469145,Iris-setosa
+85,4.7906774148957725,3.0,1.3900370678942742,0.1,Iris-setosa
+86,6.116658890341947,3.0,4.609019283218392,1.3956375268403347,Iris-versicolor
+87,6.3083342003082,2.713136098450365,4.90372331218316,1.7994021968960174,Iris-virginica
+88,5.1063733669536955,3.47408116786182,1.396546422656018,0.30082239645904885,Iris-setosa
+89,6.761429051109073,3.0,5.523352079565095,2.0870125714431977,Iris-virginica
+90,6.499050533127164,3.1910157433560227,5.091302386707025,2.0058632191637726,Iris-virginica
+91,5.869739413154489,3.188235464295552,4.775140093531092,1.7919443667828576,Iris-versicolor
+92,5.549542916991298,2.6811994963522885,4.421496156679114,1.251019034780136,Iris-versicolor
+93,5.013620361813666,2.4654904788596745,3.0480103207680527,1.0903477841023348,Iris-versicolor
+94,7.210616528905276,3.0,6.024059431692028,2.0503849799839218,Iris-virginica
+95,6.844355564155071,3.1058381256851395,5.101565709841242,2.2840231387286565,Iris-virginica
+96,6.704991634438554,3.0,4.997471068699305,1.7148590505156087,Iris-versicolor
+97,6.311222467008567,3.3876162577571636,5.624532605415011,2.397562427387291,Iris-virginica
+98,4.49452835542344,2.293125712122531,1.2974593789381659,0.2994640464915174,Iris-setosa
+99,5.943400969905571,2.2,4.92716072424055,1.4591772546534991,Iris-virginica
+100,6.681054477386801,3.3007369845120267,5.713156664373208,2.112872319986784,Iris-virginica
+101,4.623880066330285,3.3923234593358322,1.4058726745969,0.29440914370776977,Iris-setosa
+102,5.800752835080375,2.765390677546903,5.11948866173724,2.3942614499935275,Iris-virginica
+103,5.336078716249985,3.8222851883665045,1.6194839850848906,0.4021827633804935,Iris-setosa
+104,5.488351616564856,2.5384608499449834,3.967151257925768,1.1665782161795193,Iris-versicolor
+105,5.150874655050477,3.5489144082463087,1.4050390323391597,0.2991450401609177,Iris-setosa
+106,6.541604388870197,3.1651253112209226,5.103903268363102,2.0213607285438275,Iris-virginica
+107,5.575886375450586,2.9987821313278906,4.187739308509716,1.3787135943565942,Iris-versicolor
+108,7.325975897365817,2.9057867700659568,6.334573214350969,1.8067382000046017,Iris-virginica
+109,6.317518984634859,2.2975254399283913,4.3717303195599175,1.3029227171661761,Iris-versicolor
+110,6.655192911187007,3.2905041162126647,5.658651353332567,2.4999996462287024,Iris-virginica
+111,5.37618544750556,3.8091287403128757,1.5256080743109874,0.25323544168865403,Iris-setosa
+112,6.551409952971595,3.0,5.863918383235278,2.264885352570166,Iris-virginica
+113,4.907647928591003,3.0,1.3974567755809655,0.1952378325526748,Iris-setosa
+114,4.830463927290032,3.0,1.4063907800408495,0.26853208909439236,Iris-setosa
+115,5.101787209474361,3.794033292400903,1.4980392312125652,0.19674899849434035,Iris-setosa
+116,7.260853698796945,2.8968419860656796,6.2907976913878105,1.797143432278138,Iris-virginica
+117,6.682490334430268,2.5014268093032417,5.793943995818861,1.798790910138968,Iris-virginica
+118,5.377694378348691,3.386318568199873,1.6848720471928709,0.1948849557783373,Iris-setosa
+119,6.318917300521373,3.316039415916714,4.704751802432309,1.605783700330525,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/12/test.csv b/iris/tab_ddpm/4_2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/12/train.csv b/iris/tab_ddpm/4_2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/12/val.csv b/iris/tab_ddpm/4_2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/13/synth.csv b/iris/tab_ddpm/4_2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1160a2a01ab79965eed974f13b1d340f623f5c0f
--- /dev/null
+++ b/iris/tab_ddpm/4_2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.704897048544044,2.4727986041371723,4.953552014768801,1.98370364290232,Iris-virginica
+1,5.604646169508408,3.0,4.041255981483045,1.2770962444073743,Iris-versicolor
+2,4.904680482467834,3.0706387675792364,1.4962513799607238,0.1,Iris-setosa
+3,5.905608669606751,3.0,5.092618620112601,1.7976045153826892,Iris-virginica
+4,5.9925891279557675,2.2,5.019777760053248,1.5696723448548673,Iris-virginica
+5,6.008015202080265,2.2000002839109825,4.983459816956094,1.49043227257212,Iris-virginica
+6,5.095004509436588,3.5170305681396634,1.3961946805891159,0.30823472614867525,Iris-setosa
+7,5.439944298897638,3.6554235019555215,1.5176258713022766,0.3668446021522427,Iris-setosa
+8,4.505665125117981,2.28833928362526,1.2914883184829602,0.28955578472509647,Iris-setosa
+9,6.002939659243811,2.2000002896218347,5.012024451661526,1.482679637375028,Iris-virginica
+10,6.6590000690816336,3.2780462859201442,5.661993354027327,2.06755441033962,Iris-virginica
+11,4.817524488577841,3.0,1.4025430867145388,0.10000010097878041,Iris-setosa
+12,6.476693321816251,3.0,5.534082714894638,1.7949727484087972,Iris-virginica
+13,5.205686056317648,3.4016695193511883,1.5236019402656762,0.1962860857827679,Iris-setosa
+14,6.276880784707843,2.296549964622595,4.36967717917976,1.2696388865627526,Iris-versicolor
+15,6.105957920891285,2.7947890915962676,4.691545547957255,1.1874133951126276,Iris-versicolor
+16,5.954176837312461,2.2,4.972179650765673,1.498128165312235,Iris-virginica
+17,5.969843888478172,3.0,4.775533757257849,1.7953799698054436,Iris-virginica
+18,4.400000496355851,2.9030149200727298,1.3898451580059874,0.19797391045100626,Iris-setosa
+19,7.691631940845712,2.603518485746185,6.899998430777675,2.2880515498131704,Iris-virginica
+20,6.849740277511926,3.2083299000346517,5.698071623995414,2.2912633151703643,Iris-virginica
+21,5.402834667760504,3.5864199102755427,1.499673325625517,0.20517342618144951,Iris-setosa
+22,4.812894621064168,3.0,1.406411772966673,0.10000009984531381,Iris-setosa
+23,6.681089743167885,3.0,5.011596480948324,1.7018745039955965,Iris-versicolor
+24,6.31353164230307,2.373534936861295,4.537909884467956,1.3600215866339822,Iris-versicolor
+25,5.098847650401016,3.3028492208259133,1.66839504415799,0.49521798638840553,Iris-setosa
+26,6.799894127965291,3.0619267016876117,5.131253660792015,2.269027012951651,Iris-virginica
+27,5.203647029615199,2.683670195498994,3.7233095738363113,1.4065682207329997,Iris-versicolor
+28,5.764087890003525,2.6536162294446393,5.06297649105434,1.9359872624929602,Iris-virginica
+29,7.732693003982675,2.5969631154870205,6.9,2.3097358970450923,Iris-virginica
+30,6.254532973839779,2.824674480635361,5.001301551647443,1.812688143357914,Iris-virginica
+31,5.132386152239941,3.620231481914386,1.4069182202860029,0.36245143727670415,Iris-setosa
+32,6.030050405820676,2.7156813050379323,5.105614407090671,1.629902568056391,Iris-versicolor
+33,7.702628222097272,2.5972258967702464,6.899998697626547,2.2950810403915134,Iris-virginica
+34,6.6152116909523535,3.2737172895514712,5.586110267745875,2.0494027138601845,Iris-virginica
+35,4.767080406621356,3.0,1.394214158222636,0.2970371016488783,Iris-setosa
+36,4.904234335690368,3.116546610127483,1.5347102671787842,0.1,Iris-setosa
+37,5.947164154863465,2.9011250621259443,5.158647938810906,1.7845070427274725,Iris-virginica
+38,6.317819024314958,3.288125994035979,4.720146272811077,1.6216858692604748,Iris-versicolor
+39,5.803536471508552,2.7610428235489444,5.114899598406732,1.862491712925046,Iris-virginica
+40,4.818931104601676,3.0,1.3973607762261846,0.28498964261223775,Iris-setosa
+41,5.338806611149607,3.863575944524763,1.6508910995612192,0.4212191264602376,Iris-setosa
+42,4.900517260915909,3.0,1.4026085581692658,0.19898289813584946,Iris-setosa
+43,6.320585313210133,2.9107773655205142,5.637686691367239,1.7984169797798513,Iris-virginica
+44,4.492134300564198,2.297376415892831,1.293749244377691,0.2991196424110023,Iris-setosa
+45,4.9028502365919095,3.072354983655396,1.4967753425145707,0.10000012138400753,Iris-setosa
+46,6.220938443854948,2.896611269980838,5.529892181472493,1.7942955672937768,Iris-virginica
+47,5.18354835937761,3.4070835299089586,1.4984086636274936,0.19976842094516772,Iris-setosa
+48,6.714204200291543,3.3020298627618585,5.707232706655051,2.1073280367120804,Iris-virginica
+49,4.588629510282223,3.4056161717188345,1.3996072873205059,0.29983514005228284,Iris-setosa
+50,5.483557421032939,4.2,1.4034166584200398,0.2085841573067722,Iris-setosa
+51,5.913851842714608,3.0,5.053958769963119,1.7960727604480728,Iris-virginica
+52,6.143368537425298,2.2,4.515430849028707,1.48432032443556,Iris-versicolor
+53,5.453414919083041,3.4940332008424226,1.7975599975578127,0.20705535489366053,Iris-setosa
+54,6.765978620010095,3.0,5.5950751498647255,2.102770132334154,Iris-virginica
+55,6.715852627267856,3.3136472095738028,5.703762183306052,2.105704119459717,Iris-virginica
+56,5.991124965393392,2.94197078678121,4.447292951560195,1.4942186274633023,Iris-versicolor
+57,7.690595293334292,2.5888279306160484,6.9,2.301135601043683,Iris-virginica
+58,6.567070938451626,3.0480793519656704,5.392027644278848,1.8557162529161604,Iris-virginica
+59,4.826476161604713,3.0,1.4036152557167467,0.2896845263725024,Iris-setosa
+60,5.764791950456127,2.6516244130255777,5.08095304932348,1.9199455934322924,Iris-virginica
+61,6.8825306239977415,3.2173214320365706,5.7923499085018575,2.2940498400551257,Iris-virginica
+62,5.987561725279188,2.2000002884712653,4.965432625597897,1.5061228004465004,Iris-virginica
+63,5.0887572692640655,3.6745372935613023,1.5381541243495174,0.3628002708346739,Iris-setosa
+64,7.245364419273177,2.885402534801939,6.268823428083459,1.7953669539089527,Iris-virginica
+65,5.235664371277118,3.753657777309083,1.5776864386330147,0.20114541021513163,Iris-setosa
+66,6.828160217971643,3.186516834535448,5.806040044270167,2.3185007684682413,Iris-virginica
+67,4.583174085927362,3.1885736490994008,1.3970794912510835,0.1918875708884172,Iris-setosa
+68,5.503734536831461,4.2,1.4061670694642223,0.21248744670329267,Iris-setosa
+69,5.580321338847277,2.6889933700582183,4.248069955633399,1.2822571596768708,Iris-versicolor
+70,4.504613176537634,2.312449326710871,1.3033729080053933,0.3812783344696472,Iris-setosa
+71,5.7034042550996595,2.4819567411359613,4.969715927450327,2.005047609226851,Iris-virginica
+72,5.013205796726361,3.315889799190398,1.4082441531530128,0.19777057395830952,Iris-setosa
+73,6.130531812156272,3.0,4.600263301900209,1.352834197470318,Iris-versicolor
+74,4.85994428415115,3.033285869393256,1.4668667561240305,0.1000001099388867,Iris-setosa
+75,7.0908262486799565,3.0,5.713213364164129,2.08368254254176,Iris-virginica
+76,4.567520045974521,3.3529673587277333,1.392126227802521,0.2794048071718466,Iris-setosa
+77,4.604452699176111,3.2022389960986977,1.4033157555499962,0.21469025857355453,Iris-setosa
+78,6.280153537390456,2.5189630030248598,4.989979083507434,1.5140820020295478,Iris-versicolor
+79,6.309024212013357,3.4400606268826164,5.612859164628673,2.39511571651904,Iris-virginica
+80,6.0481967048550285,2.2,4.996406631184619,1.532337754039477,Iris-virginica
+81,5.04076963237016,3.3187794182528547,1.4272182642975717,0.19701444266134405,Iris-setosa
+82,4.799778348809706,3.0,1.3972623579227987,0.29375589923045525,Iris-setosa
+83,5.144039724800926,2.6176469855804205,3.8518597881865597,1.3562774226210204,Iris-versicolor
+84,6.692446696053967,3.3009140998189066,5.695352563780653,2.4999995292232158,Iris-virginica
+85,6.916829432320648,3.0878418548678597,5.111321736006926,2.3021534176628844,Iris-virginica
+86,4.933458835411713,3.175052330645701,1.399566751988726,0.19243726519718024,Iris-setosa
+87,7.293354214353187,2.907462022152415,6.319619375681347,1.7996760842410022,Iris-virginica
+88,6.550559000794961,3.0,5.791662164606647,2.2245458163150698,Iris-virginica
+89,5.816666910341597,2.811173415995749,5.102409352057321,2.413459629260542,Iris-virginica
+90,7.294840945529119,2.905817827188152,6.325241366236143,1.7966106595181923,Iris-virginica
+91,6.308447537159738,2.6964568067184915,4.965937234239096,1.795419963977906,Iris-virginica
+92,7.665317547174557,2.6114215620964893,6.899998571867879,2.299123648327747,Iris-virginica
+93,5.833704974476039,2.8249906658222503,5.0946287059639594,2.396155535981987,Iris-virginica
+94,4.901583529396303,3.1251577212397788,1.4919378098924023,0.10000009482916526,Iris-setosa
+95,7.722043113022342,2.598684873981422,6.9,2.3076043255516416,Iris-virginica
+96,6.743240738732594,3.3100165538864434,5.797097847161396,2.5,Iris-virginica
+97,7.083004201695738,3.0079585081219853,5.92885912827248,2.1655961284873464,Iris-virginica
+98,4.926545699975638,2.4182674215986326,3.166908792931796,1.042436859309435,Iris-versicolor
+99,7.736608846048542,2.618666959198457,6.9,2.3024143936485855,Iris-virginica
+100,5.822305018455747,2.8298961085132723,5.111680993886353,2.398958309957049,Iris-virginica
+101,6.044552123657167,3.234869135922813,4.769483896639747,1.7530943573594577,Iris-versicolor
+102,6.8712974810446426,3.2028144150095827,5.7928299671314445,2.2951271092433037,Iris-virginica
+103,5.889244468457509,3.2111131043816448,4.792560146850484,1.7965635189288607,Iris-versicolor
+104,6.9999050061861645,3.1485569701544622,5.732119881434705,2.2598285332802974,Iris-virginica
+105,4.812275002923527,3.0,1.3978197908740773,0.3288260115563944,Iris-setosa
+106,7.032484719235767,3.0374486067079602,5.7691562492457225,2.189894555686721,Iris-virginica
+107,5.1912731730812,2.590605344215452,3.6179054334851304,1.2944282247652263,Iris-versicolor
+108,7.321013369739866,2.884712522567931,6.32237967094369,1.8071503970955949,Iris-virginica
+109,6.02282656186012,2.9357244293917364,4.411688067292207,1.539884323805034,Iris-versicolor
+110,6.496077997492474,3.0,5.892492632207578,2.2426059770306424,Iris-virginica
+111,5.844706764719587,2.816004840961552,5.103881857392692,2.403904598317012,Iris-virginica
+112,5.6350687467851674,3.0,3.9044182744192155,1.3324098184651172,Iris-versicolor
+113,5.577769504358459,2.843813630269581,3.717584604094586,1.2391883092183769,Iris-versicolor
+114,5.863559923009621,2.8938262751759143,4.555686085761325,1.3497526098106383,Iris-versicolor
+115,5.121849325407034,3.513644487818755,1.4041960941055502,0.2990927203617605,Iris-setosa
+116,5.442259494215322,3.416346811523003,1.8036191257807315,0.20126730845789728,Iris-setosa
+117,7.6937732446495835,2.595270649655739,6.9,2.280337395975318,Iris-virginica
+118,5.030259733063565,3.4968387481739254,1.641208548232187,0.4141846135933952,Iris-setosa
+119,6.564993912679924,3.0,5.533496068342286,1.7987985861819866,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/13/test.csv b/iris/tab_ddpm/4_2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/13/train.csv b/iris/tab_ddpm/4_2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/13/val.csv b/iris/tab_ddpm/4_2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/14/synth.csv b/iris/tab_ddpm/4_2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..82081be359d1d6d0f738c56ca70225eceb7ae9bd
--- /dev/null
+++ b/iris/tab_ddpm/4_2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.556182623146227,2.438162849731439,3.799484829773811,1.085667703730682,Iris-versicolor
+1,6.3974601814355925,2.906880838913344,4.320278659766344,1.2987812861193286,Iris-versicolor
+2,5.949154556373557,2.6917967884012866,5.076749516812622,1.5557886051794174,Iris-versicolor
+3,6.15641849850682,2.2,4.404717616341851,1.4913084120286721,Iris-versicolor
+4,5.417524849416106,2.9559797098921696,4.139644572827785,1.455097015136705,Iris-versicolor
+5,5.006442346752362,3.207313377625146,1.2,0.2001998335983242,Iris-setosa
+6,6.513012527748505,3.0,5.527503873588327,1.8015604773431515,Iris-virginica
+7,6.1409314320040504,2.609865045163252,5.5958638108105,1.4418290995769372,Iris-virginica
+8,4.640876085328246,3.1129697114119446,1.4013075743331436,0.19566404924218006,Iris-setosa
+9,5.0448792518359635,3.3877113929686673,1.4691364424545972,0.260938085777234,Iris-setosa
+10,6.519041364798496,3.0,5.53873340539274,1.823627815658448,Iris-virginica
+11,6.32140087999798,2.716930223721022,4.970516961054858,1.7979597805092387,Iris-virginica
+12,5.881445195526693,3.0,4.4294563525245545,1.3479262798374398,Iris-versicolor
+13,5.01518358462318,3.323230490235886,1.4101758769666182,0.20278598794537547,Iris-setosa
+14,5.558584305037923,2.5187139455613914,4.0603754162243,1.0846241829642138,Iris-versicolor
+15,4.884085662581664,3.0,1.3986351375706376,0.1918724316410158,Iris-setosa
+16,7.306474472161448,2.9147379859149987,6.2900473201680835,1.7971223470221593,Iris-virginica
+17,6.162668757485663,2.200000389275187,4.433488954606249,1.4868088985155656,Iris-versicolor
+18,6.635556730346017,3.197104529238066,5.089242687894914,2.0974770348205336,Iris-virginica
+19,6.519970025375797,3.0,5.541224828031571,1.8111581131907297,Iris-virginica
+20,6.706938411664207,3.3059857194595215,5.718686715861069,2.1008674656637156,Iris-virginica
+21,4.889875330015274,2.3956368353071897,3.1983585805351993,1.0189783689065999,Iris-versicolor
+22,6.298019567455923,2.51529939810135,4.913763911779011,1.5016648166875128,Iris-versicolor
+23,6.792767618838895,2.9931575706856854,4.976489231889664,1.624420022338137,Iris-versicolor
+24,5.424746058933477,3.4949175930655176,1.6458613519426502,0.4087031998264762,Iris-setosa
+25,6.302212437435896,2.3133674916669804,4.422700831881151,1.3016953818967218,Iris-versicolor
+26,6.587083623259842,3.027934753122157,5.469082209732381,1.8939067629990505,Iris-virginica
+27,6.011003192983631,2.7091871574075768,5.102685611966172,1.6118945424957565,Iris-versicolor
+28,6.685907207788889,3.292690242916204,5.802497598325868,2.082156130678424,Iris-virginica
+29,6.063597740116789,2.8026785535228687,4.718086994463903,1.2016031983239766,Iris-versicolor
+30,6.782607578890789,3.0,5.508219965988853,2.1413039961575437,Iris-virginica
+31,6.716963087643381,2.518869927786074,5.826115990803209,1.8049495036198144,Iris-virginica
+32,5.757570821558417,2.5986076435186063,5.059942100886794,1.9327081359979075,Iris-virginica
+33,6.516681244629418,3.0,5.418260985545771,1.804986476422838,Iris-virginica
+34,4.600234926823672,3.2187511812948584,1.3993657671501656,0.19905383289626505,Iris-setosa
+35,6.72012958351634,2.4831759075735413,5.769534793224778,1.8013634015996616,Iris-virginica
+36,6.3023207699100325,3.298213199016126,4.707944851467233,1.5966563938548926,Iris-versicolor
+37,6.775904190836309,2.852176392944496,4.832165255726009,1.4725734784815627,Iris-versicolor
+38,6.855780066405142,3.20756484054605,5.755443288323701,2.302581024232157,Iris-virginica
+39,6.799006260331772,3.1054891239341678,5.10166313268976,2.3284486910206357,Iris-virginica
+40,5.0292806219463495,3.2098442428692913,1.2000002400897232,0.19997325968062074,Iris-setosa
+41,6.414684939249508,2.9783140058485125,5.610396096758241,1.7942027788296238,Iris-virginica
+42,5.089825903522953,3.410606993804861,1.7161477489316608,0.20139564413248826,Iris-setosa
+43,5.942527309041063,2.2,5.002019988097127,1.4871205437878803,Iris-virginica
+44,5.371648995873847,3.8811293104257016,1.674508907784518,0.39369135842593794,Iris-setosa
+45,5.504128654629454,2.560483582750385,4.3330431932369935,1.1570878703629346,Iris-versicolor
+46,6.313385835872305,2.3060721420671166,4.436357440225075,1.3033116093317694,Iris-versicolor
+47,6.981245834489965,3.0,5.673819903827459,2.0659549488934026,Iris-virginica
+48,6.896764024424263,3.1094678286835844,5.111661640417315,2.2968259992122118,Iris-virginica
+49,5.979581470430848,2.2000003073000927,4.970502482056447,1.523713483129607,Iris-virginica
+50,4.5958800076219,3.394938281863952,1.396861011869547,0.29737502248358605,Iris-setosa
+51,4.578843737368238,3.4232196140859186,1.401656128465729,0.3167030282769848,Iris-setosa
+52,4.501274497440905,2.3027834408885752,1.3097849233783696,0.2923338253690848,Iris-setosa
+53,6.2858100518653215,2.8849349127084762,4.543979484108073,1.2448485453700298,Iris-versicolor
+54,4.595460585932607,3.4403563785800864,1.4004774866292662,0.28964826920719733,Iris-setosa
+55,5.461404540899176,4.1999992581481225,1.4106240417352598,0.2001646165497867,Iris-setosa
+56,5.816247396221459,2.7326262188331465,4.5722915908447535,1.1644821164334205,Iris-versicolor
+57,6.502813212989808,3.0,5.813215899266671,2.210845659877049,Iris-virginica
+58,4.981478556938285,3.3038269684249575,1.40434205566944,0.1998280790533609,Iris-setosa
+59,5.4935471197448535,3.5599180961081256,1.7079846940674286,0.33601237801225287,Iris-setosa
+60,6.419826417284563,3.0,5.510520280639924,1.787647411825184,Iris-virginica
+61,6.021712082246717,3.0,4.784695931011743,1.802118639209956,Iris-virginica
+62,6.7718430886038465,2.8214221697330077,4.816977400235707,1.4053880956248688,Iris-versicolor
+63,5.379332830908341,3.0,4.419861930274116,1.506089868417764,Iris-versicolor
+64,5.907109428788276,3.2056840780406333,4.7758112459245,1.804223776589972,Iris-versicolor
+65,5.57970882130541,2.577005647454722,4.222219175097194,1.1582893830260603,Iris-versicolor
+66,6.269434190155823,2.902378007886143,5.5389321390377635,1.8019126582380227,Iris-virginica
+67,6.704584209666936,3.285751119847338,5.7021442222493155,2.1040553529504566,Iris-virginica
+68,5.505954005394854,2.50161660506036,3.9424474563782996,1.1294695241171642,Iris-versicolor
+69,7.712775794236219,2.601353067693717,6.8999987410028245,2.311125945599749,Iris-virginica
+70,7.684783072050416,2.594049991948356,6.9,2.304678109362126,Iris-virginica
+71,5.524379429782437,2.390010315028324,3.795339834348978,1.1079982375406814,Iris-versicolor
+72,6.172326073945069,2.2,4.466431098515281,1.510228460900793,Iris-versicolor
+73,4.880400269983236,3.0927694752650527,1.524651407305546,0.10000010172872807,Iris-setosa
+74,7.729819414200438,2.5901020958717442,6.899998799516709,2.3170612427128354,Iris-virginica
+75,4.963320223191862,2.4355669394067654,2.9750354347618027,1.068391370825553,Iris-versicolor
+76,4.486539424165936,2.2773126010115203,1.3091309213118378,0.29024689548458577,Iris-setosa
+77,4.635496231987292,3.387958913351591,1.4033219200693863,0.2939508877604461,Iris-setosa
+78,4.82758554852923,3.0251328746342563,1.453110274370218,0.1,Iris-setosa
+79,6.817991601393983,3.1742128065450594,5.842361212429824,2.2885370124442703,Iris-virginica
+80,5.11571703574376,3.850038627037284,1.6300183211011048,0.21027254496624198,Iris-setosa
+81,4.986087981795113,3.2041375296411454,1.2,0.20419476610854007,Iris-setosa
+82,5.594263953120156,2.7385874363182814,3.9654915297840017,1.2970790907977594,Iris-versicolor
+83,5.940639948650241,3.0,5.103896814981754,1.8016987481583102,Iris-virginica
+84,4.907063468733221,3.0952700675561515,1.6945399638320882,0.10000010339454775,Iris-setosa
+85,5.9280625057006215,3.0,4.289488283415682,1.5195987234016033,Iris-versicolor
+86,6.991161450291447,3.0,5.735553879792064,2.107149489501962,Iris-virginica
+87,4.870701162282362,3.0,1.405142788162297,0.1,Iris-setosa
+88,4.4,2.8705302831121906,1.4080789162123144,0.20240909259029433,Iris-setosa
+89,5.969071000710853,3.0,4.3139886068193585,1.5560368499303037,Iris-versicolor
+90,5.738774312181526,2.506198187779821,4.94796897267948,1.9951859652183768,Iris-virginica
+91,6.267804533486212,3.4016754974508023,5.604815479087766,2.396293491717058,Iris-virginica
+92,5.56315575555867,2.5664843943345725,3.9363792958280133,1.1749861873115073,Iris-versicolor
+93,4.585852379353474,3.402727066916692,1.4015577281399025,0.2879119830329567,Iris-setosa
+94,6.027249368438235,3.0,4.450623335555236,1.5135993646041688,Iris-versicolor
+95,5.107731714998892,3.70350236500287,1.726793696490942,0.344323113372765,Iris-setosa
+96,6.316475212094938,2.2934879710198435,4.421526784403145,1.2852684556693708,Iris-versicolor
+97,7.707419545017947,2.618557475577093,6.9,2.3105421735505605,Iris-virginica
+98,6.004082537077925,2.7034512796420245,5.098016878191317,1.5982399819022188,Iris-versicolor
+99,7.288633645297849,2.906334769918667,6.270989017864546,1.802690804263655,Iris-virginica
+100,4.905443489322053,3.1210385862833157,1.5565608770051127,0.1,Iris-setosa
+101,5.324728054249603,3.8466341656123344,1.7100610776062188,0.38557126147417176,Iris-setosa
+102,5.348442764223478,3.3841359236252653,1.6114536121609961,0.213718856782737,Iris-setosa
+103,5.424999761068072,3.0,4.471560010457554,1.4633090691339556,Iris-versicolor
+104,6.495822671871345,3.18648274536076,5.090172280569192,2.0177261214359192,Iris-virginica
+105,6.736353349267611,3.0,5.50125018253273,2.1168007948018164,Iris-virginica
+106,4.81702928213249,3.0,1.3810999320439459,0.289924373743728,Iris-setosa
+107,4.863888746527,3.0722892298683484,1.4643958541579052,0.1,Iris-setosa
+108,5.523940696338512,2.632433122382854,4.103297731359952,1.2633041551881137,Iris-versicolor
+109,5.923259334262326,3.193382950339113,4.781119630084986,1.791413358842497,Iris-versicolor
+110,5.796046513968513,2.9203481090767256,4.345874066583901,1.3201805005459268,Iris-versicolor
+111,6.415211562824039,2.9954529422255445,5.8031804294315865,2.0591591584693147,Iris-virginica
+112,7.031557319656199,3.0,5.688032849281069,2.087744719053525,Iris-virginica
+113,4.990581936141896,3.4590411278428252,1.4761753053085291,0.331082150584572,Iris-setosa
+114,5.126784864647476,3.7510561637587605,1.4961841465724979,0.2132281083592095,Iris-setosa
+115,5.083672279579005,2.6173911026961707,3.679158658985979,1.3624715538585617,Iris-versicolor
+116,4.631365384622733,3.318051798079348,1.4097534501868805,0.2639406269786323,Iris-setosa
+117,4.580554661204061,3.379927302157051,1.3890447703858548,0.29287402673646024,Iris-setosa
+118,6.563691685006598,3.1804632814008005,5.1079205701029435,2.0557668809361487,Iris-virginica
+119,5.812844980960805,2.800877313588452,5.08763256349167,2.40698855261486,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/14/test.csv b/iris/tab_ddpm/4_2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/14/train.csv b/iris/tab_ddpm/4_2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/14/val.csv b/iris/tab_ddpm/4_2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/15/synth.csv b/iris/tab_ddpm/4_2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5b14205072e462bf6a776a35d47f48cd88e421a6
--- /dev/null
+++ b/iris/tab_ddpm/4_2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.638683656274051,2.7382832662459777,4.478478617637155,1.2756643335514677,Iris-versicolor
+1,6.070281713324123,2.930072929329632,4.3661134956259735,1.4130486837294165,Iris-versicolor
+2,5.627398273983565,3.0,4.109841102608686,1.3247668224918856,Iris-versicolor
+3,6.215708757517954,2.200000280371645,4.5478644368944945,1.4779128142174562,Iris-versicolor
+4,4.789028438150725,3.0,1.3835746011758954,0.10000010197607534,Iris-setosa
+5,5.607205532800132,2.706028737605064,4.292749424187788,1.3190608098485632,Iris-versicolor
+6,5.953230602480931,3.0,4.417910916751468,1.531938875694686,Iris-versicolor
+7,6.149963946382208,2.2,4.464477866520468,1.49741090302615,Iris-versicolor
+8,6.868649161967793,3.1036589404927653,5.101167996529767,2.283387205702502,Iris-virginica
+9,7.699421776682921,2.5844742574638957,6.9,2.2975297728217248,Iris-virginica
+10,5.084362905651859,3.6347476969376937,1.4997908750740319,0.45313583549146125,Iris-setosa
+11,6.016984904879456,3.0,4.799335520186522,1.7950215827120748,Iris-virginica
+12,4.886055993342077,3.089986937412652,1.494778537061975,0.1,Iris-setosa
+13,6.823655036672927,3.194962301207942,5.89368966700874,2.274623152839846,Iris-virginica
+14,7.899998860574906,3.7687608499376193,6.455452218880958,1.9953580116964906,Iris-virginica
+15,5.0738173355772,3.4716387297963585,1.3936531838198094,0.2814618727548747,Iris-setosa
+16,6.195055892403445,2.2,4.473368255492977,1.4708071744175049,Iris-versicolor
+17,6.383296580268901,2.70587948223527,5.118108793674476,1.8578965146637354,Iris-virginica
+18,6.3280778752583355,2.7358496170003685,5.476282607026356,1.788642250453236,Iris-virginica
+19,4.90229103286396,3.0819929253093763,1.4885135047784557,0.10000010007247398,Iris-setosa
+20,5.622970743093704,3.809995450620138,1.8997804472979856,0.37471942337485864,Iris-setosa
+21,5.984736998103333,2.706753970980408,5.089698821605163,1.590791565411579,Iris-versicolor
+22,5.622807344006348,2.671287270593666,3.8470360634285665,1.2689470918829784,Iris-versicolor
+23,7.9,3.791509244799622,6.406763601349974,2.013580450719368,Iris-virginica
+24,6.287268109189712,2.6686973622334054,4.8999563004440185,1.7936528949001886,Iris-virginica
+25,5.600116694141575,2.3762758733538356,3.7775125906491214,1.132626454720242,Iris-versicolor
+26,4.884899460302452,3.25867111166366,1.4019049143563234,0.1943410651626328,Iris-setosa
+27,5.8954869096440286,3.0,4.515531114446865,1.5125472544459913,Iris-versicolor
+28,6.93888785723962,3.141741938293089,5.740439318964988,2.2759653690179587,Iris-virginica
+29,5.841637523633601,3.2117977752254285,4.749162360559558,1.804911260416364,Iris-versicolor
+30,6.777476037207812,2.825028693699862,4.796467474311328,1.4027262190959209,Iris-versicolor
+31,4.505073511153868,2.301015962173125,1.302752472514943,0.3578831199684502,Iris-setosa
+32,5.348088160722046,3.9071085635329488,1.6022592232577608,0.39278918474913627,Iris-setosa
+33,4.893266886886046,3.110572932368393,1.490395277980605,0.10000015703487354,Iris-setosa
+34,6.710195038864112,2.4884543880372583,5.823959801558244,1.8045673330896923,Iris-virginica
+35,4.999191788477043,3.200216316176424,1.2000002440242408,0.19686364837544318,Iris-setosa
+36,5.030000436528749,3.3475817023034815,1.4005372897529802,0.20538186481214538,Iris-setosa
+37,7.230191333689413,2.9759729588025707,6.16209588235354,1.9157991665284229,Iris-virginica
+38,5.133585442980143,2.648117447466008,3.807991692697183,1.3989958301255552,Iris-versicolor
+39,6.494241628322306,3.0,5.4563250211471646,1.8079140540296772,Iris-virginica
+40,4.901547761963657,3.0,1.389148267313534,0.20352484906444718,Iris-setosa
+41,4.89625811758347,2.396451327859921,3.523671972924977,1.0416978295712624,Iris-versicolor
+42,6.123145442237776,3.020607851982697,4.599313880949436,1.4384797246197478,Iris-versicolor
+43,7.712885320712262,2.6104025355688494,6.899998863652931,2.299554337480824,Iris-virginica
+44,6.683647776208369,2.530855039030508,5.843443959350092,1.8066233466697974,Iris-virginica
+45,6.6760560607790715,3.28432976055637,5.667278805624707,2.104695199999486,Iris-virginica
+46,6.390730808495942,2.90424860196141,4.2920279124261,1.3157230723290572,Iris-versicolor
+47,5.811279469977431,2.799155841158632,5.109762773518686,2.3902092801057004,Iris-virginica
+48,6.6260880859336435,3.2253838334348055,5.17869378743523,2.082782349949524,Iris-virginica
+49,5.000802759078821,2.4459216821811682,3.129904978251621,1.048275783256158,Iris-versicolor
+50,7.686322582690956,2.6148106098206854,6.899998887144575,2.3003968424324044,Iris-virginica
+51,4.947900892781646,2.4222807174318484,3.3185465951409845,1.086961743195044,Iris-versicolor
+52,5.470344227396746,3.4450316399826675,1.6721788834247961,0.20373994571514253,Iris-setosa
+53,7.6958522591358385,2.604728887514309,6.9,2.3087400206575066,Iris-virginica
+54,5.480804576374971,4.2,1.386496152664604,0.1951960556542838,Iris-setosa
+55,4.670423021621263,3.4042983450404054,1.4024026054130827,0.2995165196737764,Iris-setosa
+56,6.127169820864062,3.0,4.59621214928723,1.3997488241808371,Iris-versicolor
+57,5.4077153447088,3.3964258813248316,1.7093647258554001,0.19943136336144812,Iris-setosa
+58,5.532636289339955,2.5771561922853117,4.1570704454763,1.1797501173221296,Iris-versicolor
+59,6.890460294759584,3.099031984390443,5.098392580583611,2.3055171507746546,Iris-virginica
+60,5.578126250270332,2.5708690043892246,4.265197525365429,1.1696230742026508,Iris-versicolor
+61,4.89805252067835,3.1035690800346956,1.596294482777881,0.10000010477319153,Iris-setosa
+62,6.303124793344244,2.8445005211033054,5.391108164020845,1.8209793105854253,Iris-virginica
+63,6.705690815824135,3.285659760392174,5.699306489182934,2.11336622082323,Iris-virginica
+64,5.712625281740373,2.5034942505407023,5.017008151993919,2.007533636374788,Iris-virginica
+65,5.989063899834014,3.0,4.7728546182838665,1.801139168032627,Iris-virginica
+66,6.918769488433377,3.1912133778530047,5.841292524308989,2.2831915202362243,Iris-virginica
+67,6.428438914387019,3.1522493721054703,5.090026403031766,1.9742201067259795,Iris-virginica
+68,5.435931724475324,3.400004695712395,1.7663962255398304,0.19759171778715734,Iris-setosa
+69,5.708158389554722,2.9679071318384356,3.9555552865933743,1.3903169118442253,Iris-versicolor
+70,6.11252653535933,3.0,4.551139014253798,1.398064064678686,Iris-versicolor
+71,6.027697459282712,2.6973002917996167,5.1134645144008335,1.6069027052061449,Iris-versicolor
+72,6.333718114304053,3.3961506460259527,5.633852111482941,2.3876810444810848,Iris-virginica
+73,6.282918738860962,2.367608786452501,4.629826178165157,1.3995601703830323,Iris-versicolor
+74,6.305559194835045,3.4020328644498683,5.59536457305823,2.4047746769656584,Iris-virginica
+75,6.729611168962997,3.310179079617369,5.685996733664938,2.499999639485125,Iris-virginica
+76,4.598927484430787,3.408547104579547,1.40008736218562,0.3619988326569316,Iris-setosa
+77,5.688300183379258,3.0,4.247447286812353,1.371050813803386,Iris-versicolor
+78,7.25160206094026,2.893884211155529,6.278646014416069,1.8091020402685434,Iris-virginica
+79,6.691092348481524,3.0,4.972650648596266,1.7141184567641927,Iris-versicolor
+80,4.900427645619969,3.108848364444827,1.5294174058390502,0.1,Iris-setosa
+81,6.433120503590833,2.670996302577904,5.394534529834724,1.8941067504562794,Iris-virginica
+82,6.77973387010244,3.0,5.446508016932291,2.093081522669902,Iris-virginica
+83,6.310991406357814,2.458162540363702,4.810513352107352,1.4758297491446648,Iris-versicolor
+84,5.42862102046899,3.0,4.4689798834482275,1.4619735533214229,Iris-versicolor
+85,6.317255307798533,3.3952223297396995,5.627615831029468,2.3839082381550476,Iris-virginica
+86,6.70916104486326,3.2935908162443033,5.684510373744421,2.10310084916877,Iris-virginica
+87,5.451634458372519,4.199999041681451,1.3833888222285244,0.1970914344236519,Iris-setosa
+88,6.029652335113871,2.200000302618428,5.00508119253728,1.5218454822298908,Iris-virginica
+89,6.011978867985057,2.6903586648418227,5.1074928682347895,1.6086975139225406,Iris-versicolor
+90,6.686494138474371,3.0,4.9752211331709155,1.6939044071854463,Iris-versicolor
+91,6.769226396571082,3.0,5.704188037276763,2.1349237085038864,Iris-virginica
+92,5.444733686372204,3.901174053788357,1.7368158567471004,0.399406130207591,Iris-setosa
+93,6.410618623221866,3.0,5.452128136239069,1.8107679754672257,Iris-virginica
+94,5.004546858902806,3.2256575857465277,1.2000002924906665,0.19998336091000685,Iris-setosa
+95,5.505905468142705,4.199999138305592,1.4049728173694214,0.19691242964416636,Iris-setosa
+96,4.990872716349649,3.278554776462641,1.3905316846040248,0.2050181080890299,Iris-setosa
+97,5.603989691080661,2.4845564972291982,3.941821646889047,1.1517160785249385,Iris-versicolor
+98,5.492552439040437,4.2,1.3964311669905942,0.20256386174465765,Iris-setosa
+99,4.606933430328216,3.138025072103606,1.4070487391090543,0.20252855438138714,Iris-setosa
+100,5.851919312449301,2.790330742261483,5.110102280582787,2.346535390826438,Iris-virginica
+101,5.667209029340753,2.750574312314351,4.1565951685652776,1.3076907835380691,Iris-versicolor
+102,6.339923066101731,2.4568178444811544,4.860046005079865,1.4696653399820094,Iris-versicolor
+103,5.9915559756270005,2.704163864163315,5.07659451378669,1.5887452661899029,Iris-versicolor
+104,5.487564930110334,4.199999219393476,1.4003670327661522,0.19364228981629963,Iris-setosa
+105,6.454553665289666,2.7816680408535848,4.880613749301746,1.4939006511799091,Iris-versicolor
+106,6.801842784556035,3.2035258448489605,5.810915845685658,2.302125368030922,Iris-virginica
+107,4.988437144225523,3.224768126687841,1.2,0.20077104749473706,Iris-setosa
+108,4.905206363229443,3.111838355028048,1.5834225893069687,0.10000011314182831,Iris-setosa
+109,6.786897481048248,3.202026128555013,5.943948971354503,2.3009089824882825,Iris-virginica
+110,6.39058699686119,2.880936454604615,4.256839986985767,1.2776095624410122,Iris-versicolor
+111,5.800977087281009,2.8205035484712138,5.091204765129088,2.403120014743763,Iris-virginica
+112,7.165883102423352,2.92832810884002,6.1788901228156545,1.9021073701994347,Iris-virginica
+113,6.315923004282676,3.3101566338159425,4.747684364232851,1.601827045344148,Iris-versicolor
+114,5.52920370008295,2.4937631977468144,4.1439985344049965,1.086721067116131,Iris-versicolor
+115,5.475914632197444,2.3765369388084774,3.7662284633891376,1.0946075762361138,Iris-versicolor
+116,6.906228785979823,3.0,5.389540328952071,2.201175858271265,Iris-virginica
+117,6.102091893744087,2.599228130839782,5.628438843918906,1.404199760299349,Iris-virginica
+118,5.118059958410115,3.6673223579756757,1.526368037894234,0.4448349372645452,Iris-setosa
+119,4.499540529812133,2.3081570318680864,1.3045589316814525,0.3121104055819308,Iris-setosa
diff --git a/iris/tab_ddpm/4_2/15/test.csv b/iris/tab_ddpm/4_2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/15/train.csv b/iris/tab_ddpm/4_2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/15/val.csv b/iris/tab_ddpm/4_2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/16/synth.csv b/iris/tab_ddpm/4_2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..71a70d2101b0846e613bed68722b3aa2269beb4e
--- /dev/null
+++ b/iris/tab_ddpm/4_2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.89362526093698,3.0,1.3913856136631608,0.19342505723941755,Iris-setosa
+1,5.4218716495322745,3.0,4.506560548897399,1.5512212738705426,Iris-versicolor
+2,6.797024109936271,3.16937874016414,5.811128368745688,2.291482386656029,Iris-virginica
+3,6.018786715779415,3.0,4.298626109884411,1.4800871465282344,Iris-versicolor
+4,6.678140452027533,3.2706450208541145,5.688910442956129,2.101961689941432,Iris-virginica
+5,6.081478061112022,2.6067400423927554,5.5956472901390955,1.4177592314032543,Iris-virginica
+6,6.677741951377457,3.0,5.008790526724109,1.706285984910523,Iris-versicolor
+7,5.714602497418543,2.343191249347535,4.073917918635651,1.1737517661494967,Iris-versicolor
+8,4.985182417303955,3.4307100247604994,1.4960076814077918,0.4803043292653992,Iris-setosa
+9,5.225418430623718,3.409117724449188,1.4966682647621294,0.20332693015047265,Iris-setosa
+10,5.017128690669233,2.4582969303503566,2.9281328021531894,1.0155828754092777,Iris-versicolor
+11,6.295299438244515,2.6963674071052615,4.890758819257972,1.792017760064783,Iris-virginica
+12,6.008562432178279,2.200000304578724,4.941051293690168,1.5069020960003179,Iris-virginica
+13,5.579727233429319,2.989408912860775,3.8726889603083787,1.2996556437586506,Iris-versicolor
+14,4.918643883845803,2.397200189408853,3.2248412374449695,0.9504134172897654,Iris-versicolor
+15,5.004321209829532,3.301198712421267,1.4017130790816608,0.19927155053026163,Iris-setosa
+16,5.991586593608201,3.0,4.802443448112169,1.7955641470447847,Iris-virginica
+17,5.7581993169093915,2.769917662375942,5.09647200811501,2.3707160753305967,Iris-virginica
+18,5.552878641420033,2.656564813791657,4.1515346344292405,1.2648234766796613,Iris-versicolor
+19,4.4,2.8997610450893982,1.3921837123310592,0.19433854122216682,Iris-setosa
+20,5.590897465369863,2.4817083924004213,3.7475205217379486,1.1040994264227595,Iris-versicolor
+21,5.014070946074757,2.4548761810317155,3.270656759288303,1.071881251962702,Iris-versicolor
+22,5.194234121640986,3.7636604662743096,1.5353313653222487,0.44300272980584565,Iris-setosa
+23,6.391983749559139,2.7111730612740583,5.329126411672724,1.8835055075299911,Iris-virginica
+24,5.468613740476054,3.4845072360830964,1.6330307172478964,0.20176810064078107,Iris-setosa
+25,5.835503000307586,2.9781624755103238,4.0169116544737316,1.4530224683832653,Iris-versicolor
+26,4.4,2.91267303310071,1.3938459575222901,0.19604666899329196,Iris-setosa
+27,6.79163983707425,2.818823203559421,4.78310773688925,1.4013631337333525,Iris-versicolor
+28,4.916113454812432,3.0,1.3966024549996572,0.19135497243948885,Iris-setosa
+29,6.662752997030213,3.259888177329918,5.660075900370379,2.1013458216680005,Iris-virginica
+30,5.998534349519465,3.0,4.900879957131937,1.80718223418503,Iris-virginica
+31,5.086221771895427,3.7779642937286106,1.6225436904006156,0.21653535350484682,Iris-setosa
+32,4.400000481361008,2.9144464557199847,1.395725008340445,0.20066821218243966,Iris-setosa
+33,6.7994883670076725,3.19388087058754,5.828783487054981,2.2787100386984456,Iris-virginica
+34,5.913654964275721,3.0,5.133365312978002,1.7968663947793397,Iris-virginica
+35,5.48532785251362,2.5937282333521456,4.373403942028214,1.1959228561450883,Iris-versicolor
+36,5.9452211458623285,3.0,5.108317283419895,1.7868050338247667,Iris-virginica
+37,4.985292423886218,3.2088534392503503,1.2000002062911532,0.1976222759065987,Iris-setosa
+38,4.8054933752253906,3.02314043843303,1.432242486313596,0.10000009694524267,Iris-setosa
+39,5.085600357821174,2.478801153986241,3.429904614044977,1.1577538644290295,Iris-versicolor
+40,5.186902667617294,2.505169446699482,3.2271156369393057,1.1149250145834528,Iris-versicolor
+41,5.7135262031487875,2.881458721969568,3.9175458989063996,1.3798391308070561,Iris-versicolor
+42,6.5402277485310005,3.0,5.6990543436718974,2.180520611559676,Iris-virginica
+43,6.796370888563256,3.1781006580090545,5.871503482626468,2.2926146258651396,Iris-virginica
+44,7.9,3.712497097442324,6.431919037483519,2.038941116648228,Iris-virginica
+45,6.046864803311858,3.0,4.651386218832337,1.5128080704359284,Iris-versicolor
+46,7.899998455406184,3.778744819350065,6.470966204130494,1.9758005520849629,Iris-virginica
+47,5.0061842765823,3.4067788983633474,1.549360900021292,0.41120093771164884,Iris-setosa
+48,5.482260900527817,2.5057559264399694,4.228931332164598,1.1373806513451215,Iris-versicolor
+49,5.274944238795747,3.3557652429186247,1.5887235844953675,0.4503991854468094,Iris-setosa
+50,6.2799924556626925,2.9026647512945414,5.606155257459329,1.79692803110972,Iris-virginica
+51,5.997375670588962,2.2000002919068207,4.98876445162783,1.4682442412212173,Iris-virginica
+52,4.987041289145211,3.2853294594225333,1.3858096312483177,0.19680897694025568,Iris-setosa
+53,6.295918148350171,2.723642794740448,4.904807414624711,1.793914499565429,Iris-virginica
+54,5.552229685540625,2.5267633237435705,3.9200296349341635,1.1109906343145235,Iris-versicolor
+55,6.718452803511777,3.0,5.017941425135247,1.7094960605132044,Iris-versicolor
+56,5.854092926917788,2.787642487446947,4.536182038811616,1.2860743542125928,Iris-versicolor
+57,6.1170477077054,3.2756970974293043,4.777013400656079,1.7073454029199915,Iris-versicolor
+58,6.013427888797335,2.2,4.9989007576783075,1.5128766257199353,Iris-virginica
+59,5.895949874831853,3.0,5.059008910513711,1.7981491139936465,Iris-virginica
+60,6.818627443040712,3.0,5.484713545418902,2.112980238579112,Iris-virginica
+61,5.423032823020709,2.418439440751599,3.6754471499701653,1.0888605098913606,Iris-versicolor
+62,5.985750663380646,3.0,4.9501225917586,1.799202949788856,Iris-virginica
+63,6.265521713527557,2.7114388042029085,5.163142500849331,1.8324792821130882,Iris-virginica
+64,6.50956303834812,3.177934196415303,5.097654464111454,2.0529175401938984,Iris-virginica
+65,4.9851784408782684,3.2083505124684115,1.20000018518879,0.19201585867418736,Iris-setosa
+66,5.04133203093741,3.3489305868032746,1.4091155960855164,0.20643013506661156,Iris-setosa
+67,6.278949023217898,3.2995420871041916,4.697690236336194,1.561524548868056,Iris-versicolor
+68,6.3163339800363865,2.721928466205844,4.8306315826900486,1.7890004771863433,Iris-virginica
+69,7.256931420331899,2.8992258311391543,6.312343156351077,1.794833025437529,Iris-virginica
+70,5.077672199310131,3.398358549410533,1.498272088003182,0.20735659733316947,Iris-setosa
+71,6.60896003124408,3.323581783142449,5.841323889121392,2.5,Iris-virginica
+72,5.139249209936584,3.7274570550777057,1.7191533985589342,0.19899531695160588,Iris-setosa
+73,5.454397888425083,2.4139044124365414,3.702997829091016,1.0983961671569082,Iris-versicolor
+74,5.554710538300905,2.532022567077225,4.013445714776746,1.1430744809447866,Iris-versicolor
+75,4.908798322403134,3.094088960540827,1.5367563732815244,0.10000009449996371,Iris-setosa
+76,6.768023981184496,3.0036053741464315,5.806337102562051,2.2174236612925537,Iris-virginica
+77,5.500739574570558,3.406999276311983,1.7990614176636728,0.21388057719698636,Iris-setosa
+78,5.828679876125489,2.808121665559283,5.112811443113981,2.3930263066228323,Iris-virginica
+79,5.786891400115246,2.6824669195532493,5.070056184934989,1.8534019651550702,Iris-virginica
+80,4.9233147762853084,2.423012279388844,3.159169738798145,1.0215124127420425,Iris-versicolor
+81,6.73331410665196,2.846909244967836,4.803596718714594,1.4426028770120976,Iris-versicolor
+82,7.9,3.854453022352879,6.380010226736038,2.013906460019239,Iris-virginica
+83,4.982289650740028,3.2806049844983542,1.3988094587158297,0.20060006832895513,Iris-setosa
+84,5.178502717789609,3.601845761383002,1.4048708583288696,0.3818073547437256,Iris-setosa
+85,6.11604783169998,2.8435998851718276,4.670647184177782,1.2213285860376875,Iris-versicolor
+86,6.043087437563067,2.960833395716604,4.5881167775564,1.3956515800306915,Iris-versicolor
+87,5.702180360508347,3.8094434931153183,1.795093179233374,0.3436427210020249,Iris-setosa
+88,5.878424226325414,3.0,5.10493459058264,1.8105176660655349,Iris-virginica
+89,5.660640748412497,3.772686678911391,1.6706906204524703,0.3421636409266965,Iris-setosa
+90,6.107171152578887,3.05668551068454,4.496272592334026,1.4190182723072995,Iris-versicolor
+91,4.613908628073491,3.162221170231652,1.3893270529684638,0.202436545186394,Iris-setosa
+92,5.464711746361901,4.2,1.4021625416033008,0.19572415755823747,Iris-setosa
+93,5.577040098841977,3.0,4.168979821239001,1.2873795438425637,Iris-versicolor
+94,6.879835785502347,3.1969415266178363,5.8617218833836615,2.3067794468475618,Iris-virginica
+95,5.97970842360882,3.2522827584709124,4.821120210277305,1.7919801968076319,Iris-versicolor
+96,6.69100983007729,2.493557041146878,5.762678922281658,1.7990665107567159,Iris-virginica
+97,5.636734587538295,2.7189281538228998,4.297940806184352,1.3155575133905595,Iris-versicolor
+98,4.918765709436959,3.0,1.4041704551335892,0.1905906553066161,Iris-setosa
+99,4.901166401028147,3.1098293512252924,1.4901415391939687,0.10000009939590132,Iris-setosa
+100,5.762942876476605,2.5903195913483343,5.048130844366659,1.9402651259835952,Iris-virginica
+101,4.910181464192077,3.0747211570173976,1.486008254361933,0.1,Iris-setosa
+102,6.180043664367802,2.2,4.4849143306994135,1.4653173536178987,Iris-versicolor
+103,5.168585952931354,3.3385193421797776,1.6316692416718113,0.36591950556682257,Iris-setosa
+104,4.917230492267113,3.102678776210552,1.489971111694679,0.1,Iris-setosa
+105,6.6948636084163615,3.0,4.976854812131342,1.6959442581748108,Iris-versicolor
+106,6.018070439924091,2.8131312329191647,4.6732479364372175,1.1812780275377348,Iris-versicolor
+107,5.520222080312653,3.0,4.448083486322116,1.4728680181802234,Iris-versicolor
+108,6.7801234955286525,2.8088607163102184,4.774425151468095,1.3979098389733087,Iris-versicolor
+109,6.1617546910539955,2.8584043568029345,4.681585482634861,1.2547508705386434,Iris-versicolor
+110,6.316871344331294,2.9354592475682324,5.605000100158406,1.806650118184731,Iris-virginica
+111,5.4625930618224405,2.6248078199408216,4.351657811078955,1.2357032962777126,Iris-versicolor
+112,7.6817232699025135,2.598209179255283,6.9,2.2979895874814407,Iris-virginica
+113,6.28387811015388,3.406043119901437,5.645301025890334,2.403592105598354,Iris-virginica
+114,4.4,2.893742245725629,1.4021799334267995,0.1953639916114211,Iris-setosa
+115,5.550789835589534,3.6131472209358377,1.8224546163045854,0.4160034000262404,Iris-setosa
+116,4.611416220864331,3.197246287728428,1.401501111301958,0.20270218815673066,Iris-setosa
+117,6.890167782841566,3.20644275283646,5.853415044508047,2.2966407836888147,Iris-virginica
+118,5.211006290229363,2.754481806410475,3.9512131268384985,1.4282468939881847,Iris-versicolor
+119,6.254133138985183,2.992145277027669,4.357645538022337,1.4217784929167236,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/16/test.csv b/iris/tab_ddpm/4_2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/16/train.csv b/iris/tab_ddpm/4_2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/16/val.csv b/iris/tab_ddpm/4_2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/17/synth.csv b/iris/tab_ddpm/4_2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5b4ce7a44a3600548dea78dbda6999e872f0b5fb
--- /dev/null
+++ b/iris/tab_ddpm/4_2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0751700468993795,2.503001254440107,3.1469969253648267,1.1113860500319146,Iris-versicolor
+1,6.685630128323289,3.0,5.012756225517592,1.6839638842563651,Iris-versicolor
+2,5.568590965852718,3.68396343293312,1.6166840513996656,0.34031703365237836,Iris-setosa
+3,5.153746057696312,3.4979621636540075,1.494189589574316,0.40059259964239824,Iris-setosa
+4,6.916788234068922,3.1383083699747196,5.760111868986518,2.2627366250175642,Iris-virginica
+5,4.990492788068074,3.2064361330769047,1.2000003861353061,0.19962377058602815,Iris-setosa
+6,5.314758128845626,2.5034980636292468,3.276262274177175,1.1103901587792975,Iris-versicolor
+7,6.274198433388853,2.9233389179569724,5.609407062661919,1.8090887948995273,Iris-virginica
+8,5.029234193832664,3.453765269538787,1.557745366453563,0.3886595148284917,Iris-setosa
+9,6.314727965498193,2.9206446518040217,5.6066258364848744,1.7974656711852353,Iris-virginica
+10,6.113774539812809,2.617658184374935,5.608470432347084,1.4194655122319626,Iris-virginica
+11,6.506942820842857,3.0,5.560960615936368,1.8102878561606568,Iris-virginica
+12,6.1775207301217785,3.0,4.6335757576115695,1.3902425179566766,Iris-versicolor
+13,5.943909401153287,3.0,5.086118233693149,1.7902946740261194,Iris-virginica
+14,6.502259381146296,3.0,5.478427447072389,1.8070198828607487,Iris-virginica
+15,4.966007187039932,3.2562976155507855,1.4055133006812228,0.21073774793028546,Iris-setosa
+16,6.268308869598008,2.702895098426109,4.941635876889012,1.801885539573621,Iris-virginica
+17,5.774966072866039,2.79918451940796,5.09341416794273,2.4148468511801675,Iris-virginica
+18,5.490314176631441,4.2,1.4049151082546036,0.2034210177076931,Iris-setosa
+19,5.23942032232619,2.7237468794511592,3.933599213538704,1.4200543925025777,Iris-versicolor
+20,6.028334421348127,3.0,4.755135504136636,1.8017368317259634,Iris-virginica
+21,5.824612569895928,2.8301926395698183,5.1001237941656825,2.409734118009746,Iris-virginica
+22,5.203788662294763,3.7623945142934705,1.5606302639007341,0.44908940983395845,Iris-setosa
+23,4.994515455648908,3.2159355395618405,1.2000001976224277,0.20268124631058732,Iris-setosa
+24,5.4785816924044095,4.199998692720744,1.3969077646183605,0.199228669762037,Iris-setosa
+25,5.816787804391393,2.819114291747446,5.104492996485837,2.3838839029248464,Iris-virginica
+26,4.908281140877853,3.3909132177208723,1.4791044598830234,0.4309348192255895,Iris-setosa
+27,5.408378817340725,3.4021120542079486,1.7185164242926045,0.19964632365008647,Iris-setosa
+28,5.5839294045099335,3.0,4.097480740945343,1.272528550517794,Iris-versicolor
+29,6.61599973057336,3.0,5.755521509898666,2.166584554871322,Iris-virginica
+30,5.683221143234857,3.811300522881802,1.728521182315581,0.29751562084454747,Iris-setosa
+31,5.941196552295706,2.9060247583116228,4.999540719114028,1.6503484035363472,Iris-versicolor
+32,5.4858997641316725,3.45244187592401,1.8010869270505436,0.2213354143619637,Iris-setosa
+33,5.750690203915608,3.0,3.9092168480170737,1.409372844012635,Iris-versicolor
+34,5.0189623653602595,3.3223395831251654,1.4033882566179519,0.2016992679584927,Iris-setosa
+35,5.644660262708768,3.0,4.283656116781293,1.3185852613196762,Iris-versicolor
+36,5.582792070675569,3.730391495124606,1.542826493331659,0.2764395319891386,Iris-setosa
+37,6.690694979923857,3.0,4.980418612334127,1.7088619727597167,Iris-versicolor
+38,5.883364684792659,3.0,4.102582726413832,1.4441210611257815,Iris-versicolor
+39,6.039201015102691,2.8905592121794035,4.684651804170252,1.4407253955837571,Iris-versicolor
+40,6.894119006051444,3.1915737473968466,5.727861411072984,2.292164838628883,Iris-virginica
+41,5.088556677149378,3.300878509617991,1.7462607025898782,0.4374757406124983,Iris-setosa
+42,7.739670388476471,2.5750875065800063,6.9,2.326988717496825,Iris-virginica
+43,5.216771320220534,3.6618805579657234,1.4963051600900306,0.20255980623461156,Iris-setosa
+44,5.212680702161911,3.3744520998230665,1.4994209225044102,0.43495848946484733,Iris-setosa
+45,7.1359568560967475,3.0,6.043237215482481,2.0218828748443305,Iris-virginica
+46,4.589204964476395,3.401483170191068,1.3886904421895325,0.2967569929052149,Iris-setosa
+47,6.25732918564098,2.5290375169881805,4.8984110023445995,1.4914498237844245,Iris-versicolor
+48,4.88935610261065,3.0944958600893724,1.4991792838628992,0.1,Iris-setosa
+49,4.995018943265556,3.176744467074566,1.2,0.20103346188743224,Iris-setosa
+50,6.449672553109071,3.132254854646259,4.781649015657358,1.6397766488854533,Iris-versicolor
+51,5.9882420679510835,2.2,4.974470895718463,1.500178892666956,Iris-virginica
+52,4.964792225836166,2.4430093720264328,3.1481130329630336,1.0569360437616055,Iris-versicolor
+53,5.651790864062551,2.5096503689965783,3.810380076477575,1.0693549347378277,Iris-versicolor
+54,5.48490315193521,4.2,1.4064032782620737,0.20035928606965497,Iris-setosa
+55,5.931897693509141,2.905320595525798,4.440411331461485,1.4624190575463987,Iris-versicolor
+56,5.138771842280859,3.6159593524844156,1.518261007116392,0.30241626577223,Iris-setosa
+57,5.143712834614922,3.7404357915387587,1.560985076352349,0.1982551096904346,Iris-setosa
+58,5.526014467337048,3.0,4.278839868128037,1.289050342385583,Iris-versicolor
+59,6.021438156988088,2.7089901242356516,5.075388634068673,1.602938003599356,Iris-versicolor
+60,6.06961802413132,3.0,4.385116173359649,1.5349417533212544,Iris-versicolor
+61,6.008745192205816,2.9106253899579015,4.593149717421206,1.333599592003749,Iris-versicolor
+62,5.25657249920244,2.716424956925843,3.807305184994455,1.3439138732817002,Iris-versicolor
+63,6.216673643690878,3.0,4.683633924540615,1.48192884662893,Iris-versicolor
+64,5.08820480985492,3.314031503631047,1.6615709538186887,0.5855885924725379,Iris-setosa
+65,5.678966290319993,3.7783083415785472,1.6236104369212847,0.31392316069232645,Iris-setosa
+66,5.553004199617401,2.3859089031349776,3.814325944126901,1.1270040193788045,Iris-versicolor
+67,4.993922288153564,3.2200714061302413,1.200000249207942,0.19718305601086264,Iris-setosa
+68,6.825370457700869,3.2155448076439224,5.648011267922737,2.2957467252563535,Iris-virginica
+69,4.644041974032693,3.4074721889748956,1.4071900157043333,0.42287774983751814,Iris-setosa
+70,6.393860146605468,3.136795823565161,5.07500895327091,1.9564096564803648,Iris-virginica
+71,5.433249816262946,3.872777235256063,1.6260521200822404,0.42202135555886433,Iris-setosa
+72,6.678339495051801,3.279119081357432,5.777700637462022,2.0970898866600365,Iris-virginica
+73,5.7114373050659815,3.1023886892414225,4.696555920061006,1.7428078037554453,Iris-versicolor
+74,6.209082320438462,2.2,4.502700996587078,1.5041072806834506,Iris-versicolor
+75,5.582310481927658,2.5082963354984744,3.9191835102046086,1.0725432507290955,Iris-versicolor
+76,4.85867362465943,3.0,1.395873023131067,0.27163706627011985,Iris-setosa
+77,4.9082944802395785,3.0,1.3977805392327038,0.20145151606211842,Iris-setosa
+78,6.106348610208187,2.6236149659594803,5.602328202815205,1.4083773925361287,Iris-virginica
+79,5.544591118987969,3.0,4.000108468538566,1.3511526453336875,Iris-versicolor
+80,6.46758836426867,3.0,5.490732470044062,1.7956705517317861,Iris-virginica
+81,5.365884898047772,3.0,4.442493582586619,1.481016198931665,Iris-versicolor
+82,5.671301534703318,2.4884095265753103,4.976885970133708,1.9990363643299613,Iris-virginica
+83,5.885094114012645,3.0,4.274583538120392,1.4994491180183198,Iris-versicolor
+84,4.917156069358152,3.0,1.4012941135280388,0.1971370201987555,Iris-setosa
+85,6.087318340123037,2.593659630887778,5.623775948400611,1.4449283546417737,Iris-virginica
+86,5.4615103181518805,2.9007667334557197,3.937125310381638,1.3951038804062028,Iris-versicolor
+87,5.987838098728265,2.724168107499924,5.096461940763798,1.6098180523559775,Iris-versicolor
+88,6.737383453773894,3.2340489952741103,5.80362677477279,2.0940410224618726,Iris-virginica
+89,7.135676862134158,3.0,5.915371108715094,2.099533996083238,Iris-virginica
+90,4.600181161933777,3.2098697694973004,1.406730839062187,0.2024737389319876,Iris-setosa
+91,5.033385813382701,3.398121227233087,1.6169823472190934,0.3645919346363732,Iris-setosa
+92,5.6264308673205266,2.7722466481932497,4.00495552906288,1.314825207931216,Iris-versicolor
+93,6.803923218374317,3.08282788521529,5.0908594436598875,2.2834806529165035,Iris-virginica
+94,5.378625948981587,3.4072890347988167,1.4970383071765618,0.39335386253420035,Iris-setosa
+95,5.183921379185597,3.765854222237892,1.4949053791096123,0.20237564054448953,Iris-setosa
+96,6.395205695525956,2.940924929731353,5.541628095882598,1.79775074401618,Iris-virginica
+97,6.309113046921648,2.8765769297866335,4.389388486422634,1.269920973586661,Iris-versicolor
+98,5.026002643870645,2.434927873462106,3.2216511493153757,1.0788256536979168,Iris-versicolor
+99,5.7832369276497575,2.551204292641802,5.039935941341011,1.9824071353815815,Iris-virginica
+100,5.792075510031387,2.8220828207565587,5.115499299063492,2.402913756989878,Iris-virginica
+101,6.151811340763424,2.6049047326277908,5.633153535991146,1.4049322898565348,Iris-virginica
+102,5.507836767285409,4.199998156478327,1.400506943047988,0.20740230042563437,Iris-setosa
+103,7.351828384282612,2.8863855218702463,6.350389419337729,1.803992626014823,Iris-virginica
+104,6.934274449726429,3.1012216831059156,5.113187316516255,2.2988514335568073,Iris-virginica
+105,6.861200416817454,3.118910894180077,5.090562461376751,2.305013482760627,Iris-virginica
+106,5.39401100970653,3.0,4.516379180077371,1.530323034243217,Iris-versicolor
+107,7.899998721195849,3.8006355309981688,6.390255651943871,2.0257938295846767,Iris-virginica
+108,5.491584501246371,2.996159797747805,4.387471924577498,1.402761508895109,Iris-versicolor
+109,4.919061900619941,2.3923095278107094,3.2806021007067763,1.0700558110631813,Iris-versicolor
+110,5.711716960092032,2.4825635633256358,5.000676609362063,1.9929244586555375,Iris-virginica
+111,4.574288012930732,3.4027508446939385,1.3956533839202354,0.2955457689032145,Iris-setosa
+112,6.677735941667246,3.298421011705972,5.703733511662754,2.1125477098452548,Iris-virginica
+113,5.383038501237137,3.0,4.4934757339394995,1.4988173240566178,Iris-versicolor
+114,6.0677325146745265,3.0,4.567458765682964,1.4754622687010903,Iris-versicolor
+115,5.449089269269495,3.4840714753956576,1.7760396431097014,0.40415573177382536,Iris-setosa
+116,5.809743039254158,2.755603178062539,5.110973211640293,1.8477950054110337,Iris-virginica
+117,6.018744965325143,3.0,4.5071072819245295,1.4025348739238896,Iris-versicolor
+118,6.875837128620539,3.2019484339896653,5.796502284244781,2.3116812522622117,Iris-virginica
+119,6.568174580630598,3.336774616171463,5.649954495956767,2.2215474502309203,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/17/test.csv b/iris/tab_ddpm/4_2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/17/train.csv b/iris/tab_ddpm/4_2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/17/val.csv b/iris/tab_ddpm/4_2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/18/synth.csv b/iris/tab_ddpm/4_2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..535ebe273d88f9d7f00825d87ceb1aceb562e19a
--- /dev/null
+++ b/iris/tab_ddpm/4_2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7889113962657865,6.3937234440585415,2.0131081535884467,Iris-virginica
+1,5.122732200105514,3.3909191597828623,1.4934262289421736,0.19719549297894562,Iris-setosa
+2,5.213832765148888,2.698384230320794,3.957715404874984,1.3739281925718676,Iris-versicolor
+3,6.327243211633905,3.179424093465164,4.673559526609981,1.4778817983711494,Iris-versicolor
+4,5.02077677292814,2.473676929984048,3.092175849190377,1.0860464315294975,Iris-versicolor
+5,4.991525967970565,3.28261279617699,1.385136645668178,0.20196173454091945,Iris-setosa
+6,5.646111041677966,3.8174149659392596,1.6028373270435148,0.29811179355830975,Iris-setosa
+7,5.022224266065991,3.3277685836347057,1.4218590155879924,0.19960404858146122,Iris-setosa
+8,4.999402714371003,3.2089681617407493,1.200000231122711,0.19759627136487307,Iris-setosa
+9,6.54101806137889,3.186018171643657,5.113191079110788,2.0072581602296036,Iris-virginica
+10,7.061346323915144,3.204750176636176,5.797525005536124,2.2998314663063164,Iris-virginica
+11,5.365510689808636,3.393067213461349,1.6874794163355304,0.20857409072477148,Iris-setosa
+12,7.899998385728478,3.7861717381236772,6.367272276640232,1.9955461731953472,Iris-virginica
+13,5.56130992806235,3.0,4.098354535031308,1.3121598365332285,Iris-versicolor
+14,5.540972400274696,2.403855869970686,3.817253903341369,1.1114617118370034,Iris-versicolor
+15,6.502085987595716,3.0,5.79872774887677,2.213457481481469,Iris-virginica
+16,7.323613098588343,2.9116006004315698,6.343223573710385,1.791917982405269,Iris-virginica
+17,6.273934861837948,2.5312885319618035,4.827251736864573,1.496783887314491,Iris-versicolor
+18,6.828987126534599,3.2009525777800945,5.764641766228335,2.288712809385249,Iris-virginica
+19,7.120676132025894,3.0,5.75232064846747,2.2350869523750068,Iris-virginica
+20,5.724541465441062,2.492586641581003,4.990310675651498,1.9972846703980052,Iris-virginica
+21,6.709780054443753,3.306795346308885,5.69807906766035,2.499999530237468,Iris-virginica
+22,6.7053753500901845,3.291236115820029,5.667338736401982,2.4999993957405238,Iris-virginica
+23,5.40995331188609,3.8866973206499984,1.703084937113342,0.39609590049689214,Iris-setosa
+24,4.905339490768372,3.0,1.4013077916852719,0.19679898305114546,Iris-setosa
+25,6.415068926427255,2.914569621496853,4.316022851833597,1.3101648087027842,Iris-versicolor
+26,5.264746800095015,3.3581564858772,1.499450174133668,0.43973687429438646,Iris-setosa
+27,5.250826942819141,3.5693617097010217,1.560779420442345,0.1982892988333646,Iris-setosa
+28,6.281798310209284,3.3946778334347014,5.591919239225617,2.3937749982059713,Iris-virginica
+29,7.350936739070083,2.923682129268187,6.34047972034328,1.8096270758424502,Iris-virginica
+30,6.943940496218116,3.2206459897154445,5.5106945264614255,2.29951802405426,Iris-virginica
+31,6.679486984342273,3.306316478412133,5.751149588636894,2.5,Iris-virginica
+32,5.9402421916198795,3.1904493504351454,4.790335084187655,1.791822327054907,Iris-versicolor
+33,6.302630388076035,2.510229822363107,4.917346375808822,1.5210030409006952,Iris-versicolor
+34,5.776208926490569,3.0,4.113208948153593,1.4159024925821033,Iris-versicolor
+35,5.453420365041289,2.5403467951037735,4.325315785184379,1.1496550795357596,Iris-versicolor
+36,6.588617876078551,3.2106001102469017,5.114525513872638,2.0846455665267114,Iris-virginica
+37,6.343392195219665,3.0,4.679414805038865,1.4274279651942041,Iris-versicolor
+38,4.998449135459388,3.399445411154163,1.6756058447474995,0.4010308399899169,Iris-setosa
+39,5.373779702529053,3.0,4.468615294682753,1.4787715593813597,Iris-versicolor
+40,5.1537968167342765,3.4033587190625414,1.706610692534835,0.20493249713274672,Iris-setosa
+41,5.937968943478796,3.0,5.127551348884788,1.8060458920842877,Iris-virginica
+42,6.326231919450977,3.3891732660770018,5.60648010231624,2.388067432444519,Iris-virginica
+43,4.922152043032447,3.297110910873858,1.4026810657377784,0.19741543218554716,Iris-setosa
+44,6.505593651285074,3.0,5.4822289641573105,1.8045112622857131,Iris-virginica
+45,5.156530179592884,3.763227993997864,1.5111533780297182,0.3741871070839715,Iris-setosa
+46,5.616966360953062,2.7358081670491154,4.457071337530342,1.2352501456011096,Iris-versicolor
+47,4.792452500521644,3.0,1.4009760092779067,0.2790035386630566,Iris-setosa
+48,4.618163202968606,3.2018447020664675,1.403519696957195,0.1999658011344519,Iris-setosa
+49,6.296988354100919,3.295756519167143,4.701588393638567,1.602283102462131,Iris-versicolor
+50,5.744474463931143,2.515591397677849,5.016025343538691,1.9869391385463284,Iris-virginica
+51,4.995393877835596,3.2666795335552257,1.4128212538411928,0.20012406456785753,Iris-setosa
+52,5.282558924733054,3.808798985549614,1.7882555303327243,0.4113843460380022,Iris-setosa
+53,5.005362221687278,3.2015739485010273,1.2,0.2070477693194379,Iris-setosa
+54,6.144334330591229,2.200000271174744,4.478242404463933,1.5169943816200941,Iris-versicolor
+55,5.557328779838978,2.8794474979319133,3.5402448284565016,1.2975645750691063,Iris-versicolor
+56,6.8255690952168075,2.8024236184071434,4.788780412718754,1.4052729464520533,Iris-versicolor
+57,5.651311219407034,2.9247147870914216,3.6799716549453305,1.3450687939400559,Iris-versicolor
+58,4.996046338594807,3.2217209757948324,1.2,0.19735249681499173,Iris-setosa
+59,5.204559614404488,3.864639652862171,1.7222255071352697,0.3915356778770781,Iris-setosa
+60,6.764269377752169,2.9491834565289134,4.939694491396911,1.554917426633291,Iris-versicolor
+61,6.103310292680513,2.863391657081984,4.666921095933065,1.2618836984103903,Iris-versicolor
+62,5.487768824764022,3.42498243521282,1.7678318635065593,0.20062362780522175,Iris-setosa
+63,7.716147389478203,2.605014661737319,6.9,2.3013216125184353,Iris-virginica
+64,4.906503691632291,3.0,1.401593992657049,0.20177299702320897,Iris-setosa
+65,4.800285909878504,3.0,1.4034120940835864,0.10000010715255936,Iris-setosa
+66,4.4,2.902646806729875,1.3958811879528752,0.20186326081408695,Iris-setosa
+67,6.561863350767165,2.848610824699047,4.514540267893772,1.355369427678825,Iris-versicolor
+68,6.8639053173092766,3.162784248234686,5.846420789725702,2.304727013723096,Iris-virginica
+69,5.160980967834903,3.7695344104567994,1.4982852999745186,0.3984212213570637,Iris-setosa
+70,6.421095174997987,2.7074919372880575,5.327785410493252,1.901281618612197,Iris-virginica
+71,6.70215758066796,3.0,5.001066399848284,1.705176525962472,Iris-versicolor
+72,6.657164147733182,2.502171289844969,5.8417303382794215,1.7859194823808968,Iris-virginica
+73,6.420546259730546,2.9033293387689243,4.341882533565219,1.3196688340437235,Iris-versicolor
+74,5.743545635688268,2.6244322407840954,5.052798728927451,1.9632836183498321,Iris-virginica
+75,6.692756017337413,2.5107996183909496,5.855601865109313,1.7993207287400264,Iris-virginica
+76,6.894422524974026,3.2008735130418193,5.6917217175296795,2.300267957316205,Iris-virginica
+77,7.317394070322034,2.9052207282236906,6.290679375805444,1.8138610818347591,Iris-virginica
+78,5.09454489753475,3.434954734859365,1.3907678198685989,0.29843101658029014,Iris-setosa
+79,5.957656101856769,3.0,4.89643797656425,1.7922487480893614,Iris-virginica
+80,6.3023733424772885,2.3089870194265623,4.437779953318456,1.2712982165631161,Iris-versicolor
+81,4.4000007930321985,2.8970746719459863,1.371061459823367,0.1966089217825452,Iris-setosa
+82,5.974810067670106,3.0,4.802874938149953,1.801718683014654,Iris-virginica
+83,5.801604273571413,2.7038958213295374,5.130270865856043,2.050017289066463,Iris-virginica
+84,5.4310320472557665,2.5672329185913387,4.345494820276759,1.1962538975973607,Iris-versicolor
+85,5.398841587996843,2.559015148760216,4.351234348732981,1.1685635705746895,Iris-versicolor
+86,5.259564529266602,3.794240152287588,1.4947113268396872,0.19558823503507478,Iris-setosa
+87,5.901567388424559,3.0,5.051689663848728,1.8105189438819074,Iris-virginica
+88,6.55936282198768,3.1648333143152354,5.146562132320664,2.0021220334865393,Iris-virginica
+89,4.876871491955607,3.0922503499927556,1.5098607172525087,0.10000009269042104,Iris-setosa
+90,5.496322247215765,2.559760681282237,4.274359463915176,1.1849401657206091,Iris-versicolor
+91,6.055136530010157,2.85583263873754,4.614785616813451,1.3459772577648212,Iris-versicolor
+92,5.17099896760298,3.398484103829726,1.5962096235925671,0.1939885423298703,Iris-setosa
+93,4.400000657038867,2.9048042549386928,1.3870564715149143,0.193139478445709,Iris-setosa
+94,5.092532780379471,3.4936165843573788,1.4071994195604887,0.2993235711178134,Iris-setosa
+95,5.1361353295030625,2.5047344659560524,3.088560012172108,1.0940481316843107,Iris-versicolor
+96,6.013599646138258,2.785784852696221,4.6496539321072,1.1713259639474056,Iris-versicolor
+97,4.857140824284095,3.0,1.4331053225684995,0.10000009602867627,Iris-setosa
+98,5.612296903648339,3.0,3.856318471166821,1.2891863429355357,Iris-versicolor
+99,4.742218007312373,3.0,1.3784781579739847,0.1,Iris-setosa
+100,4.889084431322948,3.125473835256289,1.4915715988039668,0.10000010769005534,Iris-setosa
+101,5.989928659731619,2.200000281910461,4.945951965427827,1.4955253135840443,Iris-virginica
+102,5.768700492884803,2.7798684524982704,5.091635082694887,2.38606598378624,Iris-virginica
+103,6.286118517441755,2.9160367433214636,5.594345112073551,1.8089742996987759,Iris-virginica
+104,6.283527995036964,2.9093631964302316,5.589146735159918,1.8022622233158492,Iris-virginica
+105,5.5414829243370995,2.653108672845022,4.428186802819787,1.213992899312182,Iris-versicolor
+106,5.575595051148903,2.9262442608957744,3.775345234650802,1.3008771877764316,Iris-versicolor
+107,5.918999196785605,3.0,5.098371537800243,1.811860156429431,Iris-virginica
+108,5.607218656855858,3.798556981517707,1.7927542920470598,0.35091206112704376,Iris-setosa
+109,6.9276342924640355,3.1932358285225733,5.822409184045994,2.31699122024789,Iris-virginica
+110,4.4,2.922282002844531,1.3880611298688454,0.1990802078932507,Iris-setosa
+111,5.79014591552232,2.664017132489305,5.093013343551135,1.9042832768531632,Iris-virginica
+112,4.881649592470822,3.0179283830798713,1.4716755645912714,0.1,Iris-setosa
+113,5.987366509038375,3.0,4.786257712882706,1.8024297940586484,Iris-virginica
+114,6.693832437244919,2.480975315771955,5.7533347560298616,1.792993319691457,Iris-virginica
+115,6.312886034287116,2.9010962887935743,5.605099883181827,1.8048201380680526,Iris-virginica
+116,5.613141518759686,2.663640948700375,4.477706511001951,1.2270947618237926,Iris-versicolor
+117,4.590736663571629,3.3937887624926626,1.4035936535586844,0.31940536185877894,Iris-setosa
+118,5.9836553752583495,2.2,5.008393313713455,1.5108699252858646,Iris-virginica
+119,5.0939965337350905,3.383114678742991,1.490352805645665,0.1982596067775087,Iris-setosa
diff --git a/iris/tab_ddpm/4_2/18/test.csv b/iris/tab_ddpm/4_2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/18/train.csv b/iris/tab_ddpm/4_2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/18/val.csv b/iris/tab_ddpm/4_2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/19/synth.csv b/iris/tab_ddpm/4_2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f9e97e218ab54d22c602e1a89aa00b371d993da3
--- /dev/null
+++ b/iris/tab_ddpm/4_2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.043837454958684,3.0,4.868640401833606,1.7991831928004902,Iris-virginica
+1,5.110704592799372,3.5271586196581133,1.386737346942413,0.3385773726447502,Iris-setosa
+2,6.71366212802622,2.4810620584138467,5.794529038824386,1.7933917180235497,Iris-virginica
+3,5.886534959604851,3.0,5.098551193885432,1.7963461416396693,Iris-virginica
+4,7.680689687124563,2.609638059474883,6.9,2.3049277758976765,Iris-virginica
+5,6.418258613800033,3.0,5.541093387132443,1.8089788106842535,Iris-virginica
+6,5.011098099843632,3.3084910043236473,1.4159924114043707,0.20312905305607112,Iris-setosa
+7,6.450653740086252,3.0,5.510753180610698,1.799991425133307,Iris-virginica
+8,7.1425555593163095,3.0,6.069814916989201,2.062381457193278,Iris-virginica
+9,6.4420875556639405,2.7619829957512145,5.495584502071468,1.931892338884048,Iris-virginica
+10,4.904920161331691,3.103861970767455,1.713675013566026,0.10000010012084368,Iris-setosa
+11,6.301883482252992,3.288779134525683,4.658617297272747,1.6050134907062668,Iris-versicolor
+12,4.904332149264512,3.0660546841705414,1.47805004176689,0.10000012302375062,Iris-setosa
+13,6.045870584860883,2.686241729354084,5.094622322472782,1.580022858976777,Iris-versicolor
+14,7.721077527549819,2.591276642295248,6.9,2.3262558869685663,Iris-virginica
+15,5.490891133438002,3.6993598200673135,1.5220911428974764,0.35908797949908144,Iris-setosa
+16,6.096836154202552,3.0,4.621922883546426,1.382850523221866,Iris-versicolor
+17,5.664774133154343,2.5443884668077286,5.015029664073149,2.0026070871108566,Iris-virginica
+18,6.404877926539501,2.887866619532233,4.3435155418355755,1.3047653255334644,Iris-versicolor
+19,6.370150589326521,2.770897779768459,5.404529840487753,1.8469847973808977,Iris-virginica
+20,5.780443820865996,2.7011365625232333,5.102372275359702,1.9036225524122874,Iris-virginica
+21,6.1015243627311175,2.597060510491021,5.620192727020423,1.4253398328829936,Iris-virginica
+22,5.521281407482831,4.199998933867859,1.4062822030236775,0.19992440492550556,Iris-setosa
+23,4.926445098535015,3.052629393681011,1.3975031549409311,0.1961938363388585,Iris-setosa
+24,6.560754303552726,3.0,5.864922460210579,2.210074230707609,Iris-virginica
+25,6.011671882692838,2.200000357192896,4.948081826239282,1.5149259972555629,Iris-virginica
+26,5.804626864591818,2.8134021504392988,5.089692745704925,2.3989819655054103,Iris-virginica
+27,5.551503655098846,2.6351739676568693,4.416729363829618,1.2061266957325083,Iris-versicolor
+28,5.602904639647479,2.6621756759421373,4.276624913154096,1.263412902087423,Iris-versicolor
+29,6.697971229075346,3.3146003187752995,5.719261208481394,2.5,Iris-virginica
+30,6.645858469184352,3.304412376629362,5.649701486927601,2.1408020859481587,Iris-virginica
+31,7.670325046927957,2.6093883945370004,6.8999987010079025,2.2791155735300577,Iris-virginica
+32,5.999605677496761,2.2000003067639993,4.975482811340838,1.514090429614798,Iris-virginica
+33,5.135138788328607,3.6074334526850524,1.4968220028175745,0.19799223323690554,Iris-setosa
+34,6.912646417334253,3.1062363833810647,5.110546908153762,2.301122063081721,Iris-virginica
+35,5.073742627692712,2.494896447339312,2.9417432684153946,1.086284822731167,Iris-versicolor
+36,6.800970972924375,3.0,5.3535422152370105,2.201189597049494,Iris-virginica
+37,5.099301991130616,3.5061791822582506,1.40274538319846,0.2988921947922054,Iris-setosa
+38,6.019309544790474,3.0,5.160133419591449,1.8044366963012337,Iris-virginica
+39,5.498095734942137,4.199998926982952,1.3988048105597692,0.19829926588023344,Iris-setosa
+40,5.532688668761784,2.6633434945803205,4.41707496536512,1.2843838000810206,Iris-versicolor
+41,5.801905444186904,2.7948494757396842,5.115967384834882,2.392003491548425,Iris-virginica
+42,4.990584317618196,3.2750617619798734,1.4006617183397008,0.19696688855012656,Iris-setosa
+43,5.559568909350437,3.0,4.378275542791142,1.4544412275121101,Iris-versicolor
+44,6.873229263903771,3.2033154333938745,5.811114544583719,2.291690519489033,Iris-virginica
+45,5.30473141366087,3.4046104589771455,1.636321460444682,0.20066953876519456,Iris-setosa
+46,5.107172398855193,3.3004696752995892,1.8323774709385254,0.43364457201208806,Iris-setosa
+47,5.431554867916206,3.4071662711277004,1.6732674285985882,0.19966168524777578,Iris-setosa
+48,4.609008245451216,3.397496498745497,1.4060978783847953,0.32601613747613506,Iris-setosa
+49,5.694578998238014,2.7502517147925425,4.3501245604365115,1.2908568377558687,Iris-versicolor
+50,7.704264477287521,2.6061999727289464,6.899998468131249,2.344599203948727,Iris-virginica
+51,6.826523132337147,3.0,5.551687986462064,2.041693106191357,Iris-virginica
+52,5.327929418416948,3.3759477558798627,1.6271482455234598,0.45436534764647646,Iris-setosa
+53,5.639004621055237,2.98965052092333,4.288772249964816,1.3402118327696555,Iris-versicolor
+54,6.214242764797067,2.2,4.554578498687597,1.490814570996342,Iris-versicolor
+55,6.711935509252835,2.5085090211565246,5.831687764497723,1.7982216580236008,Iris-virginica
+56,4.499053976633377,2.308597685317945,1.2952486881075844,0.2987766194309365,Iris-setosa
+57,6.02040951253193,2.84214855859707,4.663504598062436,1.2996046312029768,Iris-versicolor
+58,5.528791708365272,2.611747283297314,4.37338908828012,1.2287230600897565,Iris-versicolor
+59,5.0154106308775175,3.363879933409012,1.7568792159164637,0.36353352069767,Iris-setosa
+60,6.394853537033182,2.894551884782235,4.2976296468915764,1.3011578809887814,Iris-versicolor
+61,7.9,3.8518289715228256,6.447799487162932,2.043992418392902,Iris-virginica
+62,6.307575122551739,3.3093874438486433,4.727999345812731,1.6114597278950389,Iris-versicolor
+63,5.265498527507241,3.4056104197521484,1.4942863462106155,0.39064374309197986,Iris-setosa
+64,7.143790986328617,3.0,5.946838055130269,2.0770324547554364,Iris-virginica
+65,7.725526237941116,2.5449136474428227,6.9,2.315412174154129,Iris-virginica
+66,4.990149295097629,2.4329391582725775,3.1972023670875074,1.0094598640842036,Iris-versicolor
+67,5.089905027675316,3.4472001127808953,1.4011112513680686,0.2963434996210534,Iris-setosa
+68,5.989204041151674,3.0,4.872742554555983,1.7571809521082338,Iris-versicolor
+69,5.961951888385438,2.9123722598285524,4.615462736446238,1.3912561785334403,Iris-versicolor
+70,6.919319172241602,3.113743787868488,5.093500168585331,2.3027874937211994,Iris-virginica
+71,5.759555735947221,2.516327723462281,5.022410189977211,1.9870986812386093,Iris-virginica
+72,5.485795614757404,4.2,1.3993112006269846,0.1993906927749468,Iris-setosa
+73,7.13516228483883,3.0376505032075336,5.967767314210756,2.1878954900728624,Iris-virginica
+74,6.720556955088892,2.4957465887945105,5.742273676307808,1.798308874686797,Iris-virginica
+75,4.906188421430334,2.4030130660465248,3.1880619586448278,1.0170514189519357,Iris-versicolor
+76,5.770632009985028,3.0,4.276977548566405,1.4100725718795042,Iris-versicolor
+77,7.296443595777733,2.8866574429888763,6.273920693464079,1.7963418222340368,Iris-virginica
+78,5.394617720343449,3.0,4.425510026090737,1.4586165696946478,Iris-versicolor
+79,5.621521615887893,2.8423134351595936,3.8851477029935184,1.3026288747540304,Iris-versicolor
+80,6.487891082735058,3.0,5.757066740558502,2.203146472009587,Iris-virginica
+81,6.091596209318718,3.0,4.592499866084109,1.4176042633747794,Iris-versicolor
+82,4.90359968107082,3.103319649160613,1.6338519875710065,0.10000010870711457,Iris-setosa
+83,5.031284306818909,2.475564003998699,2.9058305662114026,1.0765876154824012,Iris-versicolor
+84,5.843914617233097,2.843587968038803,4.5089811659317505,1.364997366912236,Iris-versicolor
+85,5.386800014347118,3.8845235161242027,1.6879440355395074,0.38701453246119344,Iris-setosa
+86,5.316072452392678,3.669602551237751,1.5710631840337923,0.19937275989871128,Iris-setosa
+87,5.812156680650964,2.8171850980416964,5.105425347523293,2.4036933649959105,Iris-virginica
+88,5.961064022358743,3.0,4.318548855391399,1.5282833371906535,Iris-versicolor
+89,5.601990081284495,2.4862604838521065,3.9042375149954704,1.1014982292758608,Iris-versicolor
+90,6.714447353350002,3.3075396662357224,5.719557585394351,2.5,Iris-virginica
+91,5.0440745153842865,3.624446767441582,1.4987268760973227,0.4172213013539895,Iris-setosa
+92,5.68339393087036,3.0,4.243413599677751,1.3507097161465658,Iris-versicolor
+93,5.610814618558346,2.6682059724410756,4.284447830278514,1.2728988696811423,Iris-versicolor
+94,6.315537931547007,3.408717535668472,5.578610581378238,2.4043444306164075,Iris-virginica
+95,6.28906748778214,3.302740319486133,4.663208082304932,1.5875972207670757,Iris-versicolor
+96,6.644500377027255,3.309985454307074,5.714897471880047,2.4999994883836045,Iris-virginica
+97,4.7868104106635965,3.0,1.3947345807063876,0.1,Iris-setosa
+98,5.543285511111644,2.4257576433146113,3.7766369326185627,1.1025444818819838,Iris-versicolor
+99,4.883542059541693,3.0909964601659143,1.5898738080602175,0.1,Iris-setosa
+100,5.109423968526236,3.543409962458131,1.3976732113657055,0.2970997577198282,Iris-setosa
+101,5.740463347895844,2.8260853791159213,4.405406337527904,1.4266030765395208,Iris-versicolor
+102,5.214438100890617,3.769565064303625,1.677554832596845,0.20218996226561886,Iris-setosa
+103,6.1097279745153665,2.6216840936690318,5.600772003156745,1.395680172136985,Iris-virginica
+104,5.560674217388191,4.2,1.4012383843831486,0.20444997787565558,Iris-setosa
+105,5.787670343805119,3.0,3.8565158572472162,1.43300674615363,Iris-versicolor
+106,5.24741235838514,3.842927641913906,1.6604419885239072,0.39478833266925617,Iris-setosa
+107,6.909103144022813,3.1984291256534703,5.9179179968085736,2.259556274398224,Iris-virginica
+108,6.36451362471185,2.9381844861257895,5.605980055739285,1.7997436816280685,Iris-virginica
+109,5.496232244612232,2.5137127125694034,3.9105030676754273,1.1099334913033816,Iris-versicolor
+110,4.917506159901226,3.10573866232094,1.4964187826803477,0.10000010518290933,Iris-setosa
+111,5.093991670757781,3.398573250969429,1.4968310285170858,0.1990290620029279,Iris-setosa
+112,7.064556310699965,3.0,5.899717676368826,2.1150816364627536,Iris-virginica
+113,6.314938486006755,2.298852722999543,4.371216488797145,1.2969604487367947,Iris-versicolor
+114,5.135866024724801,3.786955905496399,1.5252596578556976,0.19889458136314797,Iris-setosa
+115,7.9,3.7831404886574744,6.411686431175213,2.00479210074767,Iris-virginica
+116,6.4798535938894375,3.0,5.7902555375236435,2.208099526799103,Iris-virginica
+117,6.690574719487677,2.490626872528962,5.8208663662873334,1.794890653914917,Iris-virginica
+118,4.609341175823548,3.1989199210853054,1.4007884976055398,0.19897551065867897,Iris-setosa
+119,4.798389597616025,3.0,1.4007404703220547,0.2972135660990779,Iris-setosa
diff --git a/iris/tab_ddpm/4_2/19/test.csv b/iris/tab_ddpm/4_2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/19/train.csv b/iris/tab_ddpm/4_2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/19/val.csv b/iris/tab_ddpm/4_2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/2/synth.csv b/iris/tab_ddpm/4_2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7fd00d8246202a16cd755e05b0c0c91b882347a5
--- /dev/null
+++ b/iris/tab_ddpm/4_2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9928720031358065,2.200000339990945,4.958002373691949,1.5230156922738431,Iris-virginica
+1,4.998969779245631,3.2210401314728396,1.2000002200698978,0.20134516072507902,Iris-setosa
+2,6.534478324366643,3.0,5.510393096567251,1.8013228499978378,Iris-virginica
+3,6.881938225020286,2.7862321659727596,4.799107158729168,1.3875087537951147,Iris-versicolor
+4,6.298959150121584,3.3970107974849095,5.653770850655423,2.386624164932789,Iris-virginica
+5,6.2157664401391335,3.1552118250728793,4.618924304182884,1.4804607852214124,Iris-versicolor
+6,4.904180985010795,3.0,1.4002940599461597,0.197336157185213,Iris-setosa
+7,5.09846862382065,3.381363924115361,1.4877187354349792,0.1962668633293336,Iris-setosa
+8,6.70510274668357,3.2899071736834538,5.686197026106462,2.499999507346827,Iris-virginica
+9,5.832241423575427,2.877915640752836,4.524542193236281,1.4109860855166028,Iris-versicolor
+10,5.5316398188657185,4.199998714711151,1.4048306802680366,0.20406622909388034,Iris-setosa
+11,6.507456336468925,3.0,5.542028709284011,1.7959272210334614,Iris-virginica
+12,5.8954939227953425,3.0,4.081492286197172,1.4951777750853232,Iris-versicolor
+13,5.930451079196992,3.0,5.089845028861655,1.8006881184963344,Iris-virginica
+14,5.954593536546368,3.0,4.884191036472328,1.8043606246393509,Iris-virginica
+15,5.660925614301488,2.7384883279394976,4.283523977996755,1.3239189405231875,Iris-versicolor
+16,6.092688715243754,2.590750151830137,5.617425964732769,1.4176933085712111,Iris-virginica
+17,4.90738523297131,3.105301569704305,1.508000796893377,0.1,Iris-setosa
+18,7.720342811489888,2.6059044453417943,6.9,2.3054759096284685,Iris-virginica
+19,5.034452578181469,3.3720911805872245,1.7127274234229306,0.43889494546607766,Iris-setosa
+20,7.736684488423466,2.5986473214387957,6.9,2.316535641843919,Iris-virginica
+21,6.245599230424388,2.806146237221141,5.22489767961268,1.810975455066698,Iris-virginica
+22,6.0078857845289955,2.200000303472364,4.976999044856484,1.5467947978179428,Iris-virginica
+23,6.291999669079538,3.3841662206458403,5.588285561440186,2.401285436238271,Iris-virginica
+24,5.505511485184083,2.6383437694220495,4.139964447136842,1.229317986651476,Iris-versicolor
+25,5.180251651798304,3.851085124466399,1.702621889845012,0.369479946551523,Iris-setosa
+26,7.306933168180541,2.900711790218331,6.282243719270911,1.8174375697779268,Iris-virginica
+27,5.109749732490204,3.399600367699149,1.6732958893640477,0.2022142093041971,Iris-setosa
+28,5.072493594947703,3.5824201427941214,1.5835053732558033,0.26415442845248266,Iris-setosa
+29,5.411132743701655,3.0,4.502547776507024,1.4866063898735895,Iris-versicolor
+30,4.400000631354034,2.925928712983185,1.390623860308993,0.18731116381867768,Iris-setosa
+31,4.582694664888967,3.3901732608509403,1.3921401884055713,0.2976339350811675,Iris-setosa
+32,5.585842510616875,2.4251440975250094,3.9123304849273244,1.0903567315172258,Iris-versicolor
+33,4.926239071741632,2.4295612500898747,3.2713896851726836,1.0712451264199603,Iris-versicolor
+34,7.700287092106079,2.580255700242397,6.9,2.299308414404529,Iris-virginica
+35,5.668627179623012,3.0,3.8080363684334766,1.3497402192122008,Iris-versicolor
+36,4.918058557124992,2.4067376428058713,3.2868704753893914,1.0015471417393937,Iris-versicolor
+37,7.899987935061452,3.655828976790293,6.290331821237724,2.0234415181690673,Iris-virginica
+38,6.181043767571942,3.0,4.624658137185025,1.3868853774776961,Iris-versicolor
+39,5.442298849239388,3.446541363654306,1.4974571065825335,0.36855362714730955,Iris-setosa
+40,5.6038720474219765,2.926645554014652,3.7931507949358476,1.3449588805638577,Iris-versicolor
+41,5.496335566566733,4.2,1.4022539527874176,0.19557676788911094,Iris-setosa
+42,7.130741450351187,2.99583059983338,5.998660366759062,1.9992606464166105,Iris-virginica
+43,6.113241282663015,3.0,4.633037494736963,1.3608327345300355,Iris-versicolor
+44,5.5849737516182225,2.8565405074146235,3.526833693949743,1.3128547252812028,Iris-versicolor
+45,4.970454105560082,2.437213255014042,3.2854713517105663,1.0966236935114695,Iris-versicolor
+46,5.99443060986015,2.674649855673525,5.109642167679196,1.598308300349239,Iris-versicolor
+47,6.039311390448543,3.2448591644010887,4.777237750738488,1.7945161731603847,Iris-versicolor
+48,6.872460008804852,3.1114732477400424,5.120301907327527,2.292160674071964,Iris-virginica
+49,4.792123810062266,3.0,1.4018957231948157,0.29748093554749006,Iris-setosa
+50,5.690281912770561,2.7532092135020108,4.189106020708335,1.3466424082286679,Iris-versicolor
+51,5.64929799711395,3.791766645923495,1.5750936429255256,0.29244577351807743,Iris-setosa
+52,5.014187035052184,3.496075565128609,1.537446654414357,0.40094982702974674,Iris-setosa
+53,5.84004552255962,2.828054458106727,4.508977740467561,1.3940967165101272,Iris-versicolor
+54,5.1467325452952455,3.3226860838151553,1.6227739297037014,0.4028273884396798,Iris-setosa
+55,6.5433155918607495,3.0,5.842395104522228,2.211341846761106,Iris-virginica
+56,5.430509645165902,3.398423773496992,1.7302496221218957,0.19770527091500464,Iris-setosa
+57,5.491485937837691,2.5753346645857786,4.362321434374753,1.1996674729038048,Iris-versicolor
+58,5.184549677222494,2.694901769469003,3.860623755975523,1.3960380092355371,Iris-versicolor
+59,6.8499947243477015,3.220865687982039,5.849309488560142,2.3151731210507442,Iris-virginica
+60,6.791261500392208,3.1950047396135535,5.8923254120348325,2.2950979918955827,Iris-virginica
+61,5.952478920398369,3.0,4.267724308405679,1.5064780882239257,Iris-versicolor
+62,6.077950996415304,3.178186914786684,4.73356810958031,1.7453388277007011,Iris-versicolor
+63,6.0193125512291115,2.710509850254144,5.096501226284593,1.6026066662881564,Iris-versicolor
+64,5.439301032429138,3.467608061125501,1.711973984328952,0.21149979973106062,Iris-setosa
+65,4.4,2.9235242186114307,1.4040893324549848,0.20093814693874462,Iris-setosa
+66,5.567272477340127,3.0,4.593031048435142,1.5772612614504715,Iris-versicolor
+67,5.604457331173521,2.746938718309814,4.362799545736246,1.357122567779981,Iris-versicolor
+68,5.901320397506438,3.193774344331311,4.823567467154168,1.787611203713951,Iris-versicolor
+69,6.857833772975916,3.2062281439715794,5.708279953007542,2.317238012922709,Iris-virginica
+70,5.115897997047921,3.303012896752086,1.676422600903484,0.44859653320430193,Iris-setosa
+71,6.291151002472731,3.299266259464047,4.67607502705118,1.614507799161103,Iris-versicolor
+72,5.802779251327076,2.7603128051237023,5.090051714514289,2.3779761143507114,Iris-virginica
+73,5.524457348060975,2.7509697178018584,3.6190803067989723,1.3176803423785093,Iris-versicolor
+74,6.819780724413869,3.0,5.349366139794456,2.154700188291984,Iris-virginica
+75,5.809336668124114,2.7158855399572586,5.120214376974607,1.8908769041860105,Iris-virginica
+76,5.057340482069428,2.5046938480318324,3.1741489740288893,1.1119394546524988,Iris-versicolor
+77,6.016483604735765,3.0,4.7654844323507985,1.8019749014360913,Iris-virginica
+78,4.50295613157141,2.303524537378953,1.2951235196602309,0.290759214820211,Iris-setosa
+79,5.779835749901534,2.6284229087748203,5.060690896368534,1.935121066130729,Iris-virginica
+80,4.89090853170679,2.405468913332793,3.2291586504959104,0.9914947225483495,Iris-versicolor
+81,6.670050088186767,3.0,5.003576918614092,1.6914719442912973,Iris-versicolor
+82,4.80268772770758,3.0,1.399359562152886,0.31472506457168425,Iris-setosa
+83,5.551688477477727,2.4192025584404044,3.7908971359624313,1.1187980252466847,Iris-versicolor
+84,4.612639567988812,3.3966460311698663,1.3888002252956624,0.3020568149834991,Iris-setosa
+85,5.9050759081507005,3.0,5.075999808000417,1.805782929185172,Iris-virginica
+86,5.377208452631217,3.0,4.494616444293022,1.5167470186535923,Iris-versicolor
+87,5.223557869503028,2.7064874352388593,4.019630895566939,1.4176925749164726,Iris-versicolor
+88,6.85051200710588,2.786844844640406,4.779700206076043,1.397556727328948,Iris-versicolor
+89,6.693554508702939,3.2917006639703787,5.650276124205837,2.08983031660573,Iris-virginica
+90,5.474121848993015,2.6039456149761913,3.8184689663162015,1.2042271780410112,Iris-versicolor
+91,4.906004277884891,2.3992123023041003,3.4015095324199582,1.0157901770574485,Iris-versicolor
+92,5.0067989260032,3.302412627534065,1.391584912365802,0.20205092438834318,Iris-setosa
+93,5.9847016973435485,2.695518122389997,5.088678741523407,1.5663806347435156,Iris-versicolor
+94,6.813440482654183,2.820796510597258,4.760529261309053,1.397244182560063,Iris-versicolor
+95,6.008220170689041,2.698012902845002,5.080893308800003,1.5926490287151862,Iris-versicolor
+96,6.014634326941153,2.9848229143659557,4.476475062962455,1.5041970561060527,Iris-versicolor
+97,6.095332491637787,2.6093178730452604,5.6288562136524565,1.4089539504010236,Iris-virginica
+98,4.999548727045922,3.2051103278474167,1.2,0.18348113328556392,Iris-setosa
+99,5.260702724008974,2.4846992817389997,3.361154071074066,1.1150263321726899,Iris-versicolor
+100,5.709485861067392,2.836575093492517,4.369446763603864,1.3360103720395105,Iris-versicolor
+101,5.515219552869524,2.4913712425665535,4.026845023669938,1.113849970857365,Iris-versicolor
+102,5.377659216798319,3.0,4.505541673940041,1.5019988893969807,Iris-versicolor
+103,6.790021826504985,2.892326112539912,4.872764761758598,1.47992943786632,Iris-versicolor
+104,6.041165285584295,2.8021114977756914,4.6712884669580745,1.2183122585170274,Iris-versicolor
+105,5.776392084182928,2.8368047626067905,5.101332016045709,2.403672166604138,Iris-virginica
+106,4.400000522840865,2.9277167589994733,1.3966418103274987,0.1943343298873828,Iris-setosa
+107,5.101513681906112,3.742550430454579,1.4989023365509713,0.37658590341461656,Iris-setosa
+108,5.8311888012808435,2.7924024339933964,4.3076472149612615,1.4177739757406775,Iris-versicolor
+109,5.37195116628832,3.39135917492461,1.4984028677092385,0.4264653267008539,Iris-setosa
+110,5.685017748040596,3.811287489779677,1.645285823821741,0.3235891865173517,Iris-setosa
+111,6.730506615447621,3.311576985982502,5.815029961558888,2.5,Iris-virginica
+112,6.033642789836132,2.951023263011548,4.471400828201961,1.492215405597922,Iris-versicolor
+113,4.615443060037278,3.2064183150677046,1.4037556621616045,0.20459132491114804,Iris-setosa
+114,4.496820645977162,2.292149761094018,1.301695620368518,0.3575009325259157,Iris-setosa
+115,4.4,2.879799859903602,1.396751024110866,0.19990151782073318,Iris-setosa
+116,4.990640048847096,3.2856717285356534,1.3941168761934608,0.2023562143583349,Iris-setosa
+117,6.689190481089137,2.5255081727295714,5.706382774910183,1.7924313907862268,Iris-virginica
+118,6.149651960597053,2.711732013421501,5.5664619576970935,1.6151901787279674,Iris-virginica
+119,5.308453155912587,3.5748903197833406,1.5303926831116914,0.20012569444345563,Iris-setosa
diff --git a/iris/tab_ddpm/4_2/2/test.csv b/iris/tab_ddpm/4_2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/2/train.csv b/iris/tab_ddpm/4_2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/2/val.csv b/iris/tab_ddpm/4_2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/20/synth.csv b/iris/tab_ddpm/4_2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a323c70b921b309087fa23fde08e32e9b35942fc
--- /dev/null
+++ b/iris/tab_ddpm/4_2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.915616142649257,3.199892322557349,4.8035305314818215,1.808492329044836,Iris-versicolor
+1,5.419487861780159,3.0,4.45101508377085,1.4900048130996828,Iris-versicolor
+2,5.943683073652621,3.0,5.164778139554976,1.7972063667647644,Iris-virginica
+3,6.808653540435812,3.0,5.523862550997087,2.1199964564320153,Iris-virginica
+4,5.544277815615492,2.6692486293124182,4.323694920833479,1.2695116226522043,Iris-versicolor
+5,7.711892758786395,2.6199684384098223,6.9,2.3141998977053384,Iris-virginica
+6,5.703242380559119,3.0,4.240691960707842,1.383537199332757,Iris-versicolor
+7,6.681214785132625,3.301334119639583,5.6995973017720685,2.5,Iris-virginica
+8,5.5985661657107055,3.0,3.984399178808052,1.3119093658719092,Iris-versicolor
+9,5.110202125147239,3.3072551759319477,1.6681457710784422,0.5094751027094971,Iris-setosa
+10,6.62520637949011,3.2384103036602863,5.2841912472577555,2.08141332210153,Iris-virginica
+11,6.501572822176175,3.2010475095167825,5.1170627772891635,1.965502926208476,Iris-virginica
+12,6.170418178062164,2.2000003030345696,4.464320127071225,1.5318915835367612,Iris-versicolor
+13,5.737658771381541,2.811465849773353,4.475500812887113,1.3234338742537959,Iris-versicolor
+14,5.947725494748531,3.0,5.0524755931145595,1.7994983533131546,Iris-virginica
+15,4.498948576843615,2.30255398357014,1.29341019887921,0.30631296590578483,Iris-setosa
+16,6.017086384096405,2.2,4.983555712729881,1.5128188975874959,Iris-virginica
+17,5.862168617925357,2.8689509924924987,4.857795626412449,1.5667361446001613,Iris-versicolor
+18,6.799200228548018,3.2042749975943003,5.8605076984649305,2.2886644618324725,Iris-virginica
+19,6.293099455893995,3.396982078122732,5.620010490770942,2.4001960716096735,Iris-virginica
+20,5.666122662598512,2.7565981624547855,4.193387205915383,1.330290877832787,Iris-versicolor
+21,5.658892059837116,3.8132824664578253,1.7144582700282083,0.346791612324863,Iris-setosa
+22,5.708001086598968,2.443486133959139,3.921931931077832,1.1044784827626275,Iris-versicolor
+23,4.902030339872531,3.0889377959347946,1.490448549726551,0.1,Iris-setosa
+24,4.9249456864930545,2.4352651676004307,3.268509061209624,0.9805486506065813,Iris-versicolor
+25,6.10659779590671,2.8106917129184548,4.652715913249691,1.229332782056851,Iris-versicolor
+26,6.7718693932383305,3.0,5.447906401277143,2.1583683474975994,Iris-virginica
+27,5.142223991507534,3.4073793301141087,1.5075209078760683,0.1984019121240802,Iris-setosa
+28,4.902356579230166,3.090140639508957,1.4963246441184417,0.1000001016273586,Iris-setosa
+29,5.881456067000406,3.0,5.104397811498466,1.8021543493308565,Iris-virginica
+30,6.0426148125443575,3.2046655897011056,4.725318541501663,1.7454495698250114,Iris-versicolor
+31,6.026611878182837,3.0,4.795881340413416,1.8008691540293655,Iris-virginica
+32,6.297418483782288,2.310336276820006,4.4406658420273155,1.3132966703095161,Iris-versicolor
+33,6.350587758606847,3.1545433148025257,5.054888271672787,1.913832902681135,Iris-virginica
+34,6.900313554704471,3.167497605191011,5.730953339511005,2.2963837531430884,Iris-virginica
+35,5.1019334961699,3.7554679249165455,1.5403262315671358,0.22030026209271375,Iris-setosa
+36,5.484770670615961,4.199999197598361,1.396699514173632,0.1992637286773834,Iris-setosa
+37,7.681726877454128,2.5945663096385605,6.899998611253846,2.307206340808696,Iris-virginica
+38,6.058095948987727,3.0,4.7500981318761015,1.7878027072634473,Iris-virginica
+39,6.315876608264869,3.3957361938218313,5.588841011269128,2.4067614793119683,Iris-virginica
+40,7.899998815211655,3.798176661215793,6.45229648428929,1.9959152701348866,Iris-virginica
+41,6.36880500828114,2.708281879377862,5.067807334887331,1.821809888489727,Iris-virginica
+42,6.034474672315121,2.9042612681175606,4.594683933336381,1.3232256932942332,Iris-versicolor
+43,5.780485615459135,3.0,4.010426231525152,1.4056377447248656,Iris-versicolor
+44,6.782197489987666,2.7907320549584873,4.732772151515128,1.406872568770501,Iris-versicolor
+45,5.91725150292281,3.226607638856715,4.82432036259618,1.7992339099801442,Iris-versicolor
+46,5.0318128387176255,3.390747030410955,1.4237981559647155,0.21658645046705777,Iris-setosa
+47,6.008048212967984,3.0,4.819505720904178,1.7996977167958805,Iris-virginica
+48,4.581081141132539,3.246211607793921,1.3990286061096324,0.1997196922284306,Iris-setosa
+49,5.11261932743181,3.3116951027590753,1.6395733127160006,0.4957799440528981,Iris-setosa
+50,6.682442861540661,3.3087400238817284,5.759464894471144,2.4999996066053125,Iris-virginica
+51,7.695697341485383,2.604566728528594,6.9,2.3031500141200136,Iris-virginica
+52,6.649360300783048,3.1543941082834115,5.1132157389722215,2.1367164273738113,Iris-virginica
+53,6.001592689014407,2.707371831528292,5.089012816795452,1.607132266945163,Iris-versicolor
+54,5.797302773131011,2.7743910884629637,5.1250485950421485,1.8691962685074066,Iris-virginica
+55,4.674910147192953,3.274938676368289,1.408022778145194,0.20451608103685565,Iris-setosa
+56,6.112693528000032,2.6062636434927704,5.6000857659492755,1.4275629804553387,Iris-virginica
+57,5.472141581004918,3.4052851276812426,1.6317967849652721,0.20231792639847354,Iris-setosa
+58,7.3621534031603915,2.9026064078054024,6.26458398800478,1.7888368815380726,Iris-virginica
+59,6.704778243530958,3.2982685659706235,5.736532615157125,2.106501010026932,Iris-virginica
+60,6.262108606064305,2.82652699910553,4.585002558788661,1.230326633329449,Iris-versicolor
+61,6.686864124259278,3.3006483300293157,5.735934668585694,2.499999611455898,Iris-virginica
+62,5.041935818255475,3.3887429904593414,1.5318740309937968,0.4339209849100832,Iris-setosa
+63,6.284353971358481,3.307874409965116,4.746054999705958,1.6242481677834812,Iris-versicolor
+64,6.29456820368155,2.8915473250147357,5.569710147049894,1.7921091692563673,Iris-virginica
+65,6.082325043701433,2.605022160932506,5.590539986375255,1.4050749983037696,Iris-virginica
+66,6.837350127776148,3.0,5.484508086286539,2.145352841746118,Iris-virginica
+67,6.807890329241497,3.0,5.541726716673979,2.1168879732665484,Iris-virginica
+68,4.9252790945092455,3.049233759100698,1.3982520191230279,0.19681016545371688,Iris-setosa
+69,5.44148169564951,2.389495796842939,3.752861403919474,1.1070515836753927,Iris-versicolor
+70,7.70451521393424,2.5509996972104543,6.9,2.3060095274483783,Iris-virginica
+71,5.597252391167201,2.8768990496268656,3.61453118061191,1.3021008686142703,Iris-versicolor
+72,4.904006128354083,3.1021728752800706,1.4900785021886955,0.1,Iris-setosa
+73,6.186676562414147,2.9501589922780327,4.676578293677578,1.3058624300344832,Iris-versicolor
+74,5.10963904008225,3.2823979341828107,1.577498380753923,0.4557437361709157,Iris-setosa
+75,6.270735122771186,2.9297162062047373,5.630492976738014,1.8094747222805434,Iris-virginica
+76,6.836745799280732,3.005930152165904,5.8975941164726535,2.207859261473433,Iris-virginica
+77,4.781592737669365,3.0,1.369879485510719,0.1,Iris-setosa
+78,5.620993117886899,2.806311825439531,4.282348439253403,1.338393426611634,Iris-versicolor
+79,6.904485560975119,3.1305543005370535,5.126684264702774,2.3149880582905387,Iris-virginica
+80,6.675524726273423,3.0,4.982569495863002,1.6770153069816702,Iris-versicolor
+81,5.644503391333108,3.0,3.9627452480841123,1.325762974051112,Iris-versicolor
+82,5.737243028897444,2.5304591624357538,5.0087225096752706,2.0155851769632243,Iris-virginica
+83,5.648028295375498,3.7387991832876883,1.5252345231203308,0.308345211062958,Iris-setosa
+84,5.674968174040923,2.709021476461435,4.555143119692357,1.2347438100046721,Iris-versicolor
+85,7.238760519396787,2.874284989020811,6.262660953914605,1.7956273391666753,Iris-virginica
+86,4.894949141306899,3.095263530962524,1.493887604059133,0.10000010902134808,Iris-setosa
+87,5.998249448523526,3.0,4.783742814276669,1.804950192117742,Iris-virginica
+88,4.911921079192221,2.41768818721087,3.381731572269239,0.9583823572520771,Iris-versicolor
+89,5.570610330807726,2.561406485919047,3.92137623372007,1.146900828320265,Iris-versicolor
+90,5.446059754674807,3.410828299880256,1.5127803008811205,0.4078095810978293,Iris-setosa
+91,5.569037507441876,3.6051194188127935,1.7624879720962863,0.20879398331824295,Iris-setosa
+92,6.642912657206459,3.2794867953496762,5.730332195304361,2.499999514381076,Iris-virginica
+93,7.097615434836822,2.984481482076337,6.004656016452012,1.9274419189213312,Iris-virginica
+94,7.0745088126227005,3.16708693231619,5.428988710051839,2.292455410237375,Iris-virginica
+95,6.651017123889028,3.1756217237054876,5.104686377188337,2.1185844887293777,Iris-virginica
+96,4.608314767944637,3.375313090500699,1.3801773202002743,0.2728001450137647,Iris-setosa
+97,5.942840658605779,3.216752980068665,4.794753724062646,1.7973136714105042,Iris-versicolor
+98,5.685775734920128,2.7565276742942766,4.408316867109927,1.323833014239947,Iris-versicolor
+99,5.884773959226813,3.0,4.09214003495331,1.4886962277562574,Iris-versicolor
+100,5.642928991417928,3.0,3.994018395820121,1.326146845087643,Iris-versicolor
+101,5.02792394902585,3.479407812936878,1.6337528950466842,0.437220394561332,Iris-setosa
+102,6.410934603650558,3.0,5.668809085845837,2.1025615243487157,Iris-virginica
+103,6.150420266224002,2.5891152437258746,5.5807588334908385,1.4414661204495542,Iris-virginica
+104,5.096541778341145,3.301720719096397,1.7391687662871211,0.4731421170126562,Iris-setosa
+105,6.142660719406858,2.5884693708507083,5.606769827309024,1.4195989434792209,Iris-virginica
+106,6.177331652767336,2.200000338987177,4.508504135274373,1.5025858073353837,Iris-versicolor
+107,6.316853726151359,2.9016668149206475,5.561492911456559,1.8091988545938464,Iris-virginica
+108,5.926682667970642,3.0,4.939908513253084,1.8027738755514173,Iris-virginica
+109,5.096847617716658,2.450182215244382,2.9394809384933542,1.0738885820959374,Iris-versicolor
+110,6.10902359266893,3.0,4.606420960506698,1.4266401173837402,Iris-versicolor
+111,5.769382091893247,2.598376972952219,5.058663366083952,1.9501179083001392,Iris-virginica
+112,5.271615996545658,2.7029593292362253,3.9476253484394657,1.37688101831037,Iris-versicolor
+113,5.5397810006350685,2.7582257532212338,3.973354497678695,1.301478188059102,Iris-versicolor
+114,5.548698757597817,2.6734932797467548,3.993465899037851,1.3024067338810996,Iris-versicolor
+115,6.308194387039286,3.410402055319854,5.61506286164499,2.3550442409846783,Iris-virginica
+116,5.38634011020003,2.39935901528376,3.5990824243687385,1.0865058071808027,Iris-versicolor
+117,5.339868429512073,3.844365273263509,1.7900988241993896,0.39377379924088474,Iris-setosa
+118,6.013932603778119,2.682562417574611,5.081619698146915,1.5349146560256142,Iris-versicolor
+119,5.620151361912826,3.0,4.1746702657199934,1.311492070255166,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/20/test.csv b/iris/tab_ddpm/4_2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/20/train.csv b/iris/tab_ddpm/4_2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/20/val.csv b/iris/tab_ddpm/4_2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/21/synth.csv b/iris/tab_ddpm/4_2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2c7bb51074d93d9872133b0ee4ac376455efb2b5
--- /dev/null
+++ b/iris/tab_ddpm/4_2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.24518704871117,3.0,4.986262977540308,1.85310191881726,Iris-virginica
+1,5.726239774534684,3.7681058861149097,1.528619563586177,0.2966671472241929,Iris-setosa
+2,6.007106845554144,2.696710469582881,5.089268527762859,1.5983853631303364,Iris-versicolor
+3,4.4,2.8968793988068837,1.3974490324363038,0.19968699047893235,Iris-setosa
+4,7.309265436327855,2.880829320243852,6.36668827327702,1.8163250925829484,Iris-virginica
+5,6.727836684136486,2.5957772538100223,5.869257331378271,1.8084325079636883,Iris-virginica
+6,4.639009130876639,3.1473315067232086,1.3967691130253361,0.19819781230753658,Iris-setosa
+7,6.691924556954652,2.4901677015862527,5.810066229275119,1.8030271266450244,Iris-virginica
+8,4.922218756353509,3.0141221195563994,1.37619247227851,0.1957071417554055,Iris-setosa
+9,5.133143627869404,3.355860044732223,1.7153398872494037,0.4469750316491249,Iris-setosa
+10,5.597176515108226,2.7810559075582857,4.4693389809855315,1.293698067154321,Iris-versicolor
+11,5.982883026867842,2.8856094233482072,4.557482790223722,1.3693305798084743,Iris-versicolor
+12,6.689118411335996,3.299421357340771,5.6888684858027645,2.1662032487168,Iris-virginica
+13,5.980505613379605,3.0,4.874050432330039,1.7948590127168955,Iris-virginica
+14,6.8031006968667365,3.0,5.249480203696667,2.1855158750201187,Iris-virginica
+15,6.778367112483221,3.0,5.578872686622753,1.9993333681474188,Iris-virginica
+16,5.398883930832323,3.6280599179732906,1.4967346655532445,0.20080020593718031,Iris-setosa
+17,4.909118546019936,2.4071390341544157,3.355388884905483,0.9660708551520734,Iris-versicolor
+18,4.770206983309533,3.0,1.3797248795044956,0.1,Iris-setosa
+19,6.828308514546981,3.21442030233715,5.829765893568189,2.272848210334583,Iris-virginica
+20,4.896438372091902,3.10515468068734,1.6195786856333716,0.10000011941132657,Iris-setosa
+21,6.514843993111083,3.1912345725281406,5.102043994101317,2.0182420881295777,Iris-virginica
+22,5.930622742911692,2.913035182786923,4.470708410612627,1.5003934822723097,Iris-versicolor
+23,4.799662525830235,3.0,1.3891152954859471,0.29380968978182886,Iris-setosa
+24,5.517175641355788,4.2,1.3996787845906147,0.19500041047821381,Iris-setosa
+25,5.138221944255603,3.709144925731277,1.6459561243899297,0.4486690888181632,Iris-setosa
+26,4.898305484826549,3.1082371024170783,1.4924309532360034,0.1,Iris-setosa
+27,5.820261790958535,2.7353657458117393,5.110712351818984,1.8386681480677303,Iris-virginica
+28,6.323251091080795,3.4021095244729618,5.654402217217514,2.400086957973131,Iris-virginica
+29,5.860170764192173,3.207630496189587,4.76990194390245,1.7993203209206035,Iris-versicolor
+30,4.400000537927707,2.906493062253479,1.3886204946525134,0.1979259675919513,Iris-setosa
+31,5.334279342886017,3.0,4.441936972824615,1.491763913421653,Iris-versicolor
+32,6.554494910255846,3.0419268587722437,5.807811944734312,2.279010462165407,Iris-virginica
+33,5.081100943943389,3.393394348144541,1.5404224133458317,0.1842199557219622,Iris-setosa
+34,5.139192464610554,3.4736862959522656,1.4167874096710897,0.2969587896780982,Iris-setosa
+35,4.99474224681876,3.3020007412923884,1.3829881052559045,0.1990031868480936,Iris-setosa
+36,6.045505084223229,2.762590995990781,4.672292140817862,1.1736537672683478,Iris-versicolor
+37,5.89889443703325,3.0,5.067943047944339,1.8072264620504852,Iris-virginica
+38,5.228783004690012,3.7727029122252773,1.599730105237096,0.20285823485670693,Iris-setosa
+39,6.899240939351497,3.2054712301595734,5.822100713854539,2.2814372065237913,Iris-virginica
+40,4.887147390819727,3.0873718874540197,1.491535446987534,0.10000011257827461,Iris-setosa
+41,6.321818620317005,2.8780153922951386,4.427108031195712,1.263799876089927,Iris-versicolor
+42,5.6800065196284475,3.79389157377716,1.6408374453610484,0.2953474943137392,Iris-setosa
+43,5.562114272056453,2.49413395491765,3.8442891533431633,1.1088896416519942,Iris-versicolor
+44,5.806957934453608,2.7772440213164025,5.106380733559671,2.3699068944212183,Iris-virginica
+45,6.156279761532508,2.8293065419370658,4.648349154470514,1.2457387713846932,Iris-versicolor
+46,5.203843911319072,2.4692648543883147,3.2195488800641314,1.0791010644942307,Iris-versicolor
+47,5.166032355485846,3.754910544582406,1.628325122109517,0.20208254934075265,Iris-setosa
+48,7.270977203036118,2.919920429116451,6.272880729502872,1.8451817748299513,Iris-virginica
+49,5.797283299145602,2.8106828497037273,5.099783844276318,2.4075461975699253,Iris-virginica
+50,4.781024313838695,3.0,1.4005842226987535,0.20342264649783195,Iris-setosa
+51,5.717166654710841,2.806692235107814,4.45223346837602,1.3208775863026068,Iris-versicolor
+52,5.651436740746574,2.774636294124817,4.425464250171281,1.303773026594861,Iris-versicolor
+53,6.299859028632563,3.2996864959429897,4.684585410560941,1.5626698753815842,Iris-versicolor
+54,4.999986427047853,3.1806148623418093,1.2000001955099484,0.20329208825446998,Iris-setosa
+55,7.099442938885639,2.76150318986369,6.179285762613728,1.7931375605869937,Iris-virginica
+56,4.906786022321771,2.3960290648592553,3.2338100400488283,1.0095044980048329,Iris-versicolor
+57,4.504726586494033,2.292637177256101,1.304314367421716,0.3776876392062215,Iris-setosa
+58,4.491800685644176,2.3175405928195074,1.2960626520409357,0.2984473572750216,Iris-setosa
+59,5.153194136765139,3.7977664936500464,1.4957759823280705,0.408959872733879,Iris-setosa
+60,5.7877665062586825,2.818258389998908,5.101562407783149,2.410695751704951,Iris-virginica
+61,4.901525831594613,3.0,1.4063202566868924,0.20212385508077632,Iris-setosa
+62,5.016927238991652,2.4959722714926973,3.326943753590461,1.0949301824601407,Iris-versicolor
+63,6.392341784998083,2.6925020357829403,5.120711324388527,1.869896990405717,Iris-virginica
+64,5.170206524862095,3.6803570967152917,1.512117305831603,0.4373422259109734,Iris-setosa
+65,5.531091661795969,2.4010729606873857,3.747073888877908,1.1085690983116536,Iris-versicolor
+66,6.704440081218208,3.2911583361479666,5.736011234916804,2.4999995992535933,Iris-virginica
+67,5.907982150401487,3.1845251413747775,4.769755968622187,1.7892726503979557,Iris-versicolor
+68,5.919623007840663,3.1984695114458797,4.807357205486946,1.802545788329595,Iris-versicolor
+69,4.894618817419936,3.088976858350956,1.5955430455547635,0.1,Iris-setosa
+70,5.17916810734966,3.6612886309885955,1.543270042436347,0.2149723467722725,Iris-setosa
+71,5.0205324998202725,3.404025884406454,1.8354357153036944,0.3723726937044658,Iris-setosa
+72,6.276512332367983,2.311945327399671,4.434712377332139,1.3371029803733367,Iris-versicolor
+73,5.869586090891667,3.0,5.093853041995719,1.7942082055403077,Iris-virginica
+74,6.3120053297806145,3.2997184981640904,4.710100230358051,1.6069509181670016,Iris-versicolor
+75,5.9241989093536995,2.986194299510619,4.591326109860239,1.3535398716131954,Iris-versicolor
+76,6.658769149111111,3.2941440101274195,5.755357451587977,2.499999385899957,Iris-virginica
+77,7.0079183889872585,3.223895871596112,5.695453847457917,2.303578272511903,Iris-virginica
+78,6.521692962302853,3.0,5.436114359141882,1.8042408249588462,Iris-virginica
+79,6.895166625465078,3.1152502250933596,5.094204763524552,2.305655562808238,Iris-virginica
+80,7.1060063709325,3.0,5.944925009767658,2.0275631911894867,Iris-virginica
+81,5.785677334193882,2.8082607306069223,5.093925735874594,2.420956971225558,Iris-virginica
+82,6.863723412365213,3.114860711049445,5.096265919919346,2.2751085822222445,Iris-virginica
+83,7.706921398024111,2.595063720236885,6.9,2.3094189479968903,Iris-virginica
+84,7.899997875708488,3.793129094514274,6.320969872760265,2.007751936257875,Iris-virginica
+85,5.819022485935692,2.785312706585266,5.091175539223849,2.3881411902847454,Iris-virginica
+86,5.542806940384029,3.0,4.273306681459457,1.3333722904099683,Iris-versicolor
+87,6.288167115845288,2.3052596731627375,4.392500348948052,1.2839743643138128,Iris-versicolor
+88,5.671046755469441,3.0,3.7538195629894253,1.3321440153038353,Iris-versicolor
+89,6.403666347153832,2.8934194255605523,5.568484575834435,1.9913599119747325,Iris-virginica
+90,6.397949868585028,2.8858685219978772,4.323445474950197,1.2927420534677572,Iris-versicolor
+91,5.042888260076935,3.2502937671788543,1.48087784354491,0.47387605670519567,Iris-setosa
+92,5.5658944164654365,2.7132971459990762,4.297765151086124,1.3025219608645249,Iris-versicolor
+93,4.896343812327834,3.1140436683975024,1.496938489291596,0.1,Iris-setosa
+94,5.344918541392409,2.543734426640545,3.5290422519377986,1.1396084547733196,Iris-versicolor
+95,4.903140469217134,3.1071212249563307,1.637829189477837,0.10000011093547273,Iris-setosa
+96,5.019286150627718,3.451313280080128,1.5463109811750322,0.39829279167016285,Iris-setosa
+97,6.766743064112087,3.1683838255227346,5.966840624979062,2.3026917414305763,Iris-virginica
+98,5.475262708359726,2.3771420908449725,3.807721481663703,1.1073872590915284,Iris-versicolor
+99,6.105754681547658,3.0,4.617380334409894,1.3904283151223786,Iris-versicolor
+100,4.795712674820989,3.0,1.388425440376035,0.35533614626013255,Iris-setosa
+101,6.698720078399122,2.501049268563164,5.867400650226266,1.798228285986931,Iris-virginica
+102,6.670031025259129,3.284620387605049,5.6839826990231375,2.5,Iris-virginica
+103,6.315682529608783,3.407131131652636,5.579367729067758,2.394106679335021,Iris-virginica
+104,6.5998338635125116,3.0,5.687008350937661,2.1383716455655923,Iris-virginica
+105,6.316112197438648,2.714979256395843,4.922017011880659,1.797170055675868,Iris-virginica
+106,7.130799596214556,3.0,6.006759237060536,2.0888809484012727,Iris-virginica
+107,5.4666559552271865,4.2,1.4002638787970676,0.19953827733761048,Iris-setosa
+108,6.57784829385242,3.0,5.491921996797019,1.822671534966813,Iris-virginica
+109,5.58793162913894,2.4991109277785957,3.999817023548283,1.120350472816102,Iris-versicolor
+110,6.040332817903314,2.898008103781961,4.530384035726992,1.465714794539027,Iris-versicolor
+111,6.309871277611693,2.4741226433771577,4.929357338400348,1.4843559353152438,Iris-versicolor
+112,5.489832860227485,4.2,1.4053044904185075,0.20423793853558053,Iris-setosa
+113,6.276510877842878,2.7542139598631175,4.9236572115270665,1.7980275504277428,Iris-virginica
+114,5.8263152023437605,3.0,4.162274054423523,1.4430933462704536,Iris-versicolor
+115,5.435690070124942,3.409702432447441,1.6642016132173063,0.20048627401585187,Iris-setosa
+116,4.512938113339264,2.320724597073833,1.3006253253718287,0.2948685038369565,Iris-setosa
+117,5.631656873534337,3.757347405757651,1.6938174874372658,0.3840159245221863,Iris-setosa
+118,4.783042456465866,3.0,1.3962982163227466,0.3242429102942318,Iris-setosa
+119,4.851142381451221,3.0,1.392802738177953,0.23501166387626576,Iris-setosa
diff --git a/iris/tab_ddpm/4_2/21/test.csv b/iris/tab_ddpm/4_2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/21/train.csv b/iris/tab_ddpm/4_2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/21/val.csv b/iris/tab_ddpm/4_2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/22/synth.csv b/iris/tab_ddpm/4_2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3db8d707d9345885e93f370dd3941b6f00eec384
--- /dev/null
+++ b/iris/tab_ddpm/4_2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.30204336496433,2.705257601870177,4.869359304121486,1.797252645581518,Iris-virginica
+1,5.781729412333656,2.841206639260864,4.509385743850593,1.332664827484483,Iris-versicolor
+2,5.112812791703643,3.29811992892435,1.7614032044754442,0.5754191725407145,Iris-setosa
+3,5.777272283925891,3.1581722734444018,4.829704042975445,1.7780401445150584,Iris-versicolor
+4,6.263748826229455,2.3117392108655315,4.351890041942557,1.2870619470917786,Iris-versicolor
+5,6.479291222222912,2.623073642535765,5.499809497698406,1.8225588913119488,Iris-virginica
+6,5.409215549590737,3.9107385212265418,1.6934993413539827,0.42348171916710187,Iris-setosa
+7,5.669276920627387,3.8027393256105033,1.8336604313873635,0.3673417874815379,Iris-setosa
+8,6.132047557197497,2.8187575897172357,4.657398225202905,1.1934017457554333,Iris-versicolor
+9,6.657004187334384,3.2982439213177392,5.703499065340672,2.09835287898666,Iris-virginica
+10,5.863042355794098,2.814932309054998,4.476497260820482,1.3973419343084628,Iris-versicolor
+11,5.904981983166878,3.0,4.3140353520587045,1.540522840148034,Iris-versicolor
+12,5.392487358450974,3.0,4.50291221610116,1.5010200656855084,Iris-versicolor
+13,6.1232984722157395,2.600020504556851,5.6055417043913165,1.3877758921380172,Iris-virginica
+14,5.127571227135622,3.508360570203421,1.3928878843082813,0.29863326496638565,Iris-setosa
+15,5.9977942531048045,2.6815619037114566,5.130752315376207,1.5974855891899493,Iris-versicolor
+16,4.878763496251634,3.0737157556095687,1.485182103438286,0.1000000961052089,Iris-setosa
+17,6.710755893832946,3.0,4.968775245794673,1.716984727596666,Iris-versicolor
+18,6.753952606593282,2.820904063161284,4.773916845147364,1.4149207999735338,Iris-versicolor
+19,5.53412065164257,2.5954690779071736,4.238259009899049,1.210024933558318,Iris-versicolor
+20,6.51470115574449,3.0,5.476440496717965,1.801913196990368,Iris-virginica
+21,5.199917122655533,2.7036795366362347,3.9348661754822594,1.409937020711158,Iris-versicolor
+22,6.798853932454045,3.1931628415901763,5.824307255479429,2.3095542861974576,Iris-virginica
+23,6.515186098739346,3.1925092089125076,5.099918002915076,1.9936334041172783,Iris-virginica
+24,5.310882499047313,2.4698489071811083,3.3239160186178385,1.1043206943514197,Iris-versicolor
+25,6.017362541403041,2.6968933526528245,5.073911377177347,1.5090179218908084,Iris-versicolor
+26,7.200782060084578,3.0,6.0784547584743995,2.009274374935986,Iris-virginica
+27,4.805488245806495,3.0,1.38558118106258,0.10000016665247709,Iris-setosa
+28,6.713416452071524,3.2996113676971395,5.8702789079498405,2.5,Iris-virginica
+29,4.580429563954976,3.402367012523043,1.3886593345493339,0.29586561086402685,Iris-setosa
+30,6.6825519476356785,3.0,4.977373513782113,1.7076824716014485,Iris-versicolor
+31,5.788330088280458,2.859084117414803,4.460945712309412,1.4265364265467704,Iris-versicolor
+32,6.0002148882560284,2.678644992738769,5.094070002783588,1.606635959355463,Iris-versicolor
+33,5.313292922631123,3.39203548471933,1.6094362053324267,0.20232980402004092,Iris-setosa
+34,6.715588555638613,3.2929104732829804,5.7389698876082,2.092639566649858,Iris-virginica
+35,5.553870614067772,3.0,4.081286513503688,1.2836250793675643,Iris-versicolor
+36,5.668030147630909,2.9565840020890772,3.695638285088162,1.387580690136887,Iris-versicolor
+37,6.442106780977802,2.6555093112157317,5.384043250106122,1.894948575805006,Iris-virginica
+38,6.891087625479885,3.098587563402436,5.1029422294236895,2.2936520175283444,Iris-virginica
+39,5.015084180288442,3.4253538176480394,1.4946647992770545,0.3800242219810541,Iris-setosa
+40,5.555218445465435,2.5425927809984117,4.239683498097494,1.1411747884933199,Iris-versicolor
+41,5.734217304998678,2.8606775945686618,4.392150103959065,1.3524277565421818,Iris-versicolor
+42,6.675640444138321,3.0,4.983552669041998,1.7235222550797007,Iris-versicolor
+43,6.041497181418781,2.980805247854844,4.530027831080268,1.4295264078014016,Iris-versicolor
+44,6.015340341811643,2.707983364781678,5.091373630970741,1.5898836988660465,Iris-versicolor
+45,5.444180644275293,3.0,4.421975396961418,1.4845724158324145,Iris-versicolor
+46,5.299531601673024,3.616511910515325,1.5683398136587023,0.20069009055692263,Iris-setosa
+47,5.510839908686108,2.4282494233219736,3.8637233579888113,1.0873408087731,Iris-versicolor
+48,6.318521429863997,2.4868527135848013,4.895679113064035,1.4941252237303801,Iris-versicolor
+49,6.31618092557718,2.9137377683042036,5.566634161677565,1.794199006054229,Iris-virginica
+50,5.918061802883793,3.2014954103381026,4.82693574721899,1.7941086417040533,Iris-versicolor
+51,6.286661048028989,3.39375534164583,5.648865391891071,2.3959026499890803,Iris-virginica
+52,5.670093588005273,2.464904979123102,4.998164080466257,1.9780191324380196,Iris-virginica
+53,4.995548151037112,3.39793635696304,1.8709592415517098,0.36227628902769365,Iris-setosa
+54,4.990711762858274,3.2785588270621977,1.378070123485204,0.19369204034993798,Iris-setosa
+55,5.747286536061212,2.553342568263417,5.027458678113639,1.9772388174909579,Iris-virginica
+56,5.917542093730722,3.0,5.093109264978049,1.7991855837563842,Iris-virginica
+57,4.898708701271421,3.0,1.3988015654212642,0.1995351913706659,Iris-setosa
+58,6.011015626401935,2.840049911754873,4.560558995171271,1.384601662551061,Iris-versicolor
+59,6.662630001863188,3.3058623210897506,5.69247646478512,2.49999960282982,Iris-virginica
+60,6.312585058260641,2.7179722561822715,4.898325187009598,1.7967735141805756,Iris-virginica
+61,5.727434044756834,3.0,4.0587159642881945,1.393768214495323,Iris-versicolor
+62,5.157319047005618,3.731527528487584,1.4967214588129083,0.20122775341745427,Iris-setosa
+63,7.686207176217772,2.589470539641008,6.899998734353297,2.29737298519197,Iris-virginica
+64,6.7240258435243785,3.3015702696151887,5.724762778040323,2.079798539374523,Iris-virginica
+65,5.692483089074566,2.4723884366516717,4.970050605908749,2.015306507441962,Iris-virginica
+66,6.674577399411154,2.4916714977056023,5.809717715995364,1.7888825185649289,Iris-virginica
+67,5.725561469555377,2.7861733904633605,4.471746958127986,1.3487063935902623,Iris-versicolor
+68,5.0966195454042165,3.485884372084167,1.4196699510958013,0.3638524514301148,Iris-setosa
+69,5.510952311216513,3.856527572489,1.6429482286335029,0.32735268739952716,Iris-setosa
+70,5.93352708900788,2.7360526900714186,5.061203527519984,1.5285380174560093,Iris-versicolor
+71,4.511372964015949,2.318262666082637,1.2984950255591896,0.32177116900276465,Iris-setosa
+72,5.801217183357401,2.8115918649161133,5.120981423596646,2.398114515244669,Iris-virginica
+73,4.498605467007386,2.311006333843297,1.292502658260275,0.2933230217802677,Iris-setosa
+74,5.52774735717685,2.4680735458751593,3.813665344211192,1.0906734387869972,Iris-versicolor
+75,4.831510324708766,3.0,1.4125216908137521,0.10000010067714776,Iris-setosa
+76,6.759927323797718,2.824618840044334,4.821377220585877,1.4207589380015788,Iris-versicolor
+77,6.832525264609518,3.2067848071641576,5.76530751087405,2.299392751793356,Iris-virginica
+78,4.8731561000446,3.100129838016902,1.6015969255206906,0.1,Iris-setosa
+79,4.4,2.897248913295177,1.3718968998469094,0.19492077123034862,Iris-setosa
+80,5.107724419254519,3.510540116194659,1.4021507763413796,0.3165710928025401,Iris-setosa
+81,5.423235108471219,2.800769809686852,4.280742651633872,1.3861796112201612,Iris-versicolor
+82,6.808107561593272,3.1750077193504063,5.837117607211527,2.311799270916027,Iris-virginica
+83,4.789535359195678,3.0,1.403702519651174,0.1,Iris-setosa
+84,6.820735405489687,2.7831266931235326,4.816082927867889,1.3875616169114442,Iris-versicolor
+85,7.899998254969536,3.729376924170425,6.388078905178422,1.9978542852766394,Iris-virginica
+86,5.736384270374657,2.7916200930922432,4.465759689796655,1.3071514225378358,Iris-versicolor
+87,6.9272261623060905,3.2015079093439813,5.76082086695919,2.288398483506702,Iris-virginica
+88,6.034514066000354,2.2,5.003647276476345,1.488997092343793,Iris-virginica
+89,5.478550379915165,2.72869994912823,3.9412134443337137,1.336353655727877,Iris-versicolor
+90,4.8213024114480305,3.0,1.386938382605841,0.10000009311105394,Iris-setosa
+91,6.314156099013242,3.318265705893768,4.706260343804432,1.596263904885037,Iris-versicolor
+92,5.822408806560162,3.0,4.030844450608722,1.4614890758160113,Iris-versicolor
+93,4.825556329919509,3.0,1.39764940481692,0.3893934925014781,Iris-setosa
+94,5.976071670710575,3.0,4.899547198325133,1.8055864518548357,Iris-virginica
+95,7.057486915325665,3.0,5.845068291420557,2.038211982066915,Iris-virginica
+96,4.765147834975205,3.031170707676602,1.402768687597578,0.20294722209243393,Iris-setosa
+97,4.609341635704285,3.3937874082877246,1.3992334371550124,0.3182374128510037,Iris-setosa
+98,6.753508779127118,3.0,5.524126762822653,2.0531295773537153,Iris-virginica
+99,6.067778119304208,2.93680586536951,4.633423778284772,1.3321422095853825,Iris-versicolor
+100,6.89289458262636,3.0,5.4766106162947,2.1324522022098553,Iris-virginica
+101,4.817070996204642,3.0,1.4006059054359032,0.1,Iris-setosa
+102,5.002273976521255,3.1658118340093897,1.2,0.20654371950174888,Iris-setosa
+103,5.868919867671617,3.0,4.257004011017724,1.4973124388680357,Iris-versicolor
+104,5.115815417233755,3.7843393316099725,1.523735255539226,0.19516542887857818,Iris-setosa
+105,5.966567008705047,2.9098869685752686,4.602614629804027,1.3630538184244463,Iris-versicolor
+106,6.312493421864699,2.482305467228869,4.894004069897479,1.4903506382481382,Iris-versicolor
+107,6.6692881856704265,2.4631615029962255,5.807717466432345,1.8054287397501383,Iris-virginica
+108,5.58040806509342,3.0,4.0322763155216075,1.2951036657403283,Iris-versicolor
+109,4.933011608755119,2.410073653773338,3.2628563748877752,1.0775642319703251,Iris-versicolor
+110,6.530782125952702,3.0,5.7995065745156635,2.217367852903267,Iris-virginica
+111,5.489491249288626,4.199999257845939,1.3997009400604665,0.2015514148303187,Iris-setosa
+112,5.987464470337444,2.2000002881091207,5.009844052023948,1.5133931388744153,Iris-virginica
+113,6.866079430230146,3.1989764048622327,5.8403784034668575,2.291669268417648,Iris-virginica
+114,7.899998244048517,3.815836062131633,6.345983313902911,2.0282204489502575,Iris-virginica
+115,6.703759478969904,3.2895593506450034,5.6804929582234935,2.4999995177814056,Iris-virginica
+116,6.581335425137706,3.3434233590616897,5.678921801293362,2.157325642581742,Iris-virginica
+117,5.522892296684589,2.6424319774032243,4.410676838545267,1.2220656595546318,Iris-versicolor
+118,5.804416744305687,2.785084198310052,5.127255702652701,1.858753514692561,Iris-virginica
+119,4.892713813887202,3.093643454995113,1.4907375907123996,0.10000010705630341,Iris-setosa
diff --git a/iris/tab_ddpm/4_2/22/test.csv b/iris/tab_ddpm/4_2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/22/train.csv b/iris/tab_ddpm/4_2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/22/val.csv b/iris/tab_ddpm/4_2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/23/synth.csv b/iris/tab_ddpm/4_2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4890f489be932fe28e761179de30c8768387b50a
--- /dev/null
+++ b/iris/tab_ddpm/4_2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.029930788912254,2.705168320989246,5.090936608535274,1.6038889123761375,Iris-versicolor
+1,6.027120916852916,3.0,4.370748763075732,1.4974609752933623,Iris-versicolor
+2,6.730232309754958,3.3093984335721607,5.71668733451431,2.5,Iris-virginica
+3,5.405842826769478,2.5402590356850094,3.810272887082105,1.1898143248796593,Iris-versicolor
+4,7.328146352334819,2.892793218252214,6.339664693974799,1.7969704822654247,Iris-virginica
+5,5.923828786444567,3.207544033945365,4.781451045829481,1.7994730543431827,Iris-versicolor
+6,5.452987515049738,3.878821192809805,1.7367554430821857,0.3288676408783876,Iris-setosa
+7,6.508231018122219,3.1909771682842187,5.10524646572372,2.0005208062793725,Iris-virginica
+8,5.6843564015504,2.470077351534438,5.017281909616038,1.9990578591318406,Iris-virginica
+9,5.396333550388487,2.418330958615987,3.7287394658736708,1.0710862849422182,Iris-versicolor
+10,5.262129822102244,3.362467645711644,1.499366528822361,0.47171944298638346,Iris-setosa
+11,5.386632210546395,3.0,4.568537705616705,1.4846873464514816,Iris-versicolor
+12,6.2071870626475665,2.2,4.472838891802172,1.4961860207243138,Iris-versicolor
+13,5.208594909999738,3.41407994426854,1.7451794204158038,0.19953253455194364,Iris-setosa
+14,6.775414319666121,2.778694611695938,4.793304292589691,1.3988877160813806,Iris-versicolor
+15,6.061083365528266,2.2,5.005281731844521,1.5178620560441844,Iris-virginica
+16,6.681392127551616,3.293811829863707,5.69103928483928,2.088991156998541,Iris-virginica
+17,4.952557018275943,3.286859892367075,1.3919507772253776,0.19745998765039335,Iris-setosa
+18,6.6982084018616055,3.0,4.979047039509735,1.7117394452462267,Iris-versicolor
+19,6.364826350793961,2.7024685668460915,5.058975516492959,1.8249977159339044,Iris-virginica
+20,6.792491010965789,2.805826255854775,4.779357221005122,1.3984609929683511,Iris-versicolor
+21,5.8275093980563595,2.8114145330447924,4.4490385694993355,1.4176760725017485,Iris-versicolor
+22,4.8503545082868005,3.0,1.4001598832290765,0.2526444367162627,Iris-setosa
+23,5.249420334268333,3.5217108969610424,1.4904029505008827,0.19536848095437712,Iris-setosa
+24,5.157100093743433,2.530850860968731,3.1675670119311334,1.1576665599531084,Iris-versicolor
+25,6.680561474730114,3.2916511682091083,5.70193583637007,2.092066229115883,Iris-virginica
+26,6.697552075272845,3.0,4.96601341312607,1.68014230311773,Iris-versicolor
+27,6.78320988324795,2.815207940020048,4.758698987472776,1.3812208003110629,Iris-versicolor
+28,6.052883077801853,2.8433194913930637,4.587574139524221,1.302766644832964,Iris-versicolor
+29,6.79631827991058,3.0,5.595368997601257,2.1079710594547296,Iris-virginica
+30,4.4,2.880580733544269,1.3934235205840197,0.20333594394645058,Iris-setosa
+31,5.09740181093051,3.4886305808063884,1.3881040835427172,0.3117272420897312,Iris-setosa
+32,4.596142714458205,3.4019955278616654,1.409493841849741,0.31465711104870603,Iris-setosa
+33,6.406361720478378,2.9155238553859957,4.275469367877567,1.2952086417149056,Iris-versicolor
+34,6.699903638473861,3.293754072766976,5.754326588979873,2.4999995066319602,Iris-virginica
+35,6.906937640107057,3.1130417456002726,5.098188345662386,2.309182181970322,Iris-virginica
+36,5.0170462340967354,3.511025380188448,1.538560167210662,0.40926024038693776,Iris-setosa
+37,4.986189302184344,3.208670343069524,1.2000002174786442,0.19937598308655302,Iris-setosa
+38,6.904038703707321,3.1918200131009837,5.6713579597905115,2.2991774650241363,Iris-virginica
+39,4.8832681003423,3.079671917034403,1.4956507090058844,0.10000009135483207,Iris-setosa
+40,5.491519079878848,4.2,1.387923103246563,0.19365530713988388,Iris-setosa
+41,5.671576929814548,2.7498704962926546,4.404977701927324,1.3132011799220118,Iris-versicolor
+42,5.27928407041533,3.856295786159655,1.606428420338373,0.41846387321455375,Iris-setosa
+43,5.105774617038412,3.5387920939407636,1.539477750761489,0.19969688395833501,Iris-setosa
+44,4.6192538273142105,3.398852582963507,1.4081947485725346,0.29954172011995805,Iris-setosa
+45,5.991194639510622,3.0,4.905057923891221,1.794776765444544,Iris-virginica
+46,5.8807157077155585,3.1895162890909634,4.79703782913494,1.7984707186577555,Iris-versicolor
+47,5.504158987328498,2.7433583176713765,3.5545454069131748,1.24336435216794,Iris-versicolor
+48,4.502818049219523,2.307014121147642,1.3036422992320937,0.2999140531321213,Iris-setosa
+49,6.703859331691632,3.0,4.9865328018596315,1.6667252276302276,Iris-versicolor
+50,5.895482516774033,2.8127576967231334,4.402702558945536,1.4125061821702791,Iris-versicolor
+51,6.319425567628738,3.3937672212611574,5.596384470625192,2.3993314469076017,Iris-virginica
+52,6.394919845689641,2.7189437724462655,5.30526985006533,1.891374232987942,Iris-virginica
+53,4.498492820700556,2.2909805519209727,1.29172473796695,0.2980606975986527,Iris-setosa
+54,6.710690558855741,2.46405345184143,5.893828986473603,1.8009825937389297,Iris-virginica
+55,5.89170982675553,3.0,4.901979160973496,1.795920312400984,Iris-virginica
+56,5.736725669153072,2.596476200809744,5.060249312004276,1.937719200949856,Iris-virginica
+57,4.588461930395592,3.3954179539267786,1.3961577124581073,0.3091622846410525,Iris-setosa
+58,4.502470010579146,2.3069268074259273,1.29612326929606,0.29148292274559096,Iris-setosa
+59,5.979092067475342,2.699284672307565,5.084028898462214,1.6185101635621577,Iris-versicolor
+60,6.028670200068268,3.0,4.804658446425352,1.8012872219028224,Iris-virginica
+61,6.059101727314216,2.7236915621237796,5.096389012110297,1.629556109835102,Iris-versicolor
+62,6.586769855432235,3.0,5.501547505794342,1.7932610097232098,Iris-virginica
+63,6.6934182770247155,2.500215188090313,5.737505402169391,1.7984715878104784,Iris-virginica
+64,6.260046424272958,2.5825148397073554,5.004161354558239,1.58972838360429,Iris-versicolor
+65,6.018047635307645,3.0,4.768102191511479,1.7986048022076768,Iris-virginica
+66,5.101803081530695,2.4881534931328346,2.8317502325520914,1.0842783931430129,Iris-versicolor
+67,5.097862395759,3.782453010799767,1.5350655147737915,0.20236044338704492,Iris-setosa
+68,7.694070458688335,2.612999653841538,6.89999859753681,2.2871078743196294,Iris-virginica
+69,4.631645981521771,3.4056176304024497,1.3995931147421756,0.336824037907337,Iris-setosa
+70,7.367330980679949,2.8817723593058004,6.344556253270735,1.805784875732432,Iris-virginica
+71,5.685799450201586,2.5114367510216082,5.006080965643909,1.9984315626043643,Iris-virginica
+72,6.0388166517607385,2.8874689920366556,4.552742619804597,1.508506649861618,Iris-versicolor
+73,6.112716453511746,3.0,4.5407577198973,1.4458315538577184,Iris-versicolor
+74,4.88376676619518,2.384135424254013,3.319507555022043,1.0827599741477019,Iris-versicolor
+75,5.834256125558484,2.7930404556261714,4.58015794727581,1.3313886554167218,Iris-versicolor
+76,6.794748854101474,3.1844454762135577,5.909904396792778,2.3098831094934815,Iris-virginica
+77,4.800021616180015,3.0,1.3908246627978065,0.3695381042573578,Iris-setosa
+78,6.423985151227346,2.9003282077549852,4.313924748263375,1.3112567135529964,Iris-versicolor
+79,5.686230768667675,2.777904068090707,4.439760818569085,1.2961881675643134,Iris-versicolor
+80,6.136626087956054,3.0,4.641244275449362,1.3986574268930827,Iris-versicolor
+81,6.093908955702288,2.6065506716082467,5.580988429071417,1.4166276603260484,Iris-virginica
+82,6.480318669181256,3.0,5.829606693771695,2.1995990235500265,Iris-virginica
+83,5.53451504097756,2.6321582297338892,4.332118067587148,1.2511097271764613,Iris-versicolor
+84,5.538175531179079,3.0,4.275496990572656,1.3030398433173993,Iris-versicolor
+85,6.701400024224682,3.301939974085575,5.6393641569527935,2.146051880275756,Iris-virginica
+86,4.780138515679326,3.0,1.3992531052675126,0.2919989384556666,Iris-setosa
+87,4.9265429280944355,3.28390623165641,1.4055417958997831,0.1989850046729626,Iris-setosa
+88,5.87507310635501,3.1979071141625486,4.838900621906975,1.8023176476800458,Iris-versicolor
+89,6.914410748641584,3.170453536906219,5.836955819361233,2.272385137236804,Iris-virginica
+90,6.724836242389444,2.501344479191219,5.840834831881202,1.8006408322208267,Iris-virginica
+91,6.668944060209633,3.0,5.6668912048338935,2.087491906469798,Iris-virginica
+92,5.908141475397783,2.876263721649354,4.432111155260946,1.462034565375209,Iris-versicolor
+93,6.0016562526826975,2.2,5.025922893004342,1.496092199368234,Iris-virginica
+94,5.25091469794883,3.8601344337576187,1.603587040180555,0.5133764294578096,Iris-setosa
+95,4.785253058941443,3.0,1.3868410864611989,0.1,Iris-setosa
+96,5.738239823326487,3.0,4.262495354147965,1.346331626394135,Iris-versicolor
+97,5.637188552308798,2.7099038120223384,4.41585694868462,1.2798784941514747,Iris-versicolor
+98,5.963143389622419,3.0,4.8079241606941405,1.8033362722071038,Iris-virginica
+99,6.383780938008084,2.703185749966535,5.104989700199769,1.821399846257192,Iris-virginica
+100,6.608431220451607,3.21208806147983,5.351767618603368,1.985951965353651,Iris-virginica
+101,6.7438687300495745,2.548142243801012,5.899749813381034,1.8100047309550553,Iris-virginica
+102,6.9913550055995515,3.0,5.715326111507759,2.0613607622288024,Iris-virginica
+103,5.994479564431611,2.904716882789247,4.610642035389729,1.44399303616024,Iris-versicolor
+104,5.586267986548626,3.8597420391476853,1.7850139929035462,0.29975612854923805,Iris-setosa
+105,6.705960208993742,3.286588503297795,5.71404500754117,2.07793584836069,Iris-virginica
+106,6.7497657473084125,3.333176005290815,5.784103718572154,2.5,Iris-virginica
+107,5.2479488779622265,3.8023568566035872,1.5821458804442057,0.2150039293886543,Iris-setosa
+108,7.3571228177097305,2.887221991177454,6.335661354875402,1.803444533449242,Iris-virginica
+109,6.308253861355156,2.696146293730875,4.913959444669801,1.7997107717956893,Iris-virginica
+110,5.01202623260447,3.3208134882955505,1.4017777311525967,0.20578958188714164,Iris-setosa
+111,6.170040100383889,3.2661766859120966,4.769714010759602,1.739990597356889,Iris-versicolor
+112,5.064193986430436,3.3705432190315183,1.409799224518314,0.22023163470585097,Iris-setosa
+113,6.009688006826734,2.706759262529877,5.106314008006478,1.6017399058187265,Iris-versicolor
+114,6.581213898402869,3.176601047307795,5.179580093199868,2.0586080052335203,Iris-virginica
+115,5.072610283502725,3.4005322575174497,1.5274630859176355,0.20070654035102287,Iris-setosa
+116,5.765070072042788,2.803685282989713,5.071977738048875,2.395677996898826,Iris-virginica
+117,5.661821267575525,3.7204583209925124,1.6576222425372027,0.2869029351192645,Iris-setosa
+118,5.265285346371127,2.756322912353636,4.050185334859532,1.4466403418106348,Iris-versicolor
+119,5.442606299746027,3.0,4.407530562925178,1.455788662990711,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/23/test.csv b/iris/tab_ddpm/4_2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/23/train.csv b/iris/tab_ddpm/4_2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/23/val.csv b/iris/tab_ddpm/4_2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/24/synth.csv b/iris/tab_ddpm/4_2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..05da52f0033e54243fb3a1c64f8bf31d499ee737
--- /dev/null
+++ b/iris/tab_ddpm/4_2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.605799053120869,3.406539845945131,1.4060190498457148,0.2959746928350139,Iris-setosa
+1,5.396149863364258,3.0,4.464107787457772,1.4678172566209817,Iris-versicolor
+2,6.792008271312471,3.130905061746394,5.742125600428907,2.2704720182209073,Iris-virginica
+3,6.696987696392409,2.4807225656377887,5.737504952358997,1.7926359002821006,Iris-virginica
+4,5.392103518119627,3.0,4.500063889659764,1.5060439311822353,Iris-versicolor
+5,4.998022109064408,3.29202753081982,1.3995430710258834,0.19794964555468028,Iris-setosa
+6,5.717445218790582,2.507349356748374,5.008235006774173,1.983989573819196,Iris-virginica
+7,6.9426473363218975,3.0734925675207077,5.851456872012696,2.223204872994416,Iris-virginica
+8,6.779935477900698,2.815987366678897,4.744296202629596,1.4083407299544712,Iris-versicolor
+9,5.921953891370602,2.9296031374059504,4.427296889560075,1.4492884976587044,Iris-versicolor
+10,5.519024548196291,2.4804201209327092,3.8065930680108817,1.0901948120573581,Iris-versicolor
+11,5.549598198062634,2.834982563641038,3.506302558152812,1.2749828809546306,Iris-versicolor
+12,6.015657531151054,2.677741422597011,5.09350419834271,1.599551523010533,Iris-versicolor
+13,5.679746503907933,3.0,3.9809738740983263,1.344952173557284,Iris-versicolor
+14,6.7983471636046735,3.2067104372983137,5.877751634164705,2.2790471057421127,Iris-virginica
+15,5.738072673845588,2.9853000127425418,4.270009012758438,1.376081585203323,Iris-versicolor
+16,6.578640167775157,3.0076669584962046,5.504410639929726,1.8724573385684293,Iris-virginica
+17,5.499004407592394,2.643082362492672,3.9227239120083235,1.2410661377320857,Iris-versicolor
+18,4.990096007541055,3.305495520570924,1.4030313543155752,0.20531872351975053,Iris-setosa
+19,5.985120195338533,3.0,4.860570412255646,1.7946225654687733,Iris-virginica
+20,4.9941210905501245,3.2122624617422644,1.2,0.19684476356562305,Iris-setosa
+21,5.782278110116237,2.7842091604302,5.09534372672843,2.3979118692990316,Iris-virginica
+22,6.121498581443668,3.0,4.591603195448197,1.4160440788768318,Iris-versicolor
+23,4.784847512812837,3.0,1.4026929831673258,0.35198012302402754,Iris-setosa
+24,5.137395617805605,2.4279179855035666,3.2363645525347944,1.1118720334083505,Iris-versicolor
+25,5.612689350257356,3.7607979910630123,1.6443742113927426,0.2992751277752417,Iris-setosa
+26,4.851783402176372,3.0,1.3828897898949193,0.23253073735948546,Iris-setosa
+27,5.215028107531172,3.6685324450609373,1.5319756250815189,0.32716717191206207,Iris-setosa
+28,6.823061259515907,3.205172182614678,5.819641842974765,2.2670123863238762,Iris-virginica
+29,4.4,2.9182093065064993,1.3915034667724553,0.20211354933307266,Iris-setosa
+30,5.149396125375792,2.634738403868284,3.5649324762242753,1.3380299578223225,Iris-versicolor
+31,4.901594108536653,3.0888788239935328,1.4891990231848184,0.1,Iris-setosa
+32,6.554695441125325,3.0,5.4792970045605305,1.8097032982957486,Iris-virginica
+33,5.085716170053512,3.7951669165727617,1.510056061074747,0.20373864653364365,Iris-setosa
+34,6.719167304345443,3.308768627973395,5.800744493042816,2.5,Iris-virginica
+35,5.575398347494969,3.0,4.074928684083133,1.3012888093034527,Iris-versicolor
+36,5.544577689228392,2.485153000978052,3.8120827623643785,1.1072759493382798,Iris-versicolor
+37,5.4636031378514245,4.199999040923254,1.3974763930099696,0.2047826019429296,Iris-setosa
+38,5.922539793865942,3.0,4.193187946013781,1.5461303396568078,Iris-versicolor
+39,5.996083432379953,2.68791491182621,5.096521438636982,1.6068599221535511,Iris-versicolor
+40,7.147523811590918,3.0,5.983520888195899,2.02285217546987,Iris-virginica
+41,5.980455158923213,3.0,5.08292091550017,1.8013094637223965,Iris-virginica
+42,6.016435784174965,3.0,4.759321582500833,1.8028298770995332,Iris-virginica
+43,5.51724470985991,2.4350938023092437,3.7777145247217776,1.0841595937356532,Iris-versicolor
+44,6.036630485377224,2.2,4.989590422376846,1.5445647066343902,Iris-virginica
+45,5.900941263693361,3.0,4.247355071153554,1.5132604379486727,Iris-versicolor
+46,4.989118796365757,3.2951025013339,1.406537816276312,0.19445318819325977,Iris-setosa
+47,4.400000997773003,2.9054574967063806,1.3960953598395864,0.20496021250206437,Iris-setosa
+48,6.318302504291383,2.9157268578165816,5.590357773422881,1.8000279518966065,Iris-virginica
+49,7.684705496108926,2.600179347378408,6.899998836418371,2.290751886907077,Iris-virginica
+50,6.28843702844249,2.5253197958705926,4.982800251460002,1.5085390334021949,Iris-versicolor
+51,5.103361588554902,3.4629101443626635,1.4025230263877508,0.2991400868980816,Iris-setosa
+52,5.083491277443892,3.5020650856450444,1.4214122627633015,0.3167494043404042,Iris-setosa
+53,6.956124751055156,3.121097554602576,5.089813641390584,2.311713485877739,Iris-virginica
+54,5.948111915656039,3.189744641435145,4.79220269091811,1.790790956925385,Iris-versicolor
+55,6.637507669152922,3.0,5.49207977385085,1.9376333464463644,Iris-virginica
+56,5.534056942856738,2.4269594134905694,3.904621937594676,1.0846138164403107,Iris-versicolor
+57,5.704500745214688,2.874844369449382,4.373215389935601,1.2786425455952661,Iris-versicolor
+58,6.005249879442246,2.2000004112474434,4.955670009348191,1.4997777555919716,Iris-virginica
+59,6.001746659698886,2.7018345972073217,5.1065254464095755,1.6053292128038736,Iris-versicolor
+60,5.096068484096786,3.4937952595277313,1.3919432404925383,0.30102552040622854,Iris-setosa
+61,6.298885940616677,3.3104751642798513,4.695274331209,1.612686810029345,Iris-versicolor
+62,6.2917189067810035,2.6908264887238174,4.89198541221262,1.8034492072833122,Iris-virginica
+63,6.341610960890215,3.2846145315625916,4.765174099314625,1.63704837663077,Iris-versicolor
+64,4.891368521923529,2.4227474045689115,3.2469955490005478,1.0060586307445696,Iris-versicolor
+65,6.006284474335766,2.9622422353873796,4.442473614561443,1.4849579855984498,Iris-versicolor
+66,4.900195665718489,3.1151467947127194,1.4965256006538148,0.10000011120390759,Iris-setosa
+67,5.58601830196762,2.544189884918581,3.9857034144714527,1.1890234105254356,Iris-versicolor
+68,6.273128419075526,3.0,4.6830674774396535,1.4661535110467756,Iris-versicolor
+69,4.9015475835116105,3.0,1.3988895983811587,0.19901007543079108,Iris-setosa
+70,5.585288175204956,2.466291043034552,3.9561026679797586,1.0790708559868465,Iris-versicolor
+71,4.948427326241621,3.162280956304126,1.4469519579184227,0.4134048368545528,Iris-setosa
+72,5.597926108575494,3.761592724416035,1.6775169508022407,0.3658152805881613,Iris-setosa
+73,6.6819948899097,3.2995679230304535,5.6761371606263475,2.5,Iris-virginica
+74,7.899998959996681,3.7856660755960627,6.434074741736904,2.002695110272909,Iris-virginica
+75,6.191348278841127,2.847735462005797,5.524763870173642,1.7937803720799952,Iris-virginica
+76,6.574775992354554,3.2336600268907683,5.374171808465213,2.0233755028579448,Iris-virginica
+77,5.914467605417458,3.206257763676235,4.8039368324252,1.7994873822276178,Iris-versicolor
+78,5.371548218945661,3.4028475003582037,1.5606803157989795,0.4876890174949784,Iris-setosa
+79,6.420618896922738,3.0,5.74062944879353,2.1526957261213093,Iris-virginica
+80,4.907616004069181,3.0,1.4004695215083496,0.19723161884864782,Iris-setosa
+81,6.831306813595121,3.209238807967694,5.90200188335321,2.30289205271274,Iris-virginica
+82,5.042185338371225,3.538900137776089,1.5430279308757517,0.37703835724235213,Iris-setosa
+83,5.584441728658081,2.5014007397190423,3.733059694613975,1.1249838755925239,Iris-versicolor
+84,5.714600771197344,2.557570098769099,5.031305278869762,1.969579738246082,Iris-virginica
+85,5.568572610819012,2.6428198721664145,4.293577733749875,1.269390500185332,Iris-versicolor
+86,5.003948037591927,3.3233152990853787,1.4046867737513677,0.19491505335361337,Iris-setosa
+87,5.177637071837678,2.68605811272599,3.9836915153878865,1.3922454588786073,Iris-versicolor
+88,5.404439170464526,3.0,4.4341022488832005,1.4651952851232615,Iris-versicolor
+89,6.306712597494827,2.3015548626486497,4.369272318479985,1.296106927790575,Iris-versicolor
+90,6.04839461412286,2.705562488913782,5.100040572315783,1.5955379295042842,Iris-versicolor
+91,5.509081782792777,3.4729981021738436,1.6349736364467626,0.29661484454757764,Iris-setosa
+92,6.601714536337947,3.173640172650237,5.117729517405039,2.0374717926832187,Iris-virginica
+93,5.097881552268396,3.2964912636760544,1.6798799125741943,0.4345353215263189,Iris-setosa
+94,5.894366413890856,3.0,5.109552661582794,1.7919977206438493,Iris-virginica
+95,5.331113886988066,2.7209369068896123,3.543498677329352,1.372842599828569,Iris-versicolor
+96,6.479708921042587,3.1832530218450255,5.101903270268078,2.0158735080269365,Iris-virginica
+97,5.1235099402182,3.323192892750813,1.5647883228359918,0.4353754351128587,Iris-setosa
+98,5.598303611913992,3.0,3.8075006557936173,1.279672569221293,Iris-versicolor
+99,6.676998371303005,3.2873434143457523,5.683387257364622,2.499999568805484,Iris-virginica
+100,4.900133021721166,3.109852594845095,1.5609511401933647,0.10000009468996957,Iris-setosa
+101,6.667032508577527,2.5173475673209014,5.9146182615279885,1.798929373303731,Iris-virginica
+102,4.6948339787861295,3.092995802826829,1.3978415111757339,0.19920373430764104,Iris-setosa
+103,5.727857938912762,2.4824384277609517,5.0055487389209645,2.008196392912009,Iris-virginica
+104,6.721688718826643,3.3043725568852107,5.7736043280714995,2.499999617472243,Iris-virginica
+105,6.379607801650206,2.8974812986274046,4.290478821510287,1.2735999123981354,Iris-versicolor
+106,5.7734767719369495,2.7914290697073945,5.087921759481254,2.3967038241384166,Iris-virginica
+107,6.287749076607797,2.2990204281472395,4.388416646797325,1.2809126658870365,Iris-versicolor
+108,6.726107782631732,2.4919696833225635,5.78543915554262,1.8139760905403584,Iris-virginica
+109,5.013892792096915,3.4434960214044894,1.6573896154766112,0.3977543325841144,Iris-setosa
+110,5.231515033789926,2.5335656365130963,3.203631177633979,1.1042718882560796,Iris-versicolor
+111,5.599377057979397,3.0,3.9394296498019687,1.315062669694741,Iris-versicolor
+112,7.694285166477359,2.597252231573671,6.899998670736149,2.282589278481281,Iris-virginica
+113,4.903822344526135,2.387258883174151,3.2744812392562483,0.9974229406864215,Iris-versicolor
+114,4.4,2.900250346596919,1.410785577863855,0.20141881521599936,Iris-setosa
+115,5.553601585884933,2.6425144482939333,4.368236714255942,1.2225583361290617,Iris-versicolor
+116,6.308932662684905,3.3206743767314415,4.715127062797953,1.581241619006562,Iris-versicolor
+117,4.4,2.8969355693745285,1.4054605161181757,0.20559079792949034,Iris-setosa
+118,5.26641588158247,2.5031135737881356,3.343886308339515,1.1370061738280661,Iris-versicolor
+119,5.602441211372188,2.69356234777956,4.432793316234008,1.2450425370964913,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/24/test.csv b/iris/tab_ddpm/4_2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/24/train.csv b/iris/tab_ddpm/4_2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/24/val.csv b/iris/tab_ddpm/4_2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/25/synth.csv b/iris/tab_ddpm/4_2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9899b9792e0c4aee5263ef5d1669802b6e718e87
--- /dev/null
+++ b/iris/tab_ddpm/4_2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.430988934562336,3.418898780909853,1.6499703184113808,0.19298689319843854,Iris-setosa
+1,6.3178223835124605,2.2727763266804066,4.426304995303396,1.3008752974528643,Iris-versicolor
+2,4.984639714008398,3.206006489678558,1.2,0.19728803158529196,Iris-setosa
+3,7.9,3.8080604699017533,6.391744509354917,2.010543352741028,Iris-virginica
+4,6.648175279391458,3.0133125517042654,5.3024755237087975,1.9955354658711655,Iris-virginica
+5,6.002057619176292,2.791287000023852,4.625908379427576,1.2444130310425696,Iris-versicolor
+6,7.663387259700582,2.626202319555325,6.89999810088947,2.296163393393512,Iris-virginica
+7,4.908053444794695,3.0,1.3748363025429944,0.19985845335796676,Iris-setosa
+8,5.256679729116144,3.876187407825814,1.6887522905384826,0.4495014028976586,Iris-setosa
+9,6.004102652196879,2.2,4.960641139474834,1.532714445475205,Iris-virginica
+10,5.43887774663455,3.436792740736027,1.7547633184734752,0.19939360931408595,Iris-setosa
+11,6.221770127842454,2.2000030967162876,4.473787272176174,1.4379971946996792,Iris-versicolor
+12,6.427056977590212,2.906355497734486,4.336446155863111,1.3007470631731588,Iris-versicolor
+13,5.750899391795208,2.5710775409165136,5.046705490983185,1.9737173426108239,Iris-virginica
+14,6.810713800528657,3.184972551115626,5.8717668491160255,2.3026817863099964,Iris-virginica
+15,6.677919025981678,3.0,4.97008973104015,1.6984345351779853,Iris-versicolor
+16,6.831531584656791,3.2049498680825828,5.757451697340381,2.303384573197187,Iris-virginica
+17,6.913825934777481,3.1827230101981363,5.8683212946000225,2.3037291070157115,Iris-virginica
+18,6.82322700906366,2.820267374835448,4.787445270662472,1.3687045268366314,Iris-versicolor
+19,6.88477243926443,3.090790176096066,5.107591804504575,2.2837936999276733,Iris-virginica
+20,6.680997935008314,3.2970313095923007,5.754702502950916,2.1235253230575797,Iris-virginica
+21,6.8792728428914005,3.213152803025801,5.816163414467329,2.2877245849705123,Iris-virginica
+22,5.5943706750987054,2.758497327040246,4.335589527235645,1.2909635998653737,Iris-versicolor
+23,5.938543838501788,3.0,5.034207208680541,1.8066736218656352,Iris-virginica
+24,4.566371297404984,3.3871819710556386,1.3990314317752666,0.3136833520920552,Iris-setosa
+25,7.710440195948537,2.615319380985395,6.89999878043329,2.302083064561425,Iris-virginica
+26,5.399187400951205,3.0,4.505435909641026,1.5070887865372984,Iris-versicolor
+27,5.475195087638007,2.400270614304102,3.8046041543332487,1.0873054649067826,Iris-versicolor
+28,5.083484756218227,3.6557889600509483,1.5256564080416446,0.1968759229983366,Iris-setosa
+29,7.707296491861213,2.6133031285884343,6.899998342148778,2.2943482230887904,Iris-virginica
+30,7.266059793880386,2.8874467741198435,6.2520144931789075,1.7996865850768422,Iris-virginica
+31,6.762374550258189,3.0005061436775753,5.5683287520570595,2.205596731225323,Iris-virginica
+32,6.481688574513839,2.8967800175099634,4.414436168222892,1.3260745946407602,Iris-versicolor
+33,5.117337443709073,3.392528706311611,1.5142661445761,0.2037818339163089,Iris-setosa
+34,6.289550969943656,2.3008175811344995,4.4396256288482485,1.3232080310188614,Iris-versicolor
+35,6.772840185540993,3.0558996628251145,5.760216643283443,2.238511146613657,Iris-virginica
+36,6.245323416330584,2.998948744732366,4.481285058952233,1.3457413699883936,Iris-versicolor
+37,6.324704457303712,2.5043286118665873,4.922121791897961,1.498563612943578,Iris-versicolor
+38,6.232229820587413,2.200000288498689,4.48075707302618,1.4952309543410025,Iris-versicolor
+39,5.960081739058842,3.0,4.876969630091031,1.7931910898744137,Iris-virginica
+40,6.68213069036643,2.501141136391602,5.826257183250954,1.8087985303851588,Iris-virginica
+41,6.002931172321584,2.2000002863459933,4.979407699758302,1.5240518671090886,Iris-virginica
+42,5.710374717393936,2.8128201798567716,4.4632007231065405,1.2753161210252273,Iris-versicolor
+43,7.314982901178837,2.9106628217934882,6.31193953757641,1.8090349138576678,Iris-virginica
+44,5.3643010445971235,3.615191887491351,1.5925762746447736,0.1971155556567845,Iris-setosa
+45,6.098390111660986,2.612650636702074,5.573486493955629,1.4345936748522934,Iris-virginica
+46,4.867080165819418,3.0933951499857457,1.642453144288401,0.1000001416115134,Iris-setosa
+47,5.552825244067685,2.581216556258465,4.3399677047496,1.1725383870411958,Iris-versicolor
+48,7.899998750636188,3.8288786336657332,6.390372944848274,2.002624641469615,Iris-virginica
+49,5.647835599515221,3.769651869726286,1.7416156813915382,0.33391981468003396,Iris-setosa
+50,5.00347057861837,3.4079109514772434,1.4981904896623448,0.35349207872065114,Iris-setosa
+51,6.362671444065081,2.6986530056564613,5.103428615862969,1.8683822851098915,Iris-virginica
+52,4.872268599435137,3.069838271293194,1.4922276992148067,0.10000011320005997,Iris-setosa
+53,6.676019615908327,3.2858290254114753,5.668735322465702,2.1010332955545215,Iris-virginica
+54,5.503020011428186,2.5748579864258354,4.344198001201108,1.1671183686745799,Iris-versicolor
+55,6.907426875289937,3.0959870795740576,5.106549334563487,2.2908345802393035,Iris-virginica
+56,6.761423218471202,3.0,5.611470278446443,2.0191794036941437,Iris-virginica
+57,5.370667905786268,3.9140079228740148,1.5380262025032738,0.31514080598062316,Iris-setosa
+58,6.129778903374621,3.0,4.617219226712354,1.4043098143847774,Iris-versicolor
+59,6.394892346682254,2.898349647853179,4.2890668618754555,1.2888818181991013,Iris-versicolor
+60,5.043496614607733,3.470878703281874,1.523231535385879,0.4123960058640336,Iris-setosa
+61,6.587426230229614,3.20456073174299,5.427986281443925,1.9674587817403952,Iris-virginica
+62,5.625486598801192,3.7518403706972374,1.5020468929324833,0.3067828967377805,Iris-setosa
+63,6.6860762837375916,3.0,4.983918033921194,1.7135755955441685,Iris-versicolor
+64,6.44597841923309,3.0,5.479208850233984,1.7986757648155884,Iris-virginica
+65,6.715273077360449,3.3059979211547565,5.776872789973947,2.4999994227248465,Iris-virginica
+66,6.493712281432708,3.1916648943302057,5.104557114886531,2.0095277917013954,Iris-virginica
+67,4.829796936203435,3.0,1.3967519523401792,0.10000010727343606,Iris-setosa
+68,7.177022174262194,3.0,5.928703667608929,2.090694558458637,Iris-virginica
+69,6.407357455592495,2.7295181745016497,5.3806161546117846,1.8906917786488158,Iris-virginica
+70,5.280158201518326,3.6288939084092555,1.4989282468460343,0.19954769151793172,Iris-setosa
+71,6.319242407181414,3.294773746784946,4.708737397107391,1.6134734863853677,Iris-versicolor
+72,4.906945468939222,3.093320956934574,1.5495244284951153,0.10000012042040551,Iris-setosa
+73,5.514009167449952,3.5409981072805214,1.5623040744341952,0.34891319694541395,Iris-setosa
+74,4.821744266713509,3.0,1.4249645852183552,0.10000013408290943,Iris-setosa
+75,6.194149888087439,2.5527439557372786,5.021211321689073,1.5440038859291894,Iris-versicolor
+76,5.187609630780863,3.580690784037709,1.405862554612303,0.30431585779759446,Iris-setosa
+77,6.697594356534019,3.29603104849754,5.756261379076062,2.4999992534337734,Iris-virginica
+78,6.395372346415779,2.983205488123382,5.517453260966946,1.7949775325527868,Iris-virginica
+79,6.138411366900829,3.0,4.6455576520953965,1.376363531938015,Iris-versicolor
+80,6.267646087654082,2.5099366613590743,4.906519030747881,1.5042219689225307,Iris-versicolor
+81,6.701661820416243,3.2959501657330272,5.751091868626724,2.5,Iris-virginica
+82,6.316626956771681,2.6897380146109935,4.915289032960952,1.8067848612586366,Iris-virginica
+83,4.939819771847877,2.3996626182119827,3.14974563202375,1.0118423950617648,Iris-versicolor
+84,6.100387032388354,2.5971198362466485,5.629670030307851,1.3669025228329883,Iris-virginica
+85,6.171984518571368,2.8605141075010683,4.585566339929362,1.2444994494134947,Iris-versicolor
+86,6.040788816996651,3.0,4.5921012756883135,1.4290360158101258,Iris-versicolor
+87,4.858090950752908,3.0,1.4060652087232344,0.28951567417101953,Iris-setosa
+88,6.488075750225834,3.0,5.371594551821752,1.8829697997890897,Iris-virginica
+89,7.716083715942581,2.6009130650250705,6.899998816571283,2.2846220869811797,Iris-virginica
+90,5.901213789916745,3.1672590602452937,4.845191167146198,1.798580732940431,Iris-versicolor
+91,4.620072317525273,3.3952581447346897,1.40822513586766,0.3777355082152031,Iris-setosa
+92,6.719210971287935,3.302951021378825,5.752165642768808,2.5,Iris-virginica
+93,5.676352085936152,3.753029239680686,1.7725878419101755,0.2932492081679359,Iris-setosa
+94,7.70068601904528,2.603832717375687,6.899998728594177,2.294375164390428,Iris-virginica
+95,5.499732208977054,4.2,1.387193682103503,0.19062658120745726,Iris-setosa
+96,6.032335160553687,2.6792935866526446,5.110142398536922,1.5863952862217967,Iris-versicolor
+97,4.800978704406405,3.0,1.3996624431656834,0.2977381670044727,Iris-setosa
+98,5.90497676373206,3.0,4.992628775534574,1.8064368707909737,Iris-virginica
+99,5.270019588810069,3.4032154780653405,1.6017638568774877,0.19619014201010293,Iris-setosa
+100,6.841965235168909,3.0875304714945715,5.106934488441489,2.248868954980705,Iris-virginica
+101,5.601541925091763,3.0,3.966487218310582,1.3439491235095773,Iris-versicolor
+102,5.576802663749966,2.5806011541441407,4.144803955146139,1.1743262599357733,Iris-versicolor
+103,5.990797866295037,2.7313701218265622,5.101391948576976,1.606203825356138,Iris-versicolor
+104,5.315861732210098,3.8437617981306564,1.5471773181624886,0.3393346780865138,Iris-setosa
+105,5.94689674106025,2.2000003374761556,4.957678456863079,1.50123230977568,Iris-virginica
+106,4.900511126587793,3.1005565602798875,1.4982563011870762,0.1,Iris-setosa
+107,5.068842168630398,3.2749591189928777,1.6650115120004938,0.4562187425880785,Iris-setosa
+108,4.905781495131937,3.0,1.3993502440472545,0.19249827089973018,Iris-setosa
+109,5.268151316069064,3.782940681495382,1.4988788690532984,0.20881502880561703,Iris-setosa
+110,6.268285580830167,2.329273456342066,4.411454877237258,1.3095157320807365,Iris-versicolor
+111,5.158731455951112,3.5009329275487797,1.4019563773733945,0.29515043017168124,Iris-setosa
+112,5.51850948623324,3.0,4.436176709641856,1.4798755591349377,Iris-versicolor
+113,5.7835792722803605,2.610128905575425,5.066713537246281,1.9598539488149223,Iris-virginica
+114,6.444530857774641,3.0,5.559666252091967,1.8004772520162526,Iris-virginica
+115,6.761148420757267,2.765521146548186,4.814107696611838,1.4382844782900315,Iris-versicolor
+116,5.905593433351563,3.0,5.089414218897233,1.7942869892578535,Iris-virginica
+117,5.5715615096039635,2.754563764987613,4.125662732412318,1.3166588916040474,Iris-versicolor
+118,5.7079635572674885,2.9542399775897685,4.349236641632975,1.3283034958416966,Iris-versicolor
+119,5.910951245263001,3.0,5.037527643874103,1.8015036085617857,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/25/test.csv b/iris/tab_ddpm/4_2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/25/train.csv b/iris/tab_ddpm/4_2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/25/val.csv b/iris/tab_ddpm/4_2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/26/synth.csv b/iris/tab_ddpm/4_2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..51694c089d6e637e04a0a0617996118c71f50c9e
--- /dev/null
+++ b/iris/tab_ddpm/4_2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.145245448955276,2.5014751390091816,2.9175757515828162,1.113366042187211,Iris-versicolor
+1,6.68776414105829,3.3059512220187632,5.717349015654262,2.1005700007356847,Iris-virginica
+2,5.392812494715473,3.0,4.482677381217188,1.491643028222742,Iris-versicolor
+3,4.985653792527444,2.4432682392704392,3.246699533785939,1.0817381088227571,Iris-versicolor
+4,6.353687817363297,3.3855151612762677,5.612066224867521,2.3926719202249687,Iris-virginica
+5,6.842854071713904,3.100298145772512,5.107374397561401,2.276729495396134,Iris-virginica
+6,6.332036076934992,3.385890778673195,5.605618688444208,2.389025267788685,Iris-virginica
+7,5.151570207008934,3.743739885741757,1.6908613745784287,0.20228555260407036,Iris-setosa
+8,6.30530525156342,3.4034569517142104,5.676461863210735,2.39170374646371,Iris-virginica
+9,5.017820545324596,3.4024600315286557,1.6871456464812689,0.37235105640257443,Iris-setosa
+10,4.8910433685289645,3.077349712164776,1.4946626449904887,0.10000009688468131,Iris-setosa
+11,6.286038216556488,2.298087263321077,4.39261366149572,1.3122984252556327,Iris-versicolor
+12,4.992517486257487,3.4001447043944952,1.6174359548504251,0.3789801979394332,Iris-setosa
+13,4.948154531652399,2.418913356619588,3.2865749738254886,1.0731085468214268,Iris-versicolor
+14,6.370161602439406,2.887790720172675,4.282976019291014,1.31893173549372,Iris-versicolor
+15,5.529665525949794,3.5788085274730848,1.5639892013927148,0.21622005199059474,Iris-setosa
+16,5.088476826948987,3.289842402902722,1.5642750554436804,0.4663068269946029,Iris-setosa
+17,5.0024055142983865,3.3874650980952015,1.5933008650171505,0.43818771580144533,Iris-setosa
+18,5.532693225218736,2.929300375158938,3.717808799080206,1.3669134352522883,Iris-versicolor
+19,4.613010785462145,3.190557131463779,1.4044448638456586,0.20322401052458555,Iris-setosa
+20,6.0207194721479125,3.0,4.71169515976608,1.7988847968646724,Iris-virginica
+21,5.067515524066862,3.670222045849706,1.5297064766908233,0.22481512675047408,Iris-setosa
+22,5.0963460983075555,3.4538601366672927,1.3849236886235023,0.29530842679815816,Iris-setosa
+23,6.700543447188418,3.2992016479818376,5.680833728426056,2.102707856296976,Iris-virginica
+24,6.12271226990341,3.0,4.646142275762708,1.3700071328563128,Iris-versicolor
+25,6.898478368716731,3.1132491351052076,5.105831037716196,2.3090310061973156,Iris-virginica
+26,6.277261871575678,2.3007357238773394,4.371555568736559,1.2990260565465825,Iris-versicolor
+27,4.786630515917473,3.0,1.4042108111361848,0.28177260477053634,Iris-setosa
+28,5.730137275480304,3.7737255960287923,1.6412934560586572,0.3021577186496238,Iris-setosa
+29,5.004826421398446,3.203827311211558,1.2,0.20249128838454583,Iris-setosa
+30,6.157285575743644,2.64939483758203,5.036667245319419,1.5503805485791355,Iris-versicolor
+31,6.361333588970383,2.908351903099123,5.579148634989086,1.818467208566152,Iris-virginica
+32,5.525942298396118,4.2,1.4034833760180792,0.20725270850895797,Iris-setosa
+33,4.872649241933314,3.0,1.3924721155150885,0.2442363543102771,Iris-setosa
+34,6.115582142307967,2.8733997156244455,4.680632210768884,1.2598985157545326,Iris-versicolor
+35,6.093730608545748,2.600268078540795,5.598896343740229,1.418995858169237,Iris-virginica
+36,4.8293076345084955,3.0,1.3983567776759214,0.2848296316912216,Iris-setosa
+37,5.8351682585188875,2.8244965500995116,5.101963449093694,2.4106831365373487,Iris-virginica
+38,5.181261664097617,3.537958793811633,1.4033837378383447,0.2937335763762031,Iris-setosa
+39,6.693042963912457,3.3120855429182168,5.657816185750821,2.1197555000169332,Iris-virginica
+40,6.86147033945691,3.2082466067743645,5.703587228483543,2.2938205696301415,Iris-virginica
+41,5.966781266254214,2.2,4.981777776329907,1.478087687994648,Iris-virginica
+42,4.606291253353358,3.399753743259754,1.4000199969334428,0.3083134615543304,Iris-setosa
+43,6.662785228099035,2.489197989413499,5.668545343564939,1.7795047798673274,Iris-virginica
+44,6.4570377691160745,3.0,5.488669458480437,1.7922903364464258,Iris-virginica
+45,5.090161098386429,3.773018938715337,1.5029059142067978,0.20308431652098574,Iris-setosa
+46,5.749045810285933,2.5804930849832304,5.045239636220596,1.903970248809032,Iris-virginica
+47,6.196922921728941,2.2,4.469041504805847,1.4951492518030487,Iris-versicolor
+48,6.303600011994098,3.305957333400873,4.741011648565579,1.6282837847345961,Iris-versicolor
+49,5.858467179920714,3.0,5.1134196248753785,1.8053389162164786,Iris-virginica
+50,6.740208917811271,3.3021007313820077,5.779415535890655,2.4999996376201894,Iris-virginica
+51,5.059086883212296,2.4815450575560707,3.064660916132841,1.097950013490606,Iris-versicolor
+52,6.286150989424813,2.2942222604930596,4.397359283346772,1.3017836904135234,Iris-versicolor
+53,6.79870939233467,2.792596320304376,4.7787451028136125,1.3691796728093688,Iris-versicolor
+54,4.902851466241215,2.3932048353385835,3.2797791897988167,1.0687718602928338,Iris-versicolor
+55,4.9863250451303065,3.4468970432105293,1.4965000610770949,0.3671380443235483,Iris-setosa
+56,4.863170321490507,3.097049653474699,1.5215173939499687,0.10000011136067243,Iris-setosa
+57,6.297932445737181,2.913932854643186,5.53059107312019,1.8015632974690359,Iris-virginica
+58,7.6965551929802345,2.5578957579113704,6.9,2.3171462914680583,Iris-virginica
+59,5.499497012025011,2.380015887064794,3.701189585376702,1.0895090863820425,Iris-versicolor
+60,4.80420098491123,3.0,1.398630691944767,0.1,Iris-setosa
+61,6.031919006277715,3.0,4.799020280754789,1.802038846547687,Iris-virginica
+62,6.110051552819649,3.0,4.6294406055397275,1.420781001309416,Iris-versicolor
+63,7.176067225859027,3.0,5.989524140013277,2.001052820796084,Iris-virginica
+64,4.875023667696435,2.403393424039069,3.25679396842208,0.8916924415732972,Iris-versicolor
+65,7.014251491752721,3.0,5.832885882675965,2.049345694636691,Iris-virginica
+66,6.477589970950135,3.185183090464961,5.096774012306137,2.0117510332637867,Iris-virginica
+67,4.493477721998877,2.3033345131259075,1.301941577666944,0.34429322267698625,Iris-setosa
+68,4.786135805410019,2.3828993664650793,3.3361554708592065,0.9425046469442944,Iris-versicolor
+69,6.467141764247803,3.0,5.75761275183829,2.1893489035912976,Iris-virginica
+70,7.2088028744918935,2.978668277454019,6.120119820204978,1.935360172706294,Iris-virginica
+71,5.085691001771871,3.3209558309846785,1.6023813833661071,0.599201597613594,Iris-setosa
+72,6.7682331560314335,2.851867857152093,4.8430482516583755,1.4748412299423033,Iris-versicolor
+73,6.309295220855425,3.305876195997685,4.707551514784358,1.597479183651493,Iris-versicolor
+74,5.499183817569052,4.199999087212459,1.4064964840110177,0.19788988850740924,Iris-setosa
+75,4.910604912035876,3.0,1.4027423016653857,0.19709741456764218,Iris-setosa
+76,5.094131664444745,3.3115294949957788,1.7650079163486565,0.45217419507669643,Iris-setosa
+77,5.6436776337101815,3.0,3.8694735875061133,1.3493306171526152,Iris-versicolor
+78,4.758222727138275,3.0,1.402600036138117,0.29189575223229863,Iris-setosa
+79,4.9019190578026555,3.1222923696192204,1.5911944798866362,0.1000001152014539,Iris-setosa
+80,6.877143791786871,3.2032693154359038,5.875324878855064,2.307547813873513,Iris-virginica
+81,5.136883883287799,3.6358824033387416,1.6352176245423038,0.20013750323519147,Iris-setosa
+82,4.898315260493107,3.089979428660725,1.4904200208094822,0.1000001334501837,Iris-setosa
+83,6.198217752121106,3.002047628717363,4.668965363612489,1.6224746982345482,Iris-versicolor
+84,5.596554537539054,3.606893019548999,1.5918038864598247,0.26210536048354527,Iris-setosa
+85,6.087556172024647,2.591972740822576,5.602968973337701,1.424125616983904,Iris-virginica
+86,6.310330906153045,2.7098200509566226,4.907061796800911,1.7970419379102116,Iris-virginica
+87,6.299812090756361,2.3070074375775422,4.450837328930107,1.3086168012407051,Iris-versicolor
+88,5.442840304375186,3.0,4.560654232910913,1.5222432843588538,Iris-versicolor
+89,7.677763596472237,2.6095149185823305,6.899998854162355,2.29207335835533,Iris-virginica
+90,6.383926788795643,2.7128381263209986,5.351412602602727,1.9303290825903512,Iris-virginica
+91,4.799209613395362,3.0,1.382300555795331,0.1,Iris-setosa
+92,7.71501795940374,2.5627527905590446,6.8999986979477645,2.3049758902125976,Iris-virginica
+93,5.007885604988855,2.4549427492057943,3.0019053546562846,1.084207617899428,Iris-versicolor
+94,6.806187368953879,3.0,5.717373253865497,2.1663897185632193,Iris-virginica
+95,7.89999701702782,3.7034424816813014,6.4107266063083355,2.000758056056257,Iris-virginica
+96,5.969137702083729,3.0,5.030493755378264,1.8019355936295731,Iris-virginica
+97,5.939050176957446,2.9968399990486785,4.58171266684613,1.3682030153913978,Iris-versicolor
+98,5.285908311651253,2.590777001623647,3.5665158480703396,1.2131633006059515,Iris-versicolor
+99,6.280145843245139,2.8705100367984087,5.61734297355273,1.7978398806999278,Iris-virginica
+100,6.432362975425927,2.668028409080065,5.408972715092395,1.866457313112754,Iris-virginica
+101,5.561186870018698,2.4484873927878055,3.8773094945456164,1.1025501386134173,Iris-versicolor
+102,7.65193581117885,2.588549331159185,6.9,2.2957588457691185,Iris-virginica
+103,5.724585257718365,2.511814739469181,4.9846837710774095,2.013277366298419,Iris-virginica
+104,6.3075829838472774,2.5008743589096647,4.897128387091949,1.477323255653051,Iris-versicolor
+105,6.088339292839094,2.614966962532545,5.602580659408328,1.4104062195818177,Iris-virginica
+106,6.059751254595904,2.6898818917914236,5.090454663013361,1.5731908047439327,Iris-versicolor
+107,5.639593709064263,2.7103725679747095,4.4349532424805505,1.2470247118258957,Iris-versicolor
+108,5.9617305109584455,3.0,5.001943777696208,1.794243335935897,Iris-virginica
+109,5.4291812632522385,3.4044639448685046,1.8062593967623286,0.19865624555108377,Iris-setosa
+110,5.019589438022123,3.3944113852561255,1.675032942428006,0.40473797535838674,Iris-setosa
+111,6.243834286426988,3.200398589446922,4.597036209915109,1.4822793188171322,Iris-versicolor
+112,6.28900897175679,2.308546351992714,4.4271321669616945,1.2829322321669177,Iris-versicolor
+113,6.3025968739054425,3.2993284581534583,4.679742561675331,1.5931671667557983,Iris-versicolor
+114,7.717633455925776,2.598129110038844,6.9,2.3218970266479015,Iris-virginica
+115,5.524149695970456,2.4222256278474403,3.852069096142036,1.0908372035010636,Iris-versicolor
+116,7.899998378613802,3.803877719709616,6.391210078910867,1.996640097631271,Iris-virginica
+117,5.082354695218798,2.4611185183405144,3.1581174382466246,1.0992495812822212,Iris-versicolor
+118,5.735908899131963,2.607015235988944,5.029441085203001,1.9333525548430543,Iris-virginica
+119,5.083549262190264,3.395366877798298,1.5129638735653628,0.20632565783836795,Iris-setosa
diff --git a/iris/tab_ddpm/4_2/26/test.csv b/iris/tab_ddpm/4_2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/26/train.csv b/iris/tab_ddpm/4_2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/26/val.csv b/iris/tab_ddpm/4_2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/27/synth.csv b/iris/tab_ddpm/4_2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..16e8bdd769bad3e41f12c6b651d3cc83579ce4f9
--- /dev/null
+++ b/iris/tab_ddpm/4_2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899998001065687,3.774642195407121,6.436089344287795,1.9930271456228232,Iris-virginica
+1,4.882803769470272,3.104144789527459,1.599050391574277,0.1,Iris-setosa
+2,5.162370863365259,3.4525290374819466,1.570570872443271,0.19422884379699656,Iris-setosa
+3,5.9473827175331175,3.0,5.091475837376567,1.8060268165377267,Iris-virginica
+4,4.9110054053139125,3.090956253423834,1.49863812446955,0.1,Iris-setosa
+5,7.154339053988013,3.0,5.996951101187504,2.032997168138793,Iris-virginica
+6,4.797467840664121,3.0,1.394354243044756,0.3058092910978071,Iris-setosa
+7,6.277959666793188,2.3041616392435396,4.439229920064551,1.3114344404326295,Iris-versicolor
+8,5.000084045783818,3.4074936152261315,1.7297785610011067,0.3787433413565169,Iris-setosa
+9,4.896135563310463,3.0880475321432574,1.5119904931567898,0.10000010960261442,Iris-setosa
+10,4.603888412735419,3.20758950613907,1.399069909171524,0.20266292440341574,Iris-setosa
+11,5.00310132698674,3.2147572622181895,1.2000002457352603,0.19675153750520324,Iris-setosa
+12,5.409476409388867,3.0,4.537949104087105,1.4900484264738636,Iris-versicolor
+13,4.608828611335799,3.1909492743015195,1.4037392741540031,0.19927460016536602,Iris-setosa
+14,6.117595351318632,2.7673014177300526,4.556807430503068,1.19942583822296,Iris-versicolor
+15,6.31667563062064,2.9219556663064554,5.6709678179533975,1.8207207772676548,Iris-virginica
+16,6.3104631401057825,2.697670069106819,4.8731702167746525,1.806341305948827,Iris-virginica
+17,5.7541269436028415,3.0,4.148706277567089,1.4252893385096805,Iris-versicolor
+18,4.888433624026613,2.395901358664841,3.401389495060709,1.0554078525238388,Iris-versicolor
+19,5.083886544325718,3.302150150506536,1.4993617997978672,0.42515244630366067,Iris-setosa
+20,5.128021786486192,3.818792179993885,1.6767303963956095,0.21252212797600906,Iris-setosa
+21,6.7153913216111265,2.491717571547894,5.83318933883394,1.8021739310034661,Iris-virginica
+22,5.260100638742247,3.578849599027251,1.6441807070284074,0.19984483454256274,Iris-setosa
+23,5.885020907298639,3.189479287619984,4.768598800052925,1.7932273989808165,Iris-versicolor
+24,6.403953079653326,3.374104847438091,5.5875901185756875,2.3598516254826056,Iris-virginica
+25,5.7249960544112675,2.5100719515665375,5.006835826237676,1.9839610492722985,Iris-virginica
+26,5.963813412210963,2.943013093997762,4.3831388513221725,1.4664415567956042,Iris-versicolor
+27,4.869810244873461,2.406452453915668,3.3357081938262416,0.9870045245817152,Iris-versicolor
+28,5.62612846898528,3.0,4.232890378820782,1.2852028410962835,Iris-versicolor
+29,6.707900694085177,3.2993015757907873,5.7555861518338425,2.5,Iris-virginica
+30,6.288597288294018,3.401745491862003,5.57443974855975,2.3926265849590447,Iris-virginica
+31,6.914402512752041,3.0869145459379186,5.495129891089722,2.261460691218023,Iris-virginica
+32,5.593890961653886,2.8694483918210967,3.503628569721132,1.3096618813622765,Iris-versicolor
+33,5.335164992708989,2.989157817971159,4.438561133908685,1.48912370461814,Iris-versicolor
+34,5.10720176335931,3.8071941493131103,1.650123447195234,0.20061752977487826,Iris-setosa
+35,5.660241775065199,3.8178334084162024,1.6680529048984256,0.2994660719846941,Iris-setosa
+36,5.516482558829274,2.7752944660812386,3.706888510845669,1.3231761531132586,Iris-versicolor
+37,5.592030080786987,2.4775817353858063,3.9501137769701162,1.0803904008339424,Iris-versicolor
+38,6.744658922037664,3.3194391286123115,5.713897378125599,2.5,Iris-virginica
+39,6.758500368333918,2.802364711160163,4.747010501228204,1.4003602247470055,Iris-versicolor
+40,5.698828402950749,2.7606294477852398,4.539545585078709,1.283551894129859,Iris-versicolor
+41,6.107549927700961,3.0,4.6124721371842305,1.3942949867772803,Iris-versicolor
+42,4.992513678996901,3.440757569232454,1.5669018383506361,0.40381928159645425,Iris-setosa
+43,6.278917627177899,2.723631455076801,4.906127879012754,1.799841571784638,Iris-virginica
+44,4.551176364906599,3.3112951186165205,1.3749165938509404,0.2568443660857578,Iris-setosa
+45,6.296029446605133,3.3032017264460096,4.678710120421059,1.5902970846411817,Iris-versicolor
+46,6.794640642581779,3.188051956677924,5.762611904291811,2.299737881778801,Iris-virginica
+47,5.992171036065168,2.6946951989225245,5.094680886019497,1.600131155250977,Iris-versicolor
+48,4.863647201190254,3.049318656124704,1.4611925424192251,0.10000011848168432,Iris-setosa
+49,7.683804679177364,2.58347821848016,6.8999988548074676,2.302842559122611,Iris-virginica
+50,4.822256887782704,3.0,1.39226186679413,0.1,Iris-setosa
+51,6.956825012745031,3.161440932853796,5.839286983276495,2.281547497974814,Iris-virginica
+52,5.114019681582412,2.622178589772922,3.5903058717689307,1.3428595432519723,Iris-versicolor
+53,7.274194958940897,2.913594725421364,6.2828260672308565,1.814094859455058,Iris-virginica
+54,4.595729363039121,3.311872961784439,1.4015528820536933,0.26626650354038,Iris-setosa
+55,5.694563796592347,2.5267082593888084,5.009387545781349,2.0143239267027213,Iris-virginica
+56,4.867571969557809,3.0,1.4557208733899745,0.10000009455931162,Iris-setosa
+57,4.843330175211454,3.0,1.4138607980037277,0.10000021948226692,Iris-setosa
+58,4.986076228218579,3.2174678688506497,1.2,0.2003804669178801,Iris-setosa
+59,6.512690282417732,3.0,5.466868570841866,1.8065464086264011,Iris-virginica
+60,6.814185082717147,3.190304521027069,5.859396563713546,2.2948861501302247,Iris-virginica
+61,6.692575071327504,2.4809550552841615,5.806449578886176,1.7970553193926717,Iris-virginica
+62,6.673558583609986,3.301728952637883,5.667985429096387,2.0957608845101405,Iris-virginica
+63,5.448567941005735,4.199999243308048,1.4000280104311826,0.1962002931946643,Iris-setosa
+64,5.33218945705695,3.364695433125211,1.7263089801605591,0.19997283870454696,Iris-setosa
+65,5.9908303078014065,3.0,4.814188524868152,1.8088162404446344,Iris-virginica
+66,6.600231991346521,2.587616241850837,5.6057798530068075,1.8288616167437166,Iris-virginica
+67,7.700960859088695,2.5938340847758665,6.9,2.296832523435183,Iris-virginica
+68,4.8468222238053835,3.0,1.3948837057010466,0.2508587478532085,Iris-setosa
+69,5.151032692596309,3.548992279368757,1.4032237100669895,0.2963974580680772,Iris-setosa
+70,6.68440216057498,3.0,5.004662468750347,1.7010356033810283,Iris-versicolor
+71,5.891791908110967,3.1870003412785084,4.7703644734051425,1.7890154850403828,Iris-versicolor
+72,5.136325653216491,2.6276435949725707,3.686702351756305,1.3541447175230683,Iris-versicolor
+73,6.676334711190801,3.3058089435118907,5.680685216317624,2.5,Iris-virginica
+74,5.830321155349834,2.682508292532834,5.14257392263035,1.8190668274300434,Iris-virginica
+75,6.296467556574029,3.4011250470694208,5.625025082254877,2.3814624469648487,Iris-virginica
+76,6.451745355534212,3.0,5.766304976675796,2.1104389634022036,Iris-virginica
+77,5.6498652818039465,3.8190478386438094,1.9007203608393686,0.3370527927135395,Iris-setosa
+78,6.836680442680668,3.0,5.507629998095988,2.0946172060286554,Iris-virginica
+79,4.400001674721648,2.907394204431534,1.4039987497599544,0.20780469392097056,Iris-setosa
+80,5.453056566814951,3.403229822116456,1.5315496469201269,0.33214722541521513,Iris-setosa
+81,5.7858056694142865,2.8529583433125083,4.570717679473116,1.243567749721879,Iris-versicolor
+82,5.5152480703084725,2.557799479261836,4.285948633776548,1.1837821262006947,Iris-versicolor
+83,5.489571693473777,4.199999009731699,1.3984032486854514,0.201003802660636,Iris-setosa
+84,6.412379859608315,2.89698799525821,4.29018859592702,1.3046486356242502,Iris-versicolor
+85,6.108716956580195,2.8167340020181575,4.664344123740744,1.2092382813171771,Iris-versicolor
+86,6.19113854636703,2.9220320674262057,5.56116813306329,1.7892355716197168,Iris-virginica
+87,4.86352192073825,3.0,1.3940654187089982,0.23304135742512888,Iris-setosa
+88,4.4,2.926981770146554,1.4019284334040818,0.1928814162301228,Iris-setosa
+89,6.771096661239342,2.8181609134513357,4.7620955226832535,1.4097618937623315,Iris-versicolor
+90,6.911944627916058,3.189083437413888,5.811153320136504,2.3056500415244643,Iris-virginica
+91,6.686930142571864,3.296724711322715,5.680890898930157,2.4999982590504164,Iris-virginica
+92,6.271774287566038,2.4991303472320516,4.924478856341702,1.4951219892007395,Iris-versicolor
+93,5.979975583821891,3.0,5.03555127102977,1.8086669690229569,Iris-virginica
+94,4.98865609548605,3.171598613890336,1.2000003993335497,0.19937332766102367,Iris-setosa
+95,4.510819096377969,2.305619463480533,1.303160418470005,0.30909281322541915,Iris-setosa
+96,6.291240780679704,2.2998989760747808,4.380537179835803,1.30800219647534,Iris-versicolor
+97,6.386737747656655,2.69557490039973,5.198325238137081,1.864082033081913,Iris-virginica
+98,6.296033865351376,2.328010291061569,4.530867879867788,1.3687427944929538,Iris-versicolor
+99,5.459539367187383,3.50936639303665,1.669370772925409,0.20749894822745357,Iris-setosa
+100,7.713145100169197,2.599541312126117,6.899998798591864,2.293120818153958,Iris-virginica
+101,5.616389611415441,2.9866276535378464,3.5843412354698128,1.2982500629507079,Iris-versicolor
+102,6.7554606372000645,2.80429653765791,4.755095197956684,1.396561976903839,Iris-versicolor
+103,5.10928320757272,3.6473961125354344,1.4925878626385074,0.2895803046682243,Iris-setosa
+104,6.923796892890298,3.0,5.619016610653089,2.0620903164472457,Iris-virginica
+105,5.820459031161312,2.7945884290412657,5.09812686246708,2.3905134231724,Iris-virginica
+106,5.376966404114371,3.907534388720861,1.799589395308003,0.4044968826492601,Iris-setosa
+107,6.352950181331282,2.9283886587408348,4.189938386277612,1.3040826562195336,Iris-versicolor
+108,6.302137866461954,2.518591150783746,4.913940331990484,1.4943007238323815,Iris-versicolor
+109,5.9902099698989355,2.6980303118516957,5.106236771179576,1.6036440608994338,Iris-versicolor
+110,6.656916493448015,3.0,5.793962277604837,2.213439567525547,Iris-virginica
+111,6.589991452313551,3.108899977821128,4.903196163742824,1.7173731654108957,Iris-versicolor
+112,6.791055993740565,3.2094968445062046,5.848938295518406,2.2567852985661503,Iris-virginica
+113,5.503798969253065,4.2,1.4007849641420422,0.20087091365967424,Iris-setosa
+114,4.61484015560325,3.188837607667043,1.407057875418097,0.20136261402589598,Iris-setosa
+115,6.202474430902778,2.2,4.515511452032313,1.5161673797303812,Iris-versicolor
+116,6.1823087035080135,2.2,4.512359778519064,1.496041516351105,Iris-versicolor
+117,5.377458514942654,3.3909112738085554,1.6658141857953628,0.20814466589176697,Iris-setosa
+118,6.322342734892982,2.5111311754735097,4.875718581814057,1.5116995932062829,Iris-versicolor
+119,5.387370423570478,3.0,4.513839755028748,1.5393612122789173,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/27/test.csv b/iris/tab_ddpm/4_2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/27/train.csv b/iris/tab_ddpm/4_2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/27/val.csv b/iris/tab_ddpm/4_2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/28/synth.csv b/iris/tab_ddpm/4_2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..86d06f6e359bce8c4c2f2f74934982c79dc6d367
--- /dev/null
+++ b/iris/tab_ddpm/4_2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.524410962146209,3.873676491827652,1.7750333206215723,0.36018811024749947,Iris-setosa
+1,6.153026091988879,2.9979693710358055,4.5583638920761125,1.436594182162318,Iris-versicolor
+2,5.966500583085356,3.0,4.909535443854557,1.7985950900254961,Iris-virginica
+3,5.095214854250261,3.394071201197533,1.4967057727535225,0.20087570727968002,Iris-setosa
+4,5.538875442725932,3.577243797655421,1.4982754956304067,0.3766509820817351,Iris-setosa
+5,6.322619240906086,2.3082533816879436,4.353603149619901,1.2952063853681233,Iris-versicolor
+6,5.3397379206322695,3.3789073700210723,1.6989421051977853,0.19812149422413283,Iris-setosa
+7,6.553596314715635,3.0,5.513742892512232,1.7990085909573126,Iris-virginica
+8,5.973346149116807,3.194400609105728,4.810820774570087,1.789605062063433,Iris-versicolor
+9,5.987111736966791,3.0,4.93138347204782,1.7982485950593037,Iris-virginica
+10,5.919900202313106,3.1608530761613927,4.851958092129836,1.7929595508472065,Iris-versicolor
+11,5.402027266697608,3.8711550822073177,1.6751470302679972,0.29903434719612715,Iris-setosa
+12,5.868042294851109,2.840745706789207,5.099458872624154,2.394703567011133,Iris-virginica
+13,6.726982760662275,3.317339858924157,5.717942331378268,2.5,Iris-virginica
+14,5.760573137179217,3.0,4.272169242587988,1.3982210553343684,Iris-versicolor
+15,6.036760346723297,3.0,4.8538773557281925,1.8009799243030387,Iris-virginica
+16,4.907709157957696,3.1159998927042314,1.4956775786908967,0.1,Iris-setosa
+17,5.047119057729308,2.4718457134195115,3.2998375016029367,1.1054332906700677,Iris-versicolor
+18,6.127184883502969,2.6167502659054556,5.577449086353903,1.3999267516645748,Iris-virginica
+19,6.7519759987747205,3.0,5.5953890015117524,2.0171853912331104,Iris-virginica
+20,6.012483335539226,2.2000002848212494,4.953948530666366,1.468037657483086,Iris-virginica
+21,7.363355357554447,2.904081153238108,6.297321933273704,1.790680359749932,Iris-virginica
+22,7.141780766479975,3.0,5.945031375284554,2.080394249216701,Iris-virginica
+23,7.9,3.7903192449951653,6.454368983165558,2.004935641741888,Iris-virginica
+24,6.015208920055326,2.2000005612729114,5.033166382156316,1.5156915511071278,Iris-virginica
+25,6.13761169410117,2.6949000681024975,5.0149569426253064,1.8192823552817474,Iris-virginica
+26,5.0057931466440895,3.3083015836305725,1.4005307591430558,0.20397823831032877,Iris-setosa
+27,5.26672694896323,2.474700160100554,3.4260466259529214,1.0763259020992464,Iris-versicolor
+28,5.769442101692634,2.5122635328335243,5.003426889188773,1.9905229464164107,Iris-virginica
+29,6.299856490485298,3.4010919409464377,5.628725883160294,2.3933625466074373,Iris-virginica
+30,6.317364206767469,2.5369544796109733,4.950180337524019,1.519238072596041,Iris-versicolor
+31,4.620126684307008,3.388499603603997,1.4143311985034264,0.31206859057980574,Iris-setosa
+32,7.286472729678504,2.9605119847786425,6.243934603441137,1.9297972850761194,Iris-virginica
+33,6.505929359649384,3.0,5.4640999290712795,1.795782425111413,Iris-virginica
+34,6.331162173160255,2.3212716728268847,4.395863809892165,1.3056590652883375,Iris-versicolor
+35,5.021778523117762,3.532425593573932,1.4998846028956385,0.39922532713161474,Iris-setosa
+36,5.154199780870348,3.7785390361155775,1.5822241430139774,0.21250400988840268,Iris-setosa
+37,5.413918235390623,3.4759439555444294,1.6170168397851774,0.20621728797311437,Iris-setosa
+38,5.5742061046735065,2.9262461496056633,4.137560006931429,1.3180917196677884,Iris-versicolor
+39,6.003462423343416,3.0,4.803614419875997,1.802648701615323,Iris-virginica
+40,5.995174152838387,2.6993260084576476,5.108602303560405,1.6203089911062636,Iris-versicolor
+41,5.8352272214062015,2.9680611885845036,4.204273740101694,1.473363084543885,Iris-versicolor
+42,5.964958601151054,2.9263982480846997,4.317975683304333,1.5029609354264242,Iris-versicolor
+43,5.398062012901137,3.8984084803634365,1.614877985489158,0.4212476575330819,Iris-setosa
+44,5.6321999490698165,2.547631780673903,4.082721474958,1.0860188909507027,Iris-versicolor
+45,5.021621556330602,3.200406372255685,1.2000002444554623,0.19443928947665864,Iris-setosa
+46,4.600729620123038,3.392919544541061,1.4024251103505032,0.29985590996604916,Iris-setosa
+47,5.524233762767809,2.5108816815155532,3.8421959264552976,1.0976927015030313,Iris-versicolor
+48,5.962113683025525,2.694183515993132,5.093619614603274,1.5851940932113486,Iris-versicolor
+49,5.873304013300571,3.195519354816883,4.739846607864021,1.804573101780073,Iris-versicolor
+50,5.356805374204827,3.390529996816126,1.5219832292725106,0.2004307586495811,Iris-setosa
+51,4.4,2.890879046069872,1.4028375730563551,0.19568114550944998,Iris-setosa
+52,4.902627419972649,3.0779658272102566,1.498028525849527,0.1,Iris-setosa
+53,4.400000726423052,2.905458361235675,1.4020613422897028,0.20760921661245496,Iris-setosa
+54,6.321077240269262,2.2989031321050426,4.41262505705829,1.2994694890068905,Iris-versicolor
+55,6.388208982279616,2.8866959201721314,4.314909451641985,1.2787366355915857,Iris-versicolor
+56,5.266189421742328,2.734955731100957,3.9460256018014266,1.4162876432357832,Iris-versicolor
+57,6.860572426094722,3.195577661475407,5.7565803150807096,2.2939568767306087,Iris-virginica
+58,5.69539661543277,2.5107460210819403,5.002737310616824,1.9841283378849568,Iris-virginica
+59,6.692776713939578,3.3021942397265667,5.693133260530481,2.0830448078092494,Iris-virginica
+60,6.306001368558909,3.405683158381081,5.605718130213334,2.4015366179912783,Iris-virginica
+61,6.7089593010156445,3.268496208020201,5.64807355393452,2.1031435767779434,Iris-virginica
+62,5.0555669308017075,3.535246017075069,1.4946014424325993,0.3369387578654128,Iris-setosa
+63,6.328303698972915,2.905633970154277,5.602045815902908,1.8052512173605983,Iris-virginica
+64,6.685506899130348,3.3090001204937964,5.703789086476956,2.5,Iris-virginica
+65,5.541193420303791,4.199999088316689,1.3878364978649047,0.2045957331838673,Iris-setosa
+66,6.298370243927785,2.312310157879704,4.39901719136077,1.3077451454137048,Iris-versicolor
+67,6.685112374841448,3.292680181400089,5.675244057854489,2.5,Iris-virginica
+68,7.267350112496977,2.900242302135764,6.299065248741231,1.8094672476630291,Iris-virginica
+69,4.8745618082858755,3.0272562310814823,1.4441316849107406,0.1,Iris-setosa
+70,4.4,2.9020864729342044,1.3980024767103547,0.19540435617926755,Iris-setosa
+71,5.476488468373289,4.199998677548035,1.405402411173045,0.1967418702811512,Iris-setosa
+72,6.297338650207108,3.4014958636460926,5.6368105422058825,2.3988686497927874,Iris-virginica
+73,5.116026197459589,3.4964769825128372,1.4037758327288197,0.3798776722441822,Iris-setosa
+74,5.392339860027815,3.396076684317064,1.5600836743367736,0.2232902056104888,Iris-setosa
+75,4.806956776334611,3.0,1.4024499667067138,0.35624153784502977,Iris-setosa
+76,5.334621467208109,3.4221191391087222,1.4972205883005376,0.193189189031521,Iris-setosa
+77,5.620054731414498,3.0,4.0471669674113135,1.3054101963661315,Iris-versicolor
+78,5.9431963707896855,3.0,4.289227361937863,1.5204978103779787,Iris-versicolor
+79,5.238549308061604,3.5910967046371636,1.560087716362169,0.3843329749754666,Iris-setosa
+80,4.913355585011975,2.4207145810401944,3.3662682108845527,1.0326000314167003,Iris-versicolor
+81,4.604904977915228,3.171872127856245,1.4019109597129051,0.20123960188639906,Iris-setosa
+82,5.747097806856493,2.5674441048009786,5.036035793241306,1.9497874245184412,Iris-virginica
+83,5.588331210917692,3.0,4.101839996268911,1.2834986529169088,Iris-versicolor
+84,4.8655288988878365,2.3897601223795606,3.3146895086842303,0.9549724476600094,Iris-versicolor
+85,5.607044730062511,2.757418047081651,4.338079065220684,1.2601001328027677,Iris-versicolor
+86,5.548080235113984,3.5355972531864905,1.6096021508962237,0.2697786037716797,Iris-setosa
+87,5.4299994197081185,3.434850637318111,1.4979985137372176,0.20338531676150604,Iris-setosa
+88,5.390628069738547,3.405313396329749,1.6337633963776796,0.19965354697588888,Iris-setosa
+89,5.0955696547450176,3.388314002595788,1.5879796275556664,0.19451742510167733,Iris-setosa
+90,6.294614574384861,3.2885424079444716,4.712470875120674,1.570611362101591,Iris-versicolor
+91,6.688595064420491,3.3019851125468964,5.745234730160098,2.5,Iris-virginica
+92,5.567945589362222,2.6481250383849746,4.353401648281199,1.2306153190329687,Iris-versicolor
+93,4.400000567118579,2.893851467181832,1.4038663471783752,0.19538094174482679,Iris-setosa
+94,6.669011301802832,3.282437591432183,5.675340766128178,2.4999994548029587,Iris-virginica
+95,7.657021263639499,2.5924368928957002,6.899998803753341,2.285714116604871,Iris-virginica
+96,5.198290622962152,2.709866108567484,3.814428720009542,1.4027693673032997,Iris-versicolor
+97,4.651958695419128,3.187587635761476,1.3949792976962154,0.19923232351173653,Iris-setosa
+98,5.9950156898523215,3.0,4.8815098705982525,1.8074173093354144,Iris-virginica
+99,6.686517312951602,3.2761764212583566,5.643335206554469,2.5,Iris-virginica
+100,4.616826318727003,3.39773875655549,1.3949352094216394,0.3232086887508952,Iris-setosa
+101,6.215734631452642,2.9009148390397175,4.585424311295948,1.2850747659186685,Iris-versicolor
+102,6.311686128842147,3.3956165377604006,5.599018994704062,2.3906028087900095,Iris-virginica
+103,4.400000822393013,2.9139506982099386,1.4049550119522172,0.20204215349478402,Iris-setosa
+104,6.059138904098337,2.6310765502437077,5.0552385341143955,1.6228982585855292,Iris-versicolor
+105,5.640992944045633,2.487504350472283,4.9581928065044,1.9978083258199983,Iris-virginica
+106,4.502185986681169,2.290255262857687,1.2991291242276897,0.293064661721926,Iris-setosa
+107,5.043657354595101,3.3191900126491602,1.421653827167662,0.19910091314518083,Iris-setosa
+108,5.00317267998441,3.2110561755047864,1.2000002335116657,0.19529165170597118,Iris-setosa
+109,6.779749305398795,2.8111757152267742,4.715913085750965,1.4010377889575958,Iris-versicolor
+110,5.067368070844567,3.389624164371309,1.4113953208905359,0.2347589651693921,Iris-setosa
+111,5.0068407283251135,2.4375367319549355,3.0297310823603247,1.0572551958930216,Iris-versicolor
+112,4.830836605534558,3.0,1.4166939591408163,0.1,Iris-setosa
+113,5.993690796591045,3.0,4.849686975410443,1.8001151852639241,Iris-virginica
+114,5.782795549092014,2.7938913170653223,5.113319822569167,2.4079287082549783,Iris-virginica
+115,6.710063184637393,3.29790518495644,5.682940053209997,2.1291796225750295,Iris-virginica
+116,6.836660512925011,3.2062249295439,5.827478787807709,2.298358445061172,Iris-virginica
+117,5.553056829881971,2.4204032810881015,3.819288031348023,1.0986146555284315,Iris-versicolor
+118,6.470723895279397,3.0,5.801790667894534,2.1801458211739746,Iris-virginica
+119,5.90294904852677,3.0,5.106126014781317,1.7966422779827034,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/28/test.csv b/iris/tab_ddpm/4_2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/28/train.csv b/iris/tab_ddpm/4_2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/28/val.csv b/iris/tab_ddpm/4_2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/29/synth.csv b/iris/tab_ddpm/4_2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..444fbf8317002f40d988339b981e523c47dcdc5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.487184624346092,3.1470597795623183,5.103221412069743,1.9986530540611405,Iris-virginica
+1,5.523576900194652,2.6172774899606828,4.4336630256086815,1.2118067749256825,Iris-versicolor
+2,4.917224272069512,3.0175903400258313,1.386238683017399,0.20168231408634707,Iris-setosa
+3,5.024863580165649,3.3229178332047957,1.4034618067570555,0.2058466443670509,Iris-setosa
+4,5.5376294982523175,4.2,1.4019912783268373,0.2045437264756454,Iris-setosa
+5,5.611235904529988,2.704194372953125,4.4259622619038845,1.2587403982446659,Iris-versicolor
+6,4.4986566516977655,2.305025865895647,1.2978261259164876,0.2894293134118417,Iris-setosa
+7,6.259778103474789,2.5156429851817412,4.956338399741731,1.5349758537141114,Iris-versicolor
+8,4.793493747812957,3.0,1.3951675662282939,0.1,Iris-setosa
+9,6.76772233729687,2.799361447207864,4.805635798513127,1.4030689922151494,Iris-versicolor
+10,5.63919093506447,3.0,4.144065128444703,1.29288566940814,Iris-versicolor
+11,5.088435002920277,3.399064633900368,1.6401929725794615,0.20071191816954775,Iris-setosa
+12,5.3646352688454195,2.6923100172690795,3.9959131266890893,1.3284207340591336,Iris-versicolor
+13,5.579228445651224,4.2,1.4125070299289155,0.1991636165540005,Iris-setosa
+14,6.7400318601074884,2.522120872861778,5.859285122698753,1.807556795510736,Iris-virginica
+15,5.039802299228787,3.5121394063953,1.5285593224223109,0.41991236292130296,Iris-setosa
+16,4.817853557582177,3.0,1.3757028155826068,0.1,Iris-setosa
+17,7.710710179219515,2.6029092275144885,6.9,2.300591251941308,Iris-virginica
+18,5.178140168286696,3.3943704895088227,1.5416356091838848,0.19463959204232884,Iris-setosa
+19,4.400000469594671,2.8900076500737435,1.407206072031638,0.2023224662147833,Iris-setosa
+20,5.268058658127204,3.469970755090836,1.4985724309115638,0.19917504899132626,Iris-setosa
+21,5.897921172934345,3.2031957478090987,4.8043613043572,1.8039304810407504,Iris-versicolor
+22,7.899998774896215,3.7828570015917546,6.440257890280826,2.0155383509313887,Iris-virginica
+23,6.468533046585713,3.1840923269588335,5.096078556983732,1.982335969371395,Iris-virginica
+24,6.903970042095573,3.1033769924214982,5.108597819463924,2.3140346931527276,Iris-virginica
+25,7.0240107697692125,3.0,5.682990657712072,2.1706580006136056,Iris-virginica
+26,6.2811413349977165,2.6958576327977104,4.8175934462661765,1.7922383706522738,Iris-virginica
+27,5.9772242738866534,2.7039674917063317,5.079136098685985,1.5895951357046183,Iris-versicolor
+28,6.303629852400531,2.297116173442845,4.41667402175026,1.3114065279113112,Iris-versicolor
+29,6.861085248588173,3.1719338249717506,5.750014848448606,2.2836166946099747,Iris-virginica
+30,5.081764969775392,3.3890555238485436,1.4903128403641153,0.20216552071894756,Iris-setosa
+31,5.626717762713715,3.837447899136867,1.7478088546502362,0.318016581336801,Iris-setosa
+32,5.2113755133530875,3.4392046617287026,1.4806893198184206,0.19371027395784335,Iris-setosa
+33,7.26307295442497,2.904936559183884,6.29070316768846,1.801853390113471,Iris-virginica
+34,6.845426044797212,3.210388751399354,5.835340438431664,2.304623218575498,Iris-virginica
+35,4.888278272569635,3.0976529558677743,1.563786634952796,0.1,Iris-setosa
+36,5.888640999165519,3.20429786369009,4.805614950994783,1.804615334440988,Iris-versicolor
+37,6.313450538741838,2.9040546348238014,5.586100834047282,1.8058097674003493,Iris-virginica
+38,4.845521443491556,3.0,1.4012801391757406,0.21036155131445822,Iris-setosa
+39,6.182786090470485,2.2,4.450960697750952,1.5011639196021036,Iris-versicolor
+40,5.827907176157026,3.0,3.9722831898002773,1.44004437158443,Iris-versicolor
+41,4.854192972120675,3.021778305292524,1.4440846104471357,0.10000011751025437,Iris-setosa
+42,6.864937782145305,3.0803750130663845,5.1101584580023145,2.28216455370012,Iris-virginica
+43,5.109200646031158,3.6443241697687423,1.4698035947251704,0.3833879211509299,Iris-setosa
+44,6.288366357485662,2.9041600444123645,5.6110450194111445,1.7994264547798076,Iris-virginica
+45,6.369548744674379,2.900425280524238,4.317480829264435,1.3222060629814865,Iris-versicolor
+46,5.746986200712378,2.8227407406560943,4.307577325916922,1.4092236204317823,Iris-versicolor
+47,7.352619409483132,2.9309897977673933,6.335350424164896,1.801276320278752,Iris-virginica
+48,5.573929165706421,3.0,3.8174555781748074,1.2691117755202543,Iris-versicolor
+49,5.551261015141051,4.2,1.390688322797484,0.20159813045006728,Iris-setosa
+50,6.205943374438503,3.193395948038904,4.617948007694702,1.5287802630552763,Iris-versicolor
+51,5.9527585265863525,2.9837169015682132,5.215729318645067,1.794522982705354,Iris-virginica
+52,4.822762700523598,3.3912765324153518,1.4393933094569367,0.27395678671073714,Iris-setosa
+53,6.40440681718685,2.896310331403961,4.309735271152346,1.294877954560123,Iris-versicolor
+54,6.081847571249319,2.6135435560329707,5.585108051520024,1.4319569808813504,Iris-virginica
+55,5.636924006912517,2.3537086149352673,3.9793960309574636,1.1435799060051168,Iris-versicolor
+56,6.304586395291074,2.3058382611867336,4.376927937871145,1.300300189526824,Iris-versicolor
+57,6.0066117204444085,2.705405300696392,5.107481716279927,1.5905565312420549,Iris-versicolor
+58,6.084126104752868,2.591131534082488,5.652749642558437,1.4583714591204846,Iris-virginica
+59,4.989885405238316,3.2179028162817542,1.2,0.1978649903067597,Iris-setosa
+60,5.811808170472652,2.815348067556418,5.097154304246047,2.3987620887345096,Iris-virginica
+61,5.143571824581845,3.555754013633408,1.4977163991076137,0.2013353635443979,Iris-setosa
+62,4.757032990483583,3.0,1.3774660944887855,0.1,Iris-setosa
+63,4.960668792564696,2.4252282186620815,3.257249431520165,1.0519900255231647,Iris-versicolor
+64,6.787758818152526,2.785994596291813,4.771904762263171,1.385656547813999,Iris-versicolor
+65,6.955157576971651,3.1136570237763097,5.09905985599355,2.309801825669667,Iris-virginica
+66,6.538666130278541,3.0,5.477072615053744,1.8136047848212962,Iris-virginica
+67,5.241335531282873,3.344910908388707,1.6965354734150186,0.5154620660138948,Iris-setosa
+68,5.095501670706093,3.2991855773658143,1.7880005373762584,0.5297059935280857,Iris-setosa
+69,6.008241529025558,2.697684555599307,5.095342949067488,1.597461856295566,Iris-versicolor
+70,6.399347666310536,2.90230688357775,4.274750035537783,1.3318840648955845,Iris-versicolor
+71,5.66034761687929,3.786364511724223,1.856496816017931,0.31747574235240394,Iris-setosa
+72,6.871874912975493,3.1020295338340502,5.166434661404505,2.2801711297949847,Iris-virginica
+73,6.110953540124723,2.6376440986442358,5.0578281267357195,1.5710281592720332,Iris-versicolor
+74,6.863835722079249,3.0872503289431106,5.120644728722887,2.2879392004020533,Iris-virginica
+75,6.738335050990977,3.0,5.562248853591768,2.102545024829206,Iris-virginica
+76,5.980311576201673,2.7036134194908357,5.1079795554168905,1.6022901747114915,Iris-versicolor
+77,5.490901910849028,3.895570959780573,1.6689093116039138,0.3817842937448937,Iris-setosa
+78,5.87527902906894,3.2014013813939295,4.7804456194701785,1.7917116596497045,Iris-versicolor
+79,5.848607371594786,2.921130611614257,4.4267394411614145,1.3122556970294985,Iris-versicolor
+80,5.875515409888573,3.0,4.119971040432596,1.445327253314559,Iris-versicolor
+81,6.320526552562925,2.2864017478315026,4.391879829427461,1.3220282403241144,Iris-versicolor
+82,6.916853039198757,3.028147107206891,5.311248808445268,2.215262069904558,Iris-virginica
+83,5.026550241526984,3.388831813638726,1.8164317960058716,0.37377045619791205,Iris-setosa
+84,4.962885557578955,2.4488178753900054,3.3337878009304225,1.0736704496534888,Iris-versicolor
+85,6.39378778551876,2.912729770139228,4.291769143469443,1.3063399883273592,Iris-versicolor
+86,5.751378901618214,2.704352248402395,4.457733998869111,1.231377636128004,Iris-versicolor
+87,6.3106223925275335,2.2940624860260823,4.359382656992787,1.290810397483058,Iris-versicolor
+88,5.407740834701995,3.0,4.525426079733645,1.51288458781757,Iris-versicolor
+89,6.023932541902647,2.2,5.002270296653059,1.5066610957605793,Iris-virginica
+90,6.315710986965487,2.29704692978061,4.428136242397562,1.2925029045142336,Iris-versicolor
+91,6.651153122302046,2.5458377447077716,5.705651922260123,1.8091318978527027,Iris-virginica
+92,5.665371370805068,2.4921345640049815,4.999864988901793,2.0136570837855716,Iris-virginica
+93,5.113641532693268,3.400206004666506,1.5051439111159672,0.19899802230042984,Iris-setosa
+94,6.845725080751931,3.0,5.57853280001749,2.082416239358795,Iris-virginica
+95,6.7384561621244625,3.3107446082490193,5.75158563808878,2.0921675806218807,Iris-virginica
+96,5.6321985986253615,3.816879800088079,1.7754870788044959,0.296754918998451,Iris-setosa
+97,5.786338956931435,2.7151885451484814,5.1047375576154925,1.8919041981195355,Iris-virginica
+98,5.160662433553628,2.6602443046602113,3.792644852660184,1.3596332960143382,Iris-versicolor
+99,6.795648559456292,3.215868302180338,5.762317105375225,2.277302214153873,Iris-virginica
+100,4.611919265099007,3.195606817137314,1.3896083430504123,0.19941991588645183,Iris-setosa
+101,4.909312524235482,3.0,1.397196291443258,0.19912727511471034,Iris-setosa
+102,5.741752295066585,2.8272723674382947,4.493687141930456,1.328970004923567,Iris-versicolor
+103,6.481296176647295,3.179583942846186,5.088282547106271,2.0117738145538646,Iris-virginica
+104,5.7115179965537015,3.0,3.772608331866537,1.37579789288693,Iris-versicolor
+105,7.899998837962769,3.8108251677509113,6.4071413937524335,1.9835920361089436,Iris-virginica
+106,6.217774381922413,2.200000331967527,4.573839143168718,1.5182517687666763,Iris-versicolor
+107,6.573601755435876,3.0,5.853806010899673,2.2272781828926007,Iris-virginica
+108,5.445224570062143,2.5165022313704717,4.0281303504133605,1.1286467672741651,Iris-versicolor
+109,5.807907108755469,2.79500292447657,5.11665292229835,2.402469355193029,Iris-virginica
+110,4.855346596246525,3.01678375520753,1.453283828214622,0.1,Iris-setosa
+111,6.706985307431767,2.484694614622554,5.773456298245745,1.7984286854979106,Iris-virginica
+112,5.511526203330868,2.9492544705043153,4.002653461146502,1.3299923676518526,Iris-versicolor
+113,4.994423148806063,3.3035299139199554,1.3950311766858317,0.20834952503825643,Iris-setosa
+114,6.499841398071364,3.0,5.500505863995805,1.8066556600473953,Iris-virginica
+115,5.524421468768911,2.4366712314279564,3.7132445663355207,1.079238269188688,Iris-versicolor
+116,6.879428011259063,3.116386322326776,5.902831691194483,2.2648274742150543,Iris-virginica
+117,6.179370893518034,2.89721651479459,4.852685023232013,1.7935750457886992,Iris-virginica
+118,5.975915240810292,2.8988022212327635,4.380347032539099,1.5062474304127513,Iris-versicolor
+119,4.821435566094502,3.0,1.4031526681380637,0.10000009944271357,Iris-setosa
diff --git a/iris/tab_ddpm/4_2/29/test.csv b/iris/tab_ddpm/4_2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/29/train.csv b/iris/tab_ddpm/4_2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/29/val.csv b/iris/tab_ddpm/4_2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/3/synth.csv b/iris/tab_ddpm/4_2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fc80c374fc43d6f7b5aff2280026a89a258a373e
--- /dev/null
+++ b/iris/tab_ddpm/4_2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6295673196112155,3.2053398383961005,1.403645933563698,0.19916907137860085,Iris-setosa
+1,4.505531786736413,2.304837049758514,1.2992682288097124,0.2998064656436552,Iris-setosa
+2,6.710564709583183,3.296673534290802,5.671440456941172,2.108624815912119,Iris-virginica
+3,4.400000675949018,2.8960544707247804,1.3777247565735788,0.19926101841216215,Iris-setosa
+4,6.408982816590832,2.9879715518371612,5.613639773933718,1.800267419568765,Iris-virginica
+5,5.515383279739736,2.563821614926695,3.9440423001129057,1.154937968462787,Iris-versicolor
+6,4.4,2.902245775531482,1.3938703298052388,0.20240966951932843,Iris-setosa
+7,6.09539130666724,3.0,4.580891788548133,1.4461941296906244,Iris-versicolor
+8,6.207812723836391,2.2,4.534299517467522,1.4836735718077794,Iris-versicolor
+9,7.899998385257939,3.7672810250358038,6.374970693089056,1.9834590565914876,Iris-virginica
+10,5.478658967776477,4.199998966863564,1.3990260940874697,0.204898243415394,Iris-setosa
+11,6.021523321082495,2.7193991369103876,5.079592837461496,1.608688089056818,Iris-versicolor
+12,5.601176717293453,2.4849576934995428,3.8811440780495277,1.0892182895167148,Iris-versicolor
+13,5.340225851868729,3.0,4.469628328089381,1.4906583544808998,Iris-versicolor
+14,6.079819019388703,2.5965254056969655,5.618707314575624,1.4270102781409544,Iris-virginica
+15,5.089700024962372,3.5194718025495626,1.3928566632497459,0.3034589899470499,Iris-setosa
+16,4.720354118512505,3.156626224323398,1.3977386888749477,0.20295391084015194,Iris-setosa
+17,5.6122349312356485,2.8396439192023397,3.588673140178847,1.3215347884819788,Iris-versicolor
+18,6.553910790074464,3.2146730480468397,5.131756114715257,2.050641458698797,Iris-virginica
+19,5.130723837591298,3.8325127379258874,1.7987057756790352,0.20278108406278714,Iris-setosa
+20,6.937649682305284,3.086305918475576,5.697994499290896,2.186427773546725,Iris-virginica
+21,6.296702726649037,2.4961438801162936,4.928103629363124,1.5277539833375628,Iris-versicolor
+22,5.622048928670824,3.773573898539697,1.5152918816369614,0.33891288754079685,Iris-setosa
+23,5.495964893520546,3.4239539534759493,1.7511793471004597,0.20246294795467137,Iris-setosa
+24,5.174535977137965,2.663663629263,3.659347671334783,1.3607645361232141,Iris-versicolor
+25,5.626089046466835,3.783502313187822,1.9084052290383593,0.3585147858826768,Iris-setosa
+26,6.782911508372461,2.8129313962555114,4.796517593048334,1.386641076295668,Iris-versicolor
+27,5.41669786422191,3.0,4.458730439148647,1.4761455448093344,Iris-versicolor
+28,5.390356848138083,3.0,4.481518942307675,1.5189148371813268,Iris-versicolor
+29,6.301255741542171,3.4026619422707256,5.582040611295006,2.3983448207082696,Iris-virginica
+30,6.893611603781583,3.1164408427961776,5.111835705896635,2.3205957917129756,Iris-virginica
+31,4.884102488929126,3.0993168391467054,1.499519095498831,0.10000009725540437,Iris-setosa
+32,5.088517918875495,3.5265610348576213,1.4038555984132681,0.3125933517551718,Iris-setosa
+33,5.15690464783918,3.3807541160501424,1.491269754439981,0.2011230836767586,Iris-setosa
+34,5.302809695936234,3.388288519140644,1.496220514073008,0.40642134991573314,Iris-setosa
+35,6.718799891804672,2.5373644546252416,5.85163970341071,1.805962844495136,Iris-virginica
+36,5.0054945255600245,3.19582730402527,1.2000001821281068,0.19541341047218513,Iris-setosa
+37,6.026242390009905,2.8200348902328725,4.583906269491816,1.3183350225565607,Iris-versicolor
+38,5.513766830187155,2.5585126414429986,4.327080409204696,1.1736707606206354,Iris-versicolor
+39,6.856055084372973,3.2153237020014562,5.886951213226147,2.3027216646653272,Iris-virginica
+40,6.215000240212526,2.2,4.522832877407089,1.5227173980791897,Iris-versicolor
+41,5.8749965385092615,2.8548471451231894,4.509708399626174,1.4147923957375845,Iris-versicolor
+42,5.6294839187513315,2.9187482005652594,3.6668148206935274,1.2964065447970103,Iris-versicolor
+43,5.610382733339903,3.0,4.108907295576907,1.30815131963337,Iris-versicolor
+44,5.979745286599538,2.916325034529556,4.445847440275641,1.5022409584857401,Iris-versicolor
+45,5.652646167317959,2.707490274543426,4.29712832450937,1.3200066058477162,Iris-versicolor
+46,5.995224385570466,2.7631689077694648,4.668398575757485,1.1914214587309564,Iris-versicolor
+47,5.747667800350497,3.184162313244158,4.775847196905272,1.7788445864334357,Iris-versicolor
+48,5.491472494649217,3.553430144432066,1.4965477055904426,0.40557604037048955,Iris-setosa
+49,4.4,2.8899306679108037,1.3850978563617027,0.19780262587188518,Iris-setosa
+50,6.711514769622089,3.3115432600333663,5.697241183835782,2.5,Iris-virginica
+51,5.996229278922302,2.738043243994531,5.018349727518656,1.4699238818375835,Iris-versicolor
+52,7.093256899868411,2.948701807460558,6.085950429115329,1.8595612781064639,Iris-virginica
+53,6.706233114821514,3.0,5.000518011748383,1.6851658010822852,Iris-versicolor
+54,5.864973104397133,2.773446051112264,4.622384850402364,1.2570479484291694,Iris-versicolor
+55,6.415649393853606,2.7334085409134774,5.373286955152188,1.9027867715810853,Iris-virginica
+56,5.841312068674195,3.1796175518927168,4.734174257769083,1.7741007931462014,Iris-versicolor
+57,6.171138338782368,2.2,4.475697087821886,1.4790249198038172,Iris-versicolor
+58,5.715395277458042,3.0,4.150061545613365,1.3906492783043696,Iris-versicolor
+59,6.387933049352978,2.9042826295655564,4.308390394421929,1.2683919897621032,Iris-versicolor
+60,5.389266798524222,3.4009936201640123,1.6314893044876424,0.19663813870179017,Iris-setosa
+61,6.294534577102611,2.506849118978075,4.867036152056575,1.5431302115018193,Iris-versicolor
+62,5.1265777388288445,3.455895553014861,1.5398869668320452,0.1969840913510189,Iris-setosa
+63,5.130702488661487,3.7398947130646323,1.580818995047541,0.4069014357714961,Iris-setosa
+64,5.114387021401157,3.7958374153731893,1.6703339415269158,0.1999073791616982,Iris-setosa
+65,6.325552286801336,2.9276466541625985,5.613807002439981,1.8026717332059847,Iris-virginica
+66,5.381913467727223,3.3939370033366174,1.5582609157675,0.20073233817067537,Iris-setosa
+67,6.711862643693221,3.3018158311146775,5.667776897995207,2.100735639227371,Iris-virginica
+68,6.864632168833664,3.0,5.501272204589171,2.116890845999488,Iris-virginica
+69,5.36715065269868,3.9176046730699827,1.7302724959561189,0.35721388897219797,Iris-setosa
+70,4.963236291713442,3.1794695473883112,1.2,0.20472838168705343,Iris-setosa
+71,5.004954104478457,3.4058597335381946,1.5768220154921242,0.3843036950491463,Iris-setosa
+72,6.301226341419626,2.317815405798443,4.373939021947284,1.3108197367289287,Iris-versicolor
+73,5.977338825373513,3.0,4.977504697211471,1.806936416150037,Iris-virginica
+74,6.691897727471755,2.4735016959610054,5.8285496529140906,1.7877828889653702,Iris-virginica
+75,5.484518878685614,4.199999225232509,1.3946350499620301,0.20410126613299998,Iris-setosa
+76,5.965256903760361,2.7818158456669253,4.685465899031382,1.228661189225121,Iris-versicolor
+77,6.260497724703454,3.2703506951984624,4.684462031600265,1.6874957056798907,Iris-versicolor
+78,4.584557843531765,3.4014270624224205,1.393284942819855,0.33786437135505626,Iris-setosa
+79,5.0649279701099665,3.5121622861878596,1.4049959186168648,0.2934481485106508,Iris-setosa
+80,6.882071628751764,3.0,5.535047341119856,2.1030411420958037,Iris-virginica
+81,4.503130957861306,2.287908007229412,1.2987181206154608,0.29727663153934786,Iris-setosa
+82,6.308240263017618,3.300445110055563,4.705063167019454,1.5901428630672072,Iris-versicolor
+83,6.8556571947570335,3.0,5.579917299469345,2.084609468222459,Iris-virginica
+84,7.727551555166183,2.6147557467004696,6.899998420481314,2.3152146893529366,Iris-virginica
+85,4.903331792393261,3.102852967852749,1.4847213924100089,0.10000013758160092,Iris-setosa
+86,5.267370921667174,3.4439211100545446,1.4998207130628542,0.4120045698250294,Iris-setosa
+87,6.176791530660529,2.2,4.458907926159614,1.4823483343685866,Iris-versicolor
+88,7.69943134663874,2.6255352991640266,6.899997292050106,2.3151255810843816,Iris-virginica
+89,6.718219753256377,2.4915551000527296,5.878902004835679,1.7909398444797024,Iris-virginica
+90,6.308676543599796,2.295799284532202,4.412434509931222,1.2743682765851083,Iris-versicolor
+91,5.554247378823954,2.6846925308084564,4.366291247071253,1.2546026656247067,Iris-versicolor
+92,5.5475537074662356,2.59977242318591,4.255511337600151,1.2355745304405161,Iris-versicolor
+93,4.804681828246035,3.0,1.3982372617973418,0.1,Iris-setosa
+94,6.723294084547147,3.0,4.986270150582143,1.7087864965269899,Iris-versicolor
+95,5.961706518915062,3.0,5.01880510792151,1.79650834277194,Iris-virginica
+96,6.922909085766332,3.12001918151456,5.112172298676209,2.294872824866806,Iris-virginica
+97,5.909513387115546,3.0,4.264601421706368,1.4835457062058732,Iris-versicolor
+98,4.869113754661529,3.0,1.3938433054180734,0.20813933368227577,Iris-setosa
+99,4.930212756017528,3.02566979486197,1.401357545565276,0.19526263746309575,Iris-setosa
+100,5.785739267150916,3.0,4.3788196766978995,1.3561896619289027,Iris-versicolor
+101,5.412251998152867,3.409827975716092,1.496341828611995,0.42195023978718277,Iris-setosa
+102,6.291706129187558,2.4918916499585912,4.894126004221266,1.4965332806046987,Iris-versicolor
+103,7.1420595016897,3.0,5.912435492198707,2.113265147363379,Iris-virginica
+104,6.9060209217801845,3.1011317452491753,5.092030709621099,2.2968282230612176,Iris-virginica
+105,4.7975626445744535,3.0,1.4012731222271428,0.3491351281982709,Iris-setosa
+106,6.012443271348928,2.2,5.019621596703823,1.4904769304380934,Iris-virginica
+107,4.802656575367562,3.0,1.3948715241146807,0.29500156799958693,Iris-setosa
+108,5.628292993259115,2.702254181776815,4.012508110885578,1.303962590494716,Iris-versicolor
+109,5.082743115247952,3.3892361614117634,1.5030909814122266,0.19987527810953384,Iris-setosa
+110,5.463070888248959,2.5825164653006762,4.40978003000751,1.1704434647850783,Iris-versicolor
+111,6.293922013259156,2.4671950729856977,4.87201929221769,1.4798166976506315,Iris-versicolor
+112,6.103109983141982,3.0,4.553522115359981,1.4205016196587568,Iris-versicolor
+113,6.4625675430294205,3.2033547486530405,5.080095217309975,2.015248868502354,Iris-virginica
+114,6.88168782917312,3.1990741134269687,5.91627835096412,2.286285696526254,Iris-virginica
+115,6.361434480529051,2.9163497676085948,4.196444831384991,1.283905890091349,Iris-versicolor
+116,4.904254900237624,3.0932391417151326,1.4960288664802994,0.1,Iris-setosa
+117,5.167247532590986,2.6210959024946843,3.5303165169538353,1.2906462290461986,Iris-versicolor
+118,4.400000469860293,2.929602796708445,1.3928065002369965,0.21102368244810196,Iris-setosa
+119,6.285201575649782,2.3038245965914323,4.348709336663075,1.2584069975945509,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/3/test.csv b/iris/tab_ddpm/4_2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/3/train.csv b/iris/tab_ddpm/4_2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/3/val.csv b/iris/tab_ddpm/4_2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/4/synth.csv b/iris/tab_ddpm/4_2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1521524167e69306c2067ae2fe73fcb03d51f942
--- /dev/null
+++ b/iris/tab_ddpm/4_2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.899813511082141,3.0,4.344761375405129,1.4435544270030096,Iris-versicolor
+1,7.717704865340131,2.600214627418582,6.9,2.284433114438188,Iris-virginica
+2,5.018131579768207,3.2004712782185507,1.200000316958008,0.20397267647209805,Iris-setosa
+3,6.785906944090533,3.0093251201956432,5.297439889989545,2.1927186371048837,Iris-virginica
+4,6.17348496943836,3.0,5.301614511584369,1.7961099062918893,Iris-virginica
+5,6.112426915344046,2.6171285638904638,5.042410236029932,1.5667260392184281,Iris-versicolor
+6,6.374507879401451,2.5216617213591,4.919893161231191,1.517281216580021,Iris-versicolor
+7,5.671310757978248,2.4870998992857465,4.942786457551218,2.0277492194420166,Iris-virginica
+8,4.63213621394954,3.406511768288119,1.3899312116719116,0.38647560621887245,Iris-setosa
+9,5.913741638867156,2.8739833709859743,4.474261994996753,1.4215329032873714,Iris-versicolor
+10,5.121696373297605,3.522843959227327,1.409614403022956,0.29695275283890193,Iris-setosa
+11,7.717168376671862,2.5795631106762835,6.9,2.27102182204506,Iris-virginica
+12,6.323563335222241,3.310160639307709,4.727748068135357,1.6090890493399201,Iris-versicolor
+13,4.811815084393628,3.0,1.4009541270367596,0.2940141611555416,Iris-setosa
+14,5.618210670714553,3.0,3.9265293016518092,1.27769893199671,Iris-versicolor
+15,5.5272318548705295,2.723620283974069,3.9171242475457473,1.3337414140070274,Iris-versicolor
+16,5.97342419020076,2.6970636905831884,5.075529393942773,1.584531867083102,Iris-versicolor
+17,6.7021059183082805,3.285665907383213,5.755756815095858,2.121260335739064,Iris-virginica
+18,5.640612230594986,2.7161193610068746,4.168419708020302,1.310422470386289,Iris-versicolor
+19,4.870799837756741,3.0407296868145455,1.4578074478690326,0.1,Iris-setosa
+20,4.822279572871854,3.0,1.4062605586998687,0.1,Iris-setosa
+21,6.182300694492285,2.2,4.504991404457924,1.5008529432454623,Iris-versicolor
+22,6.296217233075839,2.508751451622002,4.882719630137427,1.4985973468567648,Iris-versicolor
+23,5.181886369976037,3.3399387442004347,1.6227114918508132,0.45409494655999305,Iris-setosa
+24,6.14240582387745,2.2000004360757393,4.507477479264752,1.548337144268536,Iris-versicolor
+25,5.868066090450389,3.193846026573349,4.749540321552295,1.7864490556193477,Iris-versicolor
+26,5.574819919692915,2.5559756037103005,4.337862803235486,1.1986499879132007,Iris-versicolor
+27,4.990833718836829,3.2188203107255746,1.2000001860036795,0.19715540843525028,Iris-setosa
+28,6.697032207235313,2.4959147596686444,5.831054910998167,1.808151295969043,Iris-virginica
+29,6.257921587128626,2.2000002830374275,4.544584385451695,1.505516238843893,Iris-versicolor
+30,4.804559027993619,3.0,1.4047053402135008,0.1,Iris-setosa
+31,4.502028597626322,2.299061474332778,1.3121183806673107,0.29937666469160074,Iris-setosa
+32,6.552080171828443,2.8597130470564593,4.501371633876259,1.3448094252007405,Iris-versicolor
+33,6.297567621500204,2.2990866730304567,4.4016828931637075,1.293783240706028,Iris-versicolor
+34,4.907320033574683,3.020421748669365,1.4057269582179779,0.19735797553677925,Iris-setosa
+35,5.80377614923742,2.5161643461567795,4.14552546016013,1.1890995744554844,Iris-versicolor
+36,6.946671537022712,3.1347315368510347,5.673867834237181,2.265498520069472,Iris-virginica
+37,6.329625359141092,3.408249867874875,5.611214229179942,2.400457648751769,Iris-virginica
+38,4.606650997218181,3.19955934775965,1.4000626240534464,0.19746004668932932,Iris-setosa
+39,6.322599928281867,2.712390645629837,5.050016676390682,1.8087100542908838,Iris-virginica
+40,6.7144276672095415,3.291587721175309,5.744787491571375,2.49999942162911,Iris-virginica
+41,6.413465803986184,3.0,5.526022689040608,1.7984048844045404,Iris-virginica
+42,5.597070105921258,2.421406180964272,3.904022773287342,1.112452117219784,Iris-versicolor
+43,5.586343651439189,2.860547038904278,3.657314900125043,1.3031078836581456,Iris-versicolor
+44,5.206774243004844,3.8596749606263328,1.5279693847753018,0.33874064156948147,Iris-setosa
+45,5.107689153497261,3.736820945707366,1.4946160536380477,0.19964886999635745,Iris-setosa
+46,4.491106814361238,2.302749823784366,1.3028239058642912,0.33146488913051336,Iris-setosa
+47,6.004092502111822,3.0203814860845557,4.423192790706898,1.387872821732732,Iris-versicolor
+48,5.290812886739468,3.406739871317851,1.5290907515371581,0.19712987791421555,Iris-setosa
+49,7.087446124830773,3.0,5.974454284022678,2.08694828323192,Iris-virginica
+50,6.324494423491131,2.7354252126994623,4.922866104553957,1.808479425418419,Iris-virginica
+51,5.676779596277108,3.802826502950451,1.76386086892415,0.345906577075868,Iris-setosa
+52,6.493000673367242,3.197481807358086,5.086236612905149,2.010241555639853,Iris-virginica
+53,4.908171205592895,3.0992871076353192,1.577634838542039,0.10000010750595749,Iris-setosa
+54,6.290977661108636,2.3028611734765745,4.40484629336877,1.3006777619023933,Iris-versicolor
+55,5.890456269479328,3.0,4.155724698685618,1.5061990834349448,Iris-versicolor
+56,6.5626507010849044,3.2071182516586316,5.138016021217759,2.0147422616157833,Iris-virginica
+57,5.164935789152566,2.6354743519107524,3.7333520499540542,1.3696395526415968,Iris-versicolor
+58,4.903379117581964,3.0768076219874168,1.4914917120737843,0.10000009913879868,Iris-setosa
+59,6.241874685102996,2.3210572670247656,4.271154675488705,1.2862976041987075,Iris-versicolor
+60,5.715862143231061,2.515365939957946,5.012931598222458,2.014445475710801,Iris-virginica
+61,5.693218189838562,3.776197610276806,1.655889117464008,0.29552230818899206,Iris-setosa
+62,4.642740784500245,3.4007469062839717,1.396488711445796,0.3226071548315004,Iris-setosa
+63,5.847259570794256,2.7280125673788964,5.135977724660228,1.9154859921335194,Iris-virginica
+64,5.562868249053203,2.4934059692441277,3.872337863430498,1.1082449873788647,Iris-versicolor
+65,6.8189094003022666,2.777435004147765,4.880922715488908,1.4223613055668705,Iris-versicolor
+66,6.286150591618696,2.7089554078044333,4.887168556893962,1.7954418248971173,Iris-virginica
+67,6.291911426653762,2.3086138284034132,4.4325468340549365,1.304328501988961,Iris-versicolor
+68,5.671724745440968,3.795428631097693,1.8222750497471312,0.3139717112958484,Iris-setosa
+69,5.79211430522674,2.802121857236621,5.088596624507584,2.3949343127991645,Iris-virginica
+70,6.647114412934529,3.0,5.004665600687542,1.7015494387899994,Iris-versicolor
+71,5.719536640761087,3.786601786739258,1.7137492174384044,0.29682420810193655,Iris-setosa
+72,4.691972253873669,3.3957090723681103,1.4061967437543117,0.29527321266570805,Iris-setosa
+73,4.6212062600178445,3.1967606942928732,1.3970365114955805,0.19790420494217564,Iris-setosa
+74,5.42642515318056,3.402744220845419,1.4964871872776637,0.3325572235489381,Iris-setosa
+75,5.269412829477419,3.783460897946934,1.779257293734297,0.40251222450210716,Iris-setosa
+76,6.413890823617138,2.8923099443160925,4.270433447002458,1.3060667619025963,Iris-versicolor
+77,5.147401187746208,2.600697224505422,3.578597365107075,1.2932281637679341,Iris-versicolor
+78,6.723160831141217,3.3015250917951167,5.693147413170346,2.0801594337508607,Iris-virginica
+79,6.27545985361553,2.3087591011926283,4.3933431176130995,1.30209357503368,Iris-versicolor
+80,5.722014370750744,2.723640103915668,4.559036334027131,1.2451391200340178,Iris-versicolor
+81,7.06666938752707,3.0,5.905955409272105,2.1012666548414503,Iris-virginica
+82,6.287585238685081,3.4034014537943174,5.575408907964499,2.3998924463302305,Iris-virginica
+83,5.410093875910378,3.3964135722903506,1.637521068083392,0.19889369400804444,Iris-setosa
+84,6.850615773401998,3.204368437453686,5.882230811502462,2.3092323821646032,Iris-virginica
+85,6.31895524014473,2.7153771613638065,4.916384849499916,1.8012934781585888,Iris-virginica
+86,7.701076069536216,2.585287044401066,6.9,2.2992972085395786,Iris-virginica
+87,5.101072657249768,3.8150611586851317,1.6231639120325434,0.19134266028802965,Iris-setosa
+88,6.605241011217794,3.0,5.855303845738618,2.242708015329826,Iris-virginica
+89,6.395559894969878,2.685932193421548,5.349591758891868,1.9065689951541018,Iris-virginica
+90,5.761150818601107,2.6305246023403406,5.0858768842682975,1.9374206582920852,Iris-virginica
+91,5.456681077646623,2.37786573046988,3.8350050743603865,1.1165202508149101,Iris-versicolor
+92,6.070609777265076,2.821953654531073,4.669957985537997,1.1701202783279223,Iris-versicolor
+93,5.405389653382089,3.8290766690153393,1.5873093084226684,0.22408556153787626,Iris-setosa
+94,6.30244767810245,2.3105180258247633,4.403500107032123,1.3025327512956992,Iris-versicolor
+95,5.086362573020391,3.303765341993317,1.4929677558885253,0.5950053302499009,Iris-setosa
+96,6.944996119254533,3.203328451212436,5.850443195004862,2.2862667207463003,Iris-virginica
+97,5.874994532324163,3.0,4.304419196656161,1.530408648296782,Iris-versicolor
+98,5.067989059787355,2.517272403926427,3.352737139474683,1.1439843445990014,Iris-versicolor
+99,5.5337093237429045,2.569966641366824,4.171504595753413,1.1601096116652272,Iris-versicolor
+100,5.256843071892545,2.6924463469655557,4.00916024755993,1.3719075435316335,Iris-versicolor
+101,6.098626759915659,2.634966742124056,5.572869184895349,1.515635014881001,Iris-virginica
+102,4.603107457123547,3.2127159409990336,1.3966977479123381,0.20241477689347578,Iris-setosa
+103,5.120288641092949,3.527766426567124,1.4132081433190522,0.2927593511043047,Iris-setosa
+104,5.357864856526424,3.9036728973578763,1.5924720759757143,0.37908022873351144,Iris-setosa
+105,4.4,2.885189168503516,1.4047418926347577,0.19785407699689117,Iris-setosa
+106,5.968133466896154,2.8885657627186934,4.425873811301231,1.5041523661189518,Iris-versicolor
+107,4.875014395316742,3.093264357839992,1.4926100312806314,0.1000001095487261,Iris-setosa
+108,5.692293346475145,2.502459739917156,4.993030736677496,2.0120350566331857,Iris-virginica
+109,6.695544587803768,3.306752749784486,5.700551107725459,2.1130105918312005,Iris-virginica
+110,5.799037945888093,2.6640178459120376,4.496810296239955,1.26237135540049,Iris-versicolor
+111,6.740733954960591,2.893134658804173,4.855925350171412,1.5028099525359286,Iris-versicolor
+112,4.9024599417189405,3.0487270095590446,1.4038286086872651,0.19662979863765784,Iris-setosa
+113,6.001224174635387,2.2000003293321666,4.9793717310909065,1.4950878777330052,Iris-virginica
+114,6.1762473870579155,2.200000429893564,4.475750222190186,1.536566247415269,Iris-versicolor
+115,6.14146929007546,2.599514906182875,5.638527830402905,1.433657659577767,Iris-virginica
+116,7.204291881646293,2.8997806942313566,6.279963099903569,1.7981673586284623,Iris-virginica
+117,7.699724410402773,2.5782471703551826,6.9,2.3053529904861794,Iris-virginica
+118,5.813530647295307,2.836590472647507,5.102136077525328,2.4139184646549703,Iris-virginica
+119,5.535580860068432,2.474113189639564,3.7987757274158898,1.0978533894729123,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/4/test.csv b/iris/tab_ddpm/4_2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/4/train.csv b/iris/tab_ddpm/4_2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/4/val.csv b/iris/tab_ddpm/4_2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/5/synth.csv b/iris/tab_ddpm/4_2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4d3200201eb4e9f3990ba2c3732a093562a86de2
--- /dev/null
+++ b/iris/tab_ddpm/4_2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.587430072015457,2.9134340471962825,3.566374817698536,1.3201264379975866,Iris-versicolor
+1,4.902888964561887,3.0806736912513837,1.5661498679467472,0.1000000974232627,Iris-setosa
+2,6.3179539261543,2.494025106125482,4.899474538778594,1.4942580690745217,Iris-versicolor
+3,4.995051735221848,3.3972772084561953,1.5623304793316655,0.4308445345116436,Iris-setosa
+4,5.028514708262492,3.346403040060312,1.4591100848002625,0.20397449494129752,Iris-setosa
+5,6.723832777216136,2.4867897952642015,5.819512516577358,1.8024423789974586,Iris-virginica
+6,5.655517734268348,2.7451062611529755,4.431358529374324,1.2846195378037115,Iris-versicolor
+7,6.889866166830122,3.1033907257993043,5.102410674958625,2.30874605066205,Iris-virginica
+8,6.77145114982458,3.14589046228844,5.769641792033878,2.2798286970816353,Iris-virginica
+9,5.8886819501998575,3.2260313173983612,4.79608738779398,1.802236904445341,Iris-versicolor
+10,5.554308940914771,2.404774888761206,3.9397495202508233,1.126637505847735,Iris-versicolor
+11,4.926045074375326,2.408965219899767,3.209854878021606,1.0556586793233773,Iris-versicolor
+12,6.700594388061737,2.473420019277784,5.846894477127745,1.797626949614038,Iris-virginica
+13,5.140860829672901,3.7387637492226213,1.5742881803314401,0.1988998458938138,Iris-setosa
+14,5.352606625369718,3.6097660608272584,1.5817517628006508,0.20499118253712356,Iris-setosa
+15,5.739931850163839,2.9053917359197894,4.344599097081247,1.377327271964117,Iris-versicolor
+16,6.291333042577777,3.307810453230984,4.68322146967729,1.5901572422168206,Iris-versicolor
+17,5.999416128358784,2.6964574344451337,5.102773478382279,1.5951777513114564,Iris-versicolor
+18,7.040894927129757,3.0,5.924247763560423,2.009963942230589,Iris-virginica
+19,6.320516242933761,3.3116231938053526,4.728028532954263,1.5776750311936123,Iris-versicolor
+20,7.899998824482951,3.792687135849256,6.393675551921424,2.018622125139193,Iris-virginica
+21,5.755203670079313,2.82457122549803,4.407196592261635,1.321552101265349,Iris-versicolor
+22,4.4,2.8839536590564565,1.4036854796589693,0.19758845496519228,Iris-setosa
+23,5.979392210705726,2.700665253425486,5.067646311997937,1.576916868358636,Iris-versicolor
+24,6.0633605900774965,3.0,4.774789946727482,1.8008854604669469,Iris-virginica
+25,5.124827981986679,3.52800247410917,1.3923542753252793,0.3180475903966219,Iris-setosa
+26,5.311850010327826,3.831445423572707,1.6037050719670083,0.30297664611425995,Iris-setosa
+27,4.697388097450649,3.2620693348741763,1.407009137191989,0.19930411668252418,Iris-setosa
+28,6.291956258135163,3.2944630469256913,4.662766936725712,1.594942534659197,Iris-versicolor
+29,5.813958236434691,2.794987032599104,5.100167007324196,2.39864749278421,Iris-virginica
+30,6.298221672453961,3.0,5.416454968581959,1.7921972632411214,Iris-virginica
+31,6.301150633239609,2.7109116689672543,4.894673424657922,1.8087290501391518,Iris-virginica
+32,5.06096743706892,3.488530328207092,1.4012855888077058,0.2984826345235203,Iris-setosa
+33,5.888742699138894,3.0,4.01199946059894,1.4739233318311307,Iris-versicolor
+34,6.578834259148939,3.0,5.699440849061135,2.154708443416185,Iris-virginica
+35,4.400000556157137,2.908494764772502,1.4091714560636754,0.20535842502351281,Iris-setosa
+36,5.0935037845226905,2.6076186717146683,3.696649834615148,1.345967103498152,Iris-versicolor
+37,6.760076399292767,3.1980100127005637,5.843155820724432,2.288294672495153,Iris-virginica
+38,4.618054556101123,3.3944245536742352,1.4112160184084486,0.29454698123601586,Iris-setosa
+39,5.518095536434268,2.3742163267203376,3.8684578244886647,1.1187160297272063,Iris-versicolor
+40,5.5536817681984205,2.6033977697254174,4.277414414898005,1.1619172872218986,Iris-versicolor
+41,6.214661456151077,2.200000272548532,4.5168112642147165,1.50910250925335,Iris-versicolor
+42,6.512356328310766,2.6321608518861765,5.516421312919922,1.845406547244759,Iris-virginica
+43,6.670446780204743,3.2877493478938145,5.768371712052062,2.161296531569811,Iris-virginica
+44,6.689667098653972,3.0,5.007861904625844,1.713186818499941,Iris-versicolor
+45,6.0706135362571825,2.9259753799995605,4.52690275568824,1.5348114457331428,Iris-versicolor
+46,5.428089804079702,3.402944718242934,1.7409938846097344,0.20507698371069813,Iris-setosa
+47,5.038511265609866,3.3249256182334532,1.4013333775360939,0.19794048987191698,Iris-setosa
+48,5.117519328178874,2.511900917144092,2.9609405450074835,1.125085507673386,Iris-versicolor
+49,4.9784936112855425,3.1860947902009857,1.2,0.19617310891457998,Iris-setosa
+50,5.765421431738699,2.5863414793800414,5.044378043207162,1.9218737523247207,Iris-virginica
+51,5.679100585787257,3.7734005755339535,1.678924384898226,0.31546760930062356,Iris-setosa
+52,5.732928534891492,2.8018649640527005,4.296270096167605,1.3975238529049259,Iris-versicolor
+53,5.406943217039683,3.885523081718209,1.5803160683568087,0.4368638959018002,Iris-setosa
+54,5.7049201419880315,3.777390708223716,1.6477976447675484,0.288050267781042,Iris-setosa
+55,6.045932508607516,2.7060149342576008,5.110673559242926,1.622681212552176,Iris-versicolor
+56,5.002349295545932,3.398003156325822,1.6860440608616816,0.3584831768063151,Iris-setosa
+57,6.970141130934184,3.111439464039925,5.0847355518951165,2.3175775157011054,Iris-virginica
+58,6.2631630284516655,2.557307281774778,4.98075749155338,1.5333292676489447,Iris-versicolor
+59,5.492838920994845,2.4178980624984954,3.6035209165574837,1.0762852779603618,Iris-versicolor
+60,4.900868423211878,3.0,1.4037900778327734,0.20879041833800518,Iris-setosa
+61,7.899998534337416,3.7940344763436142,6.416889827643143,1.996570689122395,Iris-virginica
+62,6.635893751722905,3.0022573875000313,5.799704509688385,2.242915702467404,Iris-virginica
+63,4.906590260362454,3.1179971764890544,1.5355512653276129,0.10000012860756095,Iris-setosa
+64,4.996910605264122,3.172314790104761,1.2000001804946216,0.2008252853881082,Iris-setosa
+65,6.10776086095565,2.7374414885494156,5.042867576891802,1.811212519485702,Iris-virginica
+66,6.051674654555261,2.6841944159696682,5.10202714737581,1.5993253189085603,Iris-versicolor
+67,5.9317440706445055,3.0,5.12828156011405,1.79738116355442,Iris-virginica
+68,6.285694691334068,2.89721604643966,5.546490066566062,1.79355683858266,Iris-virginica
+69,6.3204486374393145,2.870592680992948,4.378615616586558,1.2487455497141002,Iris-versicolor
+70,5.804822212801262,2.8258563729397688,5.098584170717459,2.4024607390798813,Iris-virginica
+71,5.780270689136511,3.169708573953299,4.770192687840747,1.7866265906868666,Iris-versicolor
+72,6.279180456162529,2.2878858480112783,4.413530013390956,1.3139955077260521,Iris-versicolor
+73,4.79590206894745,3.0,1.3769281236052,0.1,Iris-setosa
+74,6.41517675330047,2.897451831990273,4.2986707280751215,1.3042372914879914,Iris-versicolor
+75,4.400000781982603,2.8986150014429803,1.385243948426758,0.19845650921813407,Iris-setosa
+76,5.65048491442842,2.886615936716868,4.303985634021705,1.3329990904495412,Iris-versicolor
+77,6.708995655736062,3.0,5.000412872761041,1.6979933307507913,Iris-versicolor
+78,5.073608591449108,3.7350781116991367,1.5837308109831614,0.20201219186655714,Iris-setosa
+79,6.346203600623156,2.763881717188793,5.469854057451738,1.8135055042830812,Iris-virginica
+80,6.414020238424016,2.874983411919273,4.097270316969561,1.2698399707931463,Iris-versicolor
+81,5.720054492994842,2.6115214208443933,5.067137616081598,1.9271814631511361,Iris-virginica
+82,5.5891947485734415,2.6838059708066213,4.4701901937587785,1.2665189185825785,Iris-versicolor
+83,6.292992511121734,3.4011474691261823,5.548204475881679,2.3851929940003798,Iris-virginica
+84,5.621748412125649,3.0,3.9418416275432286,1.300977306663888,Iris-versicolor
+85,4.998422648973973,3.294569694594616,1.408598042306307,0.19293310859224502,Iris-setosa
+86,5.099504073047653,3.308226246426441,1.7749804028947924,0.4840787103694395,Iris-setosa
+87,5.673781586880326,2.9721664199603737,3.7263141961793904,1.3405967196065427,Iris-versicolor
+88,6.847493862979906,3.2088345535566383,5.768230476728453,2.300831059605162,Iris-virginica
+89,5.57462088492444,2.615783337456138,4.28995755885049,1.2032621146185023,Iris-versicolor
+90,5.788262028824239,2.7895376315105453,5.1071595883679874,2.4087836903441895,Iris-virginica
+91,6.290588289095368,2.9645683129871134,4.3587218841378075,1.4039729841302615,Iris-versicolor
+92,6.613594881823047,2.8307149421398585,4.679789694259793,1.3459955092895368,Iris-versicolor
+93,6.265292032761674,2.6958718915247757,4.874617861477662,1.7989111439157126,Iris-virginica
+94,4.823685872686636,3.0,1.4027511228406353,0.36184051553605356,Iris-setosa
+95,5.741041318143712,2.5765516266613577,5.037458202863599,1.9988945281297916,Iris-virginica
+96,5.741558600405495,2.787412316837058,4.446620470972266,1.3454024133192213,Iris-versicolor
+97,5.825765215702589,2.7012965190156866,5.102357636583383,2.0356840049944895,Iris-virginica
+98,6.623888603869657,3.0703462221471427,5.476016602847851,1.901274936475987,Iris-virginica
+99,6.170420930859734,2.8873345861026443,4.672113826423219,1.2603048130199686,Iris-versicolor
+100,5.604487341690781,2.8664808611356762,3.642391616541379,1.2998295892018252,Iris-versicolor
+101,5.420076488569788,3.8237320061406566,1.496284590212147,0.3523315078523731,Iris-setosa
+102,5.481726863183307,2.576824805866495,4.33921737790064,1.1861121229000402,Iris-versicolor
+103,5.030292386779069,3.3889647114348365,1.7666236021085635,0.3097432002475286,Iris-setosa
+104,6.323066837328279,2.4416007955457393,4.78677779611308,1.463836952856345,Iris-versicolor
+105,6.808833144214132,2.789748027974047,4.783592687665368,1.3875690328071286,Iris-versicolor
+106,5.28472025092526,3.7632442497198366,1.5296170778733038,0.2018762784015094,Iris-setosa
+107,5.507089123466165,4.199999072202256,1.3868677489891112,0.1951749311922831,Iris-setosa
+108,4.400000871520351,2.897967843860964,1.4003891448267456,0.20566224129815,Iris-setosa
+109,5.086968080879394,3.2931266120055125,1.6237755145842419,0.46447214597346587,Iris-setosa
+110,6.498697516253732,3.1862978596285942,5.102574203522602,2.001633098954637,Iris-virginica
+111,5.17602795672865,3.3459465868873566,1.6411552395153346,0.4288612211047198,Iris-setosa
+112,6.77113404926134,2.800476731596395,4.790244266896068,1.384747131694544,Iris-versicolor
+113,5.609733020381864,2.5062718733758604,3.9462876209228828,1.123319590505273,Iris-versicolor
+114,5.913856030815327,3.0,5.120200957464613,1.8058639578541293,Iris-virginica
+115,6.221913649892304,2.2,4.51904353313158,1.5381998845963627,Iris-versicolor
+116,6.6861777942374925,2.507512225044292,5.779783184065856,1.8029152496126852,Iris-virginica
+117,6.326718240583741,3.318618100455681,4.694197272764214,1.5808451692379235,Iris-versicolor
+118,7.073711673282266,3.0,5.917642105726763,2.0262909697535068,Iris-virginica
+119,5.881469892783584,3.0,4.086594395863189,1.48436972650474,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/5/test.csv b/iris/tab_ddpm/4_2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/5/train.csv b/iris/tab_ddpm/4_2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/5/val.csv b/iris/tab_ddpm/4_2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/6/synth.csv b/iris/tab_ddpm/4_2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..51d6da19bc31845391ccdcb9b713924568282276
--- /dev/null
+++ b/iris/tab_ddpm/4_2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.594738928434561,2.641787969567957,4.306438629716135,1.259110413653625,Iris-versicolor
+1,6.847076854626268,3.1929524615906106,5.707726684237679,2.2951612021431576,Iris-virginica
+2,6.258986853149756,2.710159905701903,4.924025742772458,1.7897451246314018,Iris-virginica
+3,5.405231829903376,3.0,4.481679545289749,1.4897895598318847,Iris-versicolor
+4,6.2898707469855255,2.2947797101190104,4.4073743125844596,1.267162763466804,Iris-versicolor
+5,7.71578370035844,2.6010610143104493,6.9,2.31381353389965,Iris-virginica
+6,5.168771802767495,3.6839153611507176,1.498794739017445,0.19772919517939722,Iris-setosa
+7,7.709054965834601,2.5976957795762736,6.9,2.302656888138251,Iris-virginica
+8,6.374568270743997,2.9802469136323357,5.562452114381941,1.7996195254296614,Iris-virginica
+9,6.715886007300484,3.299798075206634,5.7048648358006835,2.105449549892038,Iris-virginica
+10,5.565970288201455,3.798399431603143,1.655720084919258,0.3578053868675077,Iris-setosa
+11,4.757433557007844,3.0,1.384746163277837,0.1,Iris-setosa
+12,6.900501707937208,3.1152721859026338,5.100021854623278,2.3025720700615118,Iris-virginica
+13,6.144083914706054,3.0,4.683329283967266,1.3729962222925254,Iris-versicolor
+14,6.703358342202428,3.306265313192888,5.700529677717522,2.0954709481753313,Iris-virginica
+15,6.300080012026768,2.917664635227222,5.597452343095531,1.8071913802106017,Iris-virginica
+16,5.17905723951796,3.3443270746425924,1.4985204884434953,0.5032451402916562,Iris-setosa
+17,4.911497590091044,3.1064082185184825,1.5412687303721668,0.10000010856652548,Iris-setosa
+18,6.367856929846976,2.8844227513182505,4.297865500135028,1.309384304800823,Iris-versicolor
+19,5.491660929050553,3.9002304468271527,1.835646739861082,0.31783614073829874,Iris-setosa
+20,6.668979781937358,3.0,4.999235861166128,1.706140107691096,Iris-versicolor
+21,7.698064747046007,2.58426190120606,6.9,2.3091191699553337,Iris-virginica
+22,6.748774478758282,3.1202069592188346,5.901003561429072,2.282459549474492,Iris-virginica
+23,4.812464189916183,3.0,1.4097619218456159,0.2934527800457598,Iris-setosa
+24,4.788137546875391,3.0,1.39464876748346,0.29562515324702665,Iris-setosa
+25,7.336563452945506,2.9046399101279787,6.324154377626656,1.7837270311171658,Iris-virginica
+26,6.292319158353916,2.522459314836321,4.93708636987428,1.5093387084593886,Iris-versicolor
+27,4.802977101782855,3.0,1.3943313317183201,0.10000011270602448,Iris-setosa
+28,6.493227667617679,3.1907645481062237,5.089746942432129,1.983153613593535,Iris-virginica
+29,5.057029049020185,3.3356703072262377,1.752757021823836,0.4658096901429427,Iris-setosa
+30,6.073300837047782,2.613877235952124,5.633277256196441,1.4191088321713998,Iris-virginica
+31,5.007545414669423,3.395689578664603,1.5105331647138487,0.37516069621221027,Iris-setosa
+32,5.925351612380897,3.0,4.3836954872158564,1.6096824016208222,Iris-versicolor
+33,6.361809767858667,2.7097052074154395,5.1115148595002236,1.8270913152518165,Iris-virginica
+34,5.807307584383283,2.7983105237602284,5.107678060433228,2.410167710940505,Iris-virginica
+35,5.0648209308664685,3.3667779488477336,1.5981406514870826,0.4163362575307686,Iris-setosa
+36,6.629791036603405,3.2782745830986015,5.5790340138148204,2.074688118098136,Iris-virginica
+37,6.701913320853754,2.7728143836780195,4.837455003562188,1.4046951685931641,Iris-versicolor
+38,6.400581546607235,2.886991352946571,4.2886488966447445,1.3023596450701742,Iris-versicolor
+39,4.824228355480759,3.0,1.4027337821173473,0.3227536051995043,Iris-setosa
+40,6.503828719337295,3.0,5.365649998972214,1.8090225222855358,Iris-virginica
+41,6.728330650104441,3.3126034775729014,5.726624710448394,2.5,Iris-virginica
+42,6.166219739393032,2.614779235343105,5.609473700142693,1.4974951963603331,Iris-virginica
+43,4.895404188390493,3.1193202017490225,1.4980526769908913,0.10000009681578638,Iris-setosa
+44,6.68067619171309,3.0,4.970703149440822,1.7181490080765862,Iris-versicolor
+45,5.728427088009374,2.8086703958903128,4.457201444810797,1.344213707492869,Iris-versicolor
+46,5.335749188572406,3.691623790132404,1.5597025029329363,0.21179166197296126,Iris-setosa
+47,6.302852350486084,2.698261518499349,4.850645400517489,1.8089051949105737,Iris-virginica
+48,7.9,3.8443291436545026,6.4191596279722205,1.980723331556959,Iris-virginica
+49,6.293886177359971,3.401427810152468,5.6078690752392335,2.396393625286605,Iris-virginica
+50,4.400000494355456,2.91607989935683,1.4025102526292799,0.20291358234657836,Iris-setosa
+51,5.8545670744838025,3.0,4.197608052919092,1.457108191116004,Iris-versicolor
+52,5.272879114229296,3.789615896310396,1.6811065193667094,0.4204159791044292,Iris-setosa
+53,5.264766937594693,3.7157598327066284,1.5560190678685222,0.19930662713556896,Iris-setosa
+54,5.763463190267413,2.7809242846622135,5.109102788358486,2.3845784541056325,Iris-virginica
+55,6.569787509168746,3.0,5.779849089955067,2.2313710634972193,Iris-virginica
+56,5.482281442659589,4.2,1.391680015730638,0.20224436241131924,Iris-setosa
+57,5.209264046554607,3.8514228376522777,1.585750969029165,0.3528185003972005,Iris-setosa
+58,6.1204354123972795,2.6277607116093726,5.588777647979095,1.474607352293869,Iris-virginica
+59,5.3192551127884,2.6902318103040517,3.9859913442845034,1.381958880734929,Iris-versicolor
+60,5.244735175369968,3.34491546807588,1.7744459804104356,0.3600087512997058,Iris-setosa
+61,5.813037402834713,2.661910004941399,5.068287064968508,1.9410036682843024,Iris-virginica
+62,6.682526581482948,3.2887972530557015,5.690856266706408,2.1228863407362266,Iris-virginica
+63,5.998591163425544,2.776533945419204,4.671229865430629,1.2267235888442518,Iris-versicolor
+64,5.880163369305074,3.2012140889754224,4.802443131899657,1.802866271390545,Iris-versicolor
+65,4.4,2.8878476232759405,1.40787386342321,0.19400583540529398,Iris-setosa
+66,6.422676237537842,3.0,5.358211818751681,1.7981728042430554,Iris-virginica
+67,5.548732965632251,3.0,4.011524238145711,1.281865460599006,Iris-versicolor
+68,5.584114818854273,2.457497780079617,3.891282665802788,1.1004645461625109,Iris-versicolor
+69,5.649827368735418,3.7807007524718372,1.6958260378704701,0.3072850944157458,Iris-setosa
+70,4.898108813877252,3.0,1.3899960728592404,0.19279951264486422,Iris-setosa
+71,6.363592981734048,3.0984121581573945,4.757771464946793,1.6091096805570844,Iris-versicolor
+72,5.382500380274049,3.0,4.5107535432719335,1.4889314950453483,Iris-versicolor
+73,6.200991127233384,2.200000407482138,4.48228717099362,1.4841125782514035,Iris-versicolor
+74,7.156240152140712,3.0,5.971196640445189,2.086219524558532,Iris-virginica
+75,4.91467559683794,2.4079864883078943,3.1082167449729456,1.0127023250186387,Iris-versicolor
+76,6.560928032211165,3.0,5.487549931005319,1.8206120841552151,Iris-virginica
+77,5.932853777946745,3.225990697295067,4.862082388483298,1.8129864123119137,Iris-versicolor
+78,6.032695562832724,3.0,4.808689733623316,1.798229370132412,Iris-virginica
+79,6.068514998673688,3.0,4.459301010389728,1.496664592199095,Iris-versicolor
+80,4.896962175527801,3.0980282765503433,1.6948195369682342,0.1000001083114151,Iris-setosa
+81,6.495233323253963,3.0,5.8034331308946685,2.214055234461623,Iris-virginica
+82,5.29657626019511,2.7884921132103644,4.110908354647465,1.4427555846273739,Iris-versicolor
+83,6.305828533982679,3.289983640135701,4.667468939034045,1.5869335852763222,Iris-versicolor
+84,5.146676262575592,2.634261868078324,3.724351054157154,1.3353313292336624,Iris-versicolor
+85,5.816989505398732,2.7467277240715715,5.119522086780431,1.8602864571337359,Iris-virginica
+86,7.164527390097206,3.0,5.975497442821529,2.1117802657152467,Iris-virginica
+87,5.435828441669187,2.702228579102558,3.959356738738004,1.3318418500167915,Iris-versicolor
+88,6.955508015409986,3.0,5.685979959902751,2.0885617159219247,Iris-virginica
+89,6.0164024387163195,2.896285626559971,4.523839138216315,1.386254308543293,Iris-versicolor
+90,6.316293376404563,2.69703060118539,4.967154985653545,1.805356662943785,Iris-virginica
+91,5.7056552765588,3.778355007205827,1.7725199004133665,0.29709458282856915,Iris-setosa
+92,6.597669574387296,3.0,5.879661252006984,2.2409925447515042,Iris-virginica
+93,4.805174368600597,3.0,1.4053561850032734,0.10000012397830602,Iris-setosa
+94,6.7964965449302985,3.222512813970359,5.834082504397841,2.082001838016673,Iris-virginica
+95,6.442980451604792,2.6669507530535044,5.415359703282047,1.9107627466341386,Iris-virginica
+96,6.04915131057394,2.9958812189222055,4.570590293769984,1.4257935299968885,Iris-versicolor
+97,6.392731421937648,2.726916404646134,5.2961631842617205,1.8971492128629999,Iris-virginica
+98,6.697478034250903,2.488313089268546,5.805836014027474,1.7976387869919586,Iris-virginica
+99,5.170804579385398,3.3495393365710884,1.4981176883409237,0.21314486628753504,Iris-setosa
+100,5.132247476151742,3.3056325034482823,1.7708600402114865,0.530131951149191,Iris-setosa
+101,6.133932290688878,2.6014266498821375,5.649486846525318,1.459907690758453,Iris-virginica
+102,6.225117429377533,2.5263885284852643,4.977916176908339,1.5403594398946865,Iris-versicolor
+103,6.157907937799676,2.9573510653648194,4.657330041928353,1.3418170305914159,Iris-versicolor
+104,5.92656781176433,3.0,4.238668057072434,1.4976935418760196,Iris-versicolor
+105,5.48708011492453,4.2,1.3989427682388493,0.19440350863107964,Iris-setosa
+106,5.222655168823408,2.5274962337691633,3.288781887099513,1.1092009011342308,Iris-versicolor
+107,5.130929823523681,3.317688581851062,1.7981056213718825,0.4070231438327145,Iris-setosa
+108,5.323233642825256,3.6914015029462948,1.5062501478711676,0.20232415148915453,Iris-setosa
+109,6.292295727397668,2.2854960492904195,4.386187651070501,1.290957480367958,Iris-versicolor
+110,5.535081609515599,2.9360720708913957,3.7829634897591715,1.3005383705901306,Iris-versicolor
+111,6.784138884991668,2.7894326053977796,4.822525015207128,1.4228633031493914,Iris-versicolor
+112,7.69717414323355,2.595755402908858,6.899998780323006,2.3092725714763733,Iris-virginica
+113,7.708222450076177,2.5836554404507317,6.9,2.2966232352539384,Iris-virginica
+114,7.28619307836281,2.904476232161763,6.268719479492603,1.806771625815775,Iris-virginica
+115,6.521438563585615,3.2041292338342067,5.10499448105902,1.9928962488076059,Iris-virginica
+116,6.2487799159455415,2.2,4.515355298583625,1.5246997288446,Iris-versicolor
+117,6.789218671004196,3.0,5.401753368406529,2.098804678373437,Iris-virginica
+118,6.5444193212786175,3.0333473000886695,5.556564765942158,1.8745205915689893,Iris-virginica
+119,5.997921364193884,2.8658146106517397,4.566998477199557,1.4977158709338734,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/6/test.csv b/iris/tab_ddpm/4_2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/6/train.csv b/iris/tab_ddpm/4_2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/6/val.csv b/iris/tab_ddpm/4_2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/7/synth.csv b/iris/tab_ddpm/4_2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9780463bf8768b00b47934a400442d9336b653e4
--- /dev/null
+++ b/iris/tab_ddpm/4_2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.502693854045719,2.29037643226258,1.2976500907018464,0.29627934473150624,Iris-setosa
+1,4.805689292257397,3.0,1.4008937918695314,0.29196077879296417,Iris-setosa
+2,6.992445667541115,3.1039447703672782,5.089284226257063,2.306598729323177,Iris-virginica
+3,5.837805362902235,2.8438785369517916,5.09224578239019,2.403127436077913,Iris-virginica
+4,5.976086419198317,2.2000002743804963,5.003756102805444,1.523286699337731,Iris-virginica
+5,6.879610938908343,3.2018435341765725,5.803904580439041,2.3067412788753296,Iris-virginica
+6,5.00779546454667,3.4033078798859324,1.5706651001370027,0.38606464976685917,Iris-setosa
+7,5.619425915835627,2.7023699685879246,4.290793850692791,1.281806971109274,Iris-versicolor
+8,6.282727577205251,3.4094800719874927,5.575807386273924,2.402500195465444,Iris-virginica
+9,5.897649941969381,3.0,5.08325710755036,1.7963967829849237,Iris-virginica
+10,4.400000729089719,2.920358838370935,1.4028160895944677,0.21276679594361123,Iris-setosa
+11,4.904085423685844,3.111018553563279,1.490857637615444,0.1,Iris-setosa
+12,5.01915605075052,3.4649924977628834,1.5276848262339886,0.40947312058811985,Iris-setosa
+13,5.015509763608526,3.2063178802017216,1.2,0.1980589279909989,Iris-setosa
+14,4.99872126950226,3.3946880682604386,1.5341887252297444,0.4315306970628308,Iris-setosa
+15,6.107121182770201,2.5894639352298907,5.60835284693128,1.4253009505824383,Iris-virginica
+16,4.508422531655537,2.3109557972481203,1.3033700142234368,0.304409638897175,Iris-setosa
+17,6.405922837516779,2.659238430104764,5.33438618519991,1.8678114672126236,Iris-virginica
+18,5.010211419454062,3.210924561251394,1.2,0.19422853051103783,Iris-setosa
+19,6.2939903350138175,2.8946098815678463,5.606686869371884,1.7961337259446095,Iris-virginica
+20,6.858715955045222,3.0697576427609583,5.122749209901492,2.253314848467311,Iris-virginica
+21,6.935358286391964,3.1046349910346063,5.111414987414984,2.318603107897993,Iris-virginica
+22,6.882773830125804,3.184478019597002,5.924604994347958,2.2459831838906763,Iris-virginica
+23,4.799751160166376,3.0,1.403460437169047,0.10000010323656068,Iris-setosa
+24,6.416360268490689,2.6914673676813674,5.296980336263532,1.896779681597285,Iris-virginica
+25,5.984673022997223,3.0,4.870911868227468,1.7920526078400256,Iris-virginica
+26,7.322525469911893,2.895041685256096,6.372165613794941,1.8012296824189338,Iris-virginica
+27,7.279545532791518,2.890476440834998,6.286209767575063,1.8005529842802686,Iris-virginica
+28,5.0117101892605325,3.406207206417658,1.5684314068715126,0.46545429896648927,Iris-setosa
+29,5.8065099885786475,2.803492879493271,5.091930393339739,2.387660056011646,Iris-virginica
+30,6.140615795114028,2.9626814292214023,4.654569773008169,1.3220632017294662,Iris-versicolor
+31,5.298167854390631,3.721104263400953,1.494765180166502,0.19803982574516382,Iris-setosa
+32,6.311684867975026,2.295621831772565,4.410672093088203,1.2985760460958244,Iris-versicolor
+33,5.788331436574696,2.616681242921353,5.0654163127693375,1.914388528863977,Iris-virginica
+34,6.274920624071429,3.2898108360398886,4.679727842507843,1.6152491185023239,Iris-versicolor
+35,4.811513873148476,3.0,1.4105162996953617,0.29620330445913456,Iris-setosa
+36,4.863238617662246,3.0,1.4020098905475968,0.20077648473780116,Iris-setosa
+37,5.159448090532055,3.3964785696532758,1.5805499713580093,0.19754976920187028,Iris-setosa
+38,5.951556269869616,2.2000003254906977,4.994251239732914,1.5125607394563236,Iris-virginica
+39,6.2568929570602325,2.300420182402552,4.364106256877955,1.2650262333440065,Iris-versicolor
+40,6.793756131072115,2.845428205177295,4.834530923597839,1.4730430280588491,Iris-versicolor
+41,7.9,3.8245765496913062,6.418778887882821,2.0047534659214783,Iris-virginica
+42,6.339664261193147,2.400400937905008,4.4794640191576525,1.3312877408871795,Iris-versicolor
+43,5.562328414093212,3.0,4.27066819141024,1.3215771566696897,Iris-versicolor
+44,5.083447679881847,3.405620429188941,1.414856805119295,0.2995157474812612,Iris-setosa
+45,4.9086320979677955,3.127283134312203,1.4983856093222876,0.10000009790643938,Iris-setosa
+46,6.100654562062147,2.6188980391172736,4.95241514003938,1.8878111182365294,Iris-virginica
+47,6.600418785898573,2.8449787329638876,4.505353194066899,1.3829899495920688,Iris-versicolor
+48,6.188938274069589,2.2000003076504298,4.532468798391404,1.4937521013149715,Iris-versicolor
+49,6.7932490980945195,3.1638407824474455,5.800764686181141,2.3032579006774183,Iris-virginica
+50,4.5776470926959165,3.402303612365522,1.4027534181915902,0.34764696048541227,Iris-setosa
+51,6.197930508709682,2.826283888416688,4.701044530588326,1.1751558259475123,Iris-versicolor
+52,4.585169239694285,3.40233651436478,1.4000933558459498,0.3075779696054243,Iris-setosa
+53,6.416421737994408,2.6920488575497834,5.277946136826809,1.892700933169221,Iris-virginica
+54,7.317663917335646,2.8997804469205177,6.272892435637681,1.7810161195614207,Iris-virginica
+55,5.777877695405672,2.814193886869515,5.095990069765278,2.4036468496625627,Iris-virginica
+56,6.139116324004707,2.6483570685721083,5.555656555023369,1.4759999104560595,Iris-virginica
+57,6.105813979615765,2.6088160974541843,5.615225420425327,1.361578992010996,Iris-virginica
+58,6.405755343849721,2.6756327556498336,5.344698084294327,1.91301357574175,Iris-virginica
+59,5.797074410952463,2.7283297668346402,5.119738336256705,1.8806244230125853,Iris-virginica
+60,7.702264141297152,2.6433470223959916,6.899998193503801,2.3148718569065303,Iris-virginica
+61,5.590789556110377,2.4916359494308216,3.9958508540316284,1.1198500734328627,Iris-versicolor
+62,6.071736872083231,3.0,5.038099666722724,1.80205682849215,Iris-virginica
+63,5.538496151926478,2.4376367443835303,3.9198872069469695,1.0963670771836485,Iris-versicolor
+64,5.588916200358095,2.6757462584167424,4.215401226983594,1.2710047215812228,Iris-versicolor
+65,5.028225969342645,2.467456766498333,2.830270893834351,1.0878329459016423,Iris-versicolor
+66,4.906264522369447,3.091463757642158,1.5245113256964218,0.10000009502646573,Iris-setosa
+67,6.025014914655683,2.690083292051702,5.103796229387988,1.6103028427719743,Iris-versicolor
+68,5.578102854502236,2.73649269929711,4.431191379356703,1.2767120171268906,Iris-versicolor
+69,5.577610781733746,3.0,4.0303966839844625,1.2880567737828466,Iris-versicolor
+70,6.0074943199128645,3.0134216217180207,4.4631308809044805,1.4725966197229252,Iris-versicolor
+71,6.0719962672574885,3.0,4.514014357126967,1.479305604207393,Iris-versicolor
+72,5.37987370877939,3.8510751518016013,1.8819121991406182,0.39075408333512074,Iris-setosa
+73,5.528365327510279,4.2,1.4070025057174012,0.21401890849632405,Iris-setosa
+74,5.676937733410149,3.7729586904521195,1.5280777443970253,0.313494707026024,Iris-setosa
+75,5.990199513753136,2.2000002835371193,4.992193734312897,1.470113162027854,Iris-virginica
+76,5.091591419701,2.4823975910921003,3.0844607786034937,1.0867522210502945,Iris-versicolor
+77,6.291298578277445,2.3005330213891924,4.399900823836285,1.2911562772689926,Iris-versicolor
+78,6.3062164270955465,3.2831289860691184,4.6918965126971575,1.5937230169935155,Iris-versicolor
+79,4.901011781841786,3.101756756089908,1.6229014563372102,0.1,Iris-setosa
+80,6.29015679703369,2.7190818428640355,4.8352132867917295,1.7953645053899856,Iris-virginica
+81,6.417327652709497,3.0,5.504091587386676,1.8015997868455473,Iris-virginica
+82,5.894218636248289,3.0,5.106042697912222,1.802616358269756,Iris-virginica
+83,7.363956876591171,2.9016891797795092,6.324981245297984,1.7948512657343405,Iris-virginica
+84,5.764533989581582,3.7898789265026656,1.6802961644051249,0.2959397983076987,Iris-setosa
+85,5.790889075545754,2.729852010947424,5.115092000586963,1.8559197867555117,Iris-virginica
+86,5.455362427089231,3.0,4.560591020226298,1.5216015364468756,Iris-versicolor
+87,7.302589569239616,2.91062250961612,6.256049837850378,1.8550150952152613,Iris-virginica
+88,5.152449835489738,3.8087069745523925,1.529093441460975,0.1959903532406432,Iris-setosa
+89,5.19990344790303,3.8715648583398186,1.7609679715953912,0.40415385247463065,Iris-setosa
+90,5.893251665080907,3.1700076225215734,4.823941356418963,1.7959982272656452,Iris-versicolor
+91,5.101780052753998,3.3102867766525113,1.5340865427804253,0.43937688772246697,Iris-setosa
+92,5.110291597244305,3.5192784052793855,1.4013556448208533,0.2952820110184379,Iris-setosa
+93,6.1259074434403376,2.7944768573118544,4.72622527512561,1.2171193125055608,Iris-versicolor
+94,5.6552253273116575,2.7756845014411704,4.344722035792111,1.3346105843389333,Iris-versicolor
+95,5.916945516749031,3.0,4.219470110679116,1.4741964028548948,Iris-versicolor
+96,5.8661368090424775,3.0,5.092163092464226,1.8138061513203068,Iris-virginica
+97,6.730403315977512,3.313103098358596,5.696589063664622,2.5,Iris-virginica
+98,5.973111947933389,2.749684021681521,4.986974605917027,1.596585425472482,Iris-versicolor
+99,5.352216215187349,3.873429271582789,1.7083227926067852,0.4090769201593569,Iris-setosa
+100,6.290334942277719,2.662089171954397,4.868311846727019,1.7942911849128427,Iris-virginica
+101,4.824448950653906,3.0,1.40144174739856,0.3311021155855557,Iris-setosa
+102,6.315995644703468,3.3931126347731055,5.567768938425006,2.3977760670415686,Iris-virginica
+103,7.334782892497945,2.899451107999034,6.290477432622607,1.7992258451024608,Iris-virginica
+104,6.289976837162198,2.4541218605750017,4.856745213346873,1.4776004698948237,Iris-versicolor
+105,4.601408149736468,3.4066015472831634,1.3926054880079062,0.2986405996215581,Iris-setosa
+106,6.44343064956839,3.0,5.717019469559593,2.1098695167598267,Iris-virginica
+107,6.067368981596928,3.258273868724903,4.754199320030144,1.7593733905783633,Iris-versicolor
+108,5.624656005131059,2.409266499775971,3.9869041558043343,1.1402074377930251,Iris-versicolor
+109,7.298560077735271,2.9136268182732477,6.311618464888236,1.808742788661792,Iris-virginica
+110,5.890264907233068,3.1866367198025536,4.787596834683241,1.7946825299703444,Iris-versicolor
+111,5.9207635198811435,3.0,5.09193445917953,1.797954985244329,Iris-virginica
+112,6.6968060920547225,3.2998454887319535,5.6999709975947255,2.088787314541886,Iris-virginica
+113,6.770470370229315,3.0896172968101108,5.112795862226116,2.1986053247897535,Iris-virginica
+114,6.650223983663691,3.298540938768664,5.660268521706283,2.5,Iris-virginica
+115,7.707325018984748,2.5969838178154396,6.9,2.313621342448959,Iris-virginica
+116,5.943239633653073,3.0048865664653217,4.309073232034953,1.5133227486279617,Iris-versicolor
+117,5.930059113831393,3.0,5.105015158311953,1.8026715185334263,Iris-virginica
+118,7.197986962903215,3.0,6.040500366822216,2.01257269301519,Iris-virginica
+119,5.150806259094193,3.3320834528843664,1.6821126551563574,0.41041731165986406,Iris-setosa
diff --git a/iris/tab_ddpm/4_2/7/test.csv b/iris/tab_ddpm/4_2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/7/train.csv b/iris/tab_ddpm/4_2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/7/val.csv b/iris/tab_ddpm/4_2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/8/synth.csv b/iris/tab_ddpm/4_2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dd88c59be9c2fc4fbdfad7b8f950c82df08a3003
--- /dev/null
+++ b/iris/tab_ddpm/4_2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.417917240873043,2.9239658825015193,5.461307628583613,1.8156869892762906,Iris-virginica
+1,5.687122999769896,2.847172055983915,4.5420895502755405,1.3352141210949888,Iris-versicolor
+2,5.380270505550155,3.405737399823223,1.6438793906285116,0.2081506280273732,Iris-setosa
+3,5.139974751373252,3.801715029948781,1.6069073901701334,0.19888582597022947,Iris-setosa
+4,6.0742750904760054,2.7892391991173557,4.690917294057508,1.1939277683817815,Iris-versicolor
+5,6.185109384906875,2.2000003082138626,4.474052568579346,1.493579001553228,Iris-versicolor
+6,6.284677032389718,2.306468389644764,4.4271744111660185,1.3018712962180758,Iris-versicolor
+7,5.666322591290484,3.8113299322033543,1.765590888276464,0.3761486394807271,Iris-setosa
+8,5.648772258594369,2.7238941500488263,4.438731950760082,1.284178049280755,Iris-versicolor
+9,6.731702477852018,3.0,5.5905336516135264,1.9156946968451771,Iris-virginica
+10,6.1502946488351915,2.2000002729946084,4.478334167060289,1.4745624627843565,Iris-versicolor
+11,7.276045047182825,2.9830224596482044,6.226717893018309,1.970739434538727,Iris-virginica
+12,4.513787472235417,2.295309896498891,1.301197603152912,0.3175411304434439,Iris-setosa
+13,6.28459310075617,3.4073426068908095,5.590914331072709,2.389728939520057,Iris-virginica
+14,5.02798850769187,3.343602942432239,1.4006411174910156,0.20519908907975748,Iris-setosa
+15,6.300528484810429,2.288824793752283,4.4145460590477565,1.2926426585270718,Iris-versicolor
+16,5.0073981810531585,3.204980690571143,1.2000002206633016,0.20166071127033192,Iris-setosa
+17,5.182295585251718,2.4784346346100223,3.385975014766331,1.0910124378517052,Iris-versicolor
+18,5.834959966971086,3.0,4.100278910384205,1.4977455928293393,Iris-versicolor
+19,4.982977074748513,3.229533740032868,1.2,0.19193412969513626,Iris-setosa
+20,6.053671341391538,2.200000331739303,4.952178871547026,1.5414147248601866,Iris-virginica
+21,6.144295344949284,2.596263552586241,5.610912538868609,1.4262864153102783,Iris-virginica
+22,5.661848111045152,2.4921267681756127,4.999927717192691,1.9775634598469554,Iris-virginica
+23,6.662362777683616,3.290133218860386,5.814607190033029,2.0986024067131392,Iris-virginica
+24,5.009526345489002,3.226799797390366,1.2000001915380614,0.19640554307785668,Iris-setosa
+25,5.533512728944937,2.661454845295438,4.480140735621892,1.2343784171605343,Iris-versicolor
+26,5.433697924455455,3.421022836240771,1.735202363998219,0.20567147898284024,Iris-setosa
+27,4.994587240879983,3.409565640825841,1.6299780337862269,0.3993024167780209,Iris-setosa
+28,6.7663176686731425,2.8082772470817323,4.761727962356668,1.4155440620742379,Iris-versicolor
+29,5.695153648789874,2.504290736579593,4.993458553789462,1.9935932648158559,Iris-virginica
+30,7.699110268735126,2.5941434315678538,6.9,2.3087430516257834,Iris-virginica
+31,4.500704135525384,2.301693755216945,1.293356182827792,0.2987051798588644,Iris-setosa
+32,4.909526103908984,3.0918890197483977,1.6247267173573112,0.1000000916691285,Iris-setosa
+33,5.84570483422735,2.8771724237417984,5.08652755128742,1.8425982608179627,Iris-virginica
+34,5.822014789815688,2.8265100254062836,5.09836537375646,2.4205640951288987,Iris-virginica
+35,6.087905427044408,2.9252439802983656,5.442006685659756,1.807592433436307,Iris-virginica
+36,7.139136800494589,3.0,6.031347527270009,2.058554087810959,Iris-virginica
+37,5.264490707403556,3.4093664043542913,1.4986062609876187,0.19980677850854,Iris-setosa
+38,6.308896730277019,2.4710897472676763,4.898808870300812,1.4876954076731692,Iris-versicolor
+39,5.165348570895832,3.392628071145868,1.64709879309584,0.2059793329333408,Iris-setosa
+40,5.803678758092196,2.8267205719927793,5.116591783894532,2.3981287320768807,Iris-virginica
+41,5.446293609785914,3.8822949801267392,1.804283388592705,0.372231034865412,Iris-setosa
+42,5.37445826850127,3.0,4.481657558672608,1.523216402744236,Iris-versicolor
+43,5.976028266555323,2.7063248009892384,5.1048034355003145,1.6144449665737504,Iris-versicolor
+44,6.41634880202504,3.1560965348382912,5.095911269044505,1.972137639288564,Iris-virginica
+45,5.461104687965977,3.557500116835304,1.6000370981786736,0.20326266666178888,Iris-setosa
+46,4.943220450326704,2.4241217814400766,3.464181561082907,1.055190936156155,Iris-versicolor
+47,6.2144539840434465,2.7840145763899065,5.5976854964856315,1.7415553932149168,Iris-virginica
+48,6.477325781220437,3.0,5.503877907922256,1.7995747759275074,Iris-virginica
+49,4.4000007277264235,2.924510251380442,1.4116414692238637,0.20611154696353565,Iris-setosa
+50,5.7443489655496585,3.1518000841916507,4.751976887047426,1.7868536233323737,Iris-versicolor
+51,4.864806572205084,3.0104264052810534,1.4425529791481304,0.10000011741222849,Iris-setosa
+52,6.298656643556399,3.4021299319636067,5.635926623493688,2.380791593489638,Iris-virginica
+53,5.017829144404361,3.3096154071073562,1.3966867257989566,0.20056977026413048,Iris-setosa
+54,5.291398178701811,3.8395201323466748,1.7861873847315133,0.39037942278774107,Iris-setosa
+55,6.303357580434668,2.302530322943142,4.404832592137564,1.2762046098100273,Iris-versicolor
+56,5.997522139866833,2.7043084679052516,5.095691079927236,1.5986947725048515,Iris-versicolor
+57,5.506353675727522,2.589645702769991,4.3174698054870015,1.1820997139342833,Iris-versicolor
+58,6.698267926628,3.314223290742482,5.691382579342116,2.5,Iris-virginica
+59,5.91819527463819,3.222296856586409,4.818436778065592,1.8085036917016515,Iris-versicolor
+60,4.921329459230819,3.0,1.4059462246943024,0.20131610545010895,Iris-setosa
+61,6.486075385682955,3.0,5.839696511950263,2.2263535786819926,Iris-virginica
+62,6.542183966173126,3.212218675627636,5.080717472330799,2.0551541207481883,Iris-virginica
+63,6.803145823973187,2.8040332459982733,4.814992643258697,1.4036183959744164,Iris-versicolor
+64,5.092131684980467,3.513855007506178,1.397519111385939,0.35316849143789975,Iris-setosa
+65,5.2088774412091805,3.348762261375583,1.6593651437834018,0.39365214600356446,Iris-setosa
+66,5.456668974558734,2.8699434674991653,3.8419141374280317,1.412241722732634,Iris-versicolor
+67,5.967850608295633,3.0,4.769446020303917,1.795284412084239,Iris-virginica
+68,7.3007342245958995,2.9414744664195753,6.1936753935748,1.8969247898476826,Iris-virginica
+69,7.680671547438414,2.592619468026138,6.899998843172354,2.2848303254279876,Iris-virginica
+70,6.561183296980677,3.2150508427192417,5.097412232054595,2.0086755353239987,Iris-virginica
+71,5.918723383066462,3.0,4.289523850463446,1.5350583441105057,Iris-versicolor
+72,6.289840395179935,3.2986798328054516,4.715198366326054,1.5995889050161105,Iris-versicolor
+73,4.848471263182742,3.0,1.4526995730897883,0.10000009987898364,Iris-setosa
+74,4.966935840290682,3.2327748496727833,1.3975026061251579,0.1979577404256741,Iris-setosa
+75,5.564355709300658,2.4554354365025555,3.9606245842769416,1.1263215146212433,Iris-versicolor
+76,7.899998410985374,3.76491419324768,6.3604757240172,1.9797151124384784,Iris-virginica
+77,5.7408874729608055,2.5999849527357144,5.061130261520249,1.9540639137363918,Iris-virginica
+78,5.985260677066923,2.2000003519130003,5.0060352578669605,1.4822832517875528,Iris-virginica
+79,6.857036923252238,3.1129696776766145,5.681372137959663,2.271414139575486,Iris-virginica
+80,4.796248127851492,3.0,1.3997488716662096,0.28406473018017375,Iris-setosa
+81,5.803752043524631,2.746122599330176,4.614717954975831,1.1754559716233806,Iris-versicolor
+82,5.671419399936609,3.0,4.496048585919775,1.5387690982584223,Iris-versicolor
+83,6.207047228062537,2.2000007953888905,4.545500407860055,1.4675375957955166,Iris-versicolor
+84,6.877475671303387,3.2120145486871556,5.896729639129312,2.3155781111038864,Iris-virginica
+85,6.286084750587653,3.2969325513976853,4.716345137858471,1.573976854744803,Iris-versicolor
+86,4.49492585172297,2.292785886461977,1.3033890386221485,0.292572679501475,Iris-setosa
+87,7.177129745312833,2.8577683855752642,6.237566372869693,1.8104277213647448,Iris-virginica
+88,5.892796032282225,2.8937477910915015,4.434770320094168,1.46046909079503,Iris-versicolor
+89,6.185999346941018,2.200000311151577,4.528281303292512,1.4875242875557282,Iris-versicolor
+90,5.257170010014696,3.379638356967884,1.5267396292405981,0.4096560585983115,Iris-setosa
+91,4.867099314937346,3.035249270442195,1.3921325442733303,0.3897182139953844,Iris-setosa
+92,5.9922519861793715,2.9044923685229764,4.513917844889112,1.4911489416947736,Iris-versicolor
+93,6.031073095010767,3.0,4.481430016142919,1.3986388552238953,Iris-versicolor
+94,4.503019613796977,2.309301995738159,1.2969016020841229,0.30197418983057756,Iris-setosa
+95,5.620189046745558,2.463171301663872,3.912205979300281,1.0986725150309782,Iris-versicolor
+96,6.102558068193371,3.249223041451604,4.752885762282884,1.7521001961328857,Iris-versicolor
+97,4.888128895835253,3.102396253748138,1.4939986150311975,0.10000010420333182,Iris-setosa
+98,4.888625954897858,3.1113762684340496,1.7437305491102468,0.10000010347420475,Iris-setosa
+99,5.087453668363184,3.4005914470199063,1.4982617064787322,0.19768959185470805,Iris-setosa
+100,4.786031635360408,3.0,1.398229819392084,0.29941782464894107,Iris-setosa
+101,5.506643074264095,3.7172118822871085,1.710431450149693,0.43181790917431007,Iris-setosa
+102,4.777219497996453,3.0,1.400072229989637,0.2997567995007546,Iris-setosa
+103,5.467456234626889,4.2,1.404429357694791,0.19303904689772444,Iris-setosa
+104,5.952528201253117,3.0,5.005530101441751,1.7940129453947142,Iris-virginica
+105,6.293962523735208,3.282306840894161,4.711450051768116,1.6280711062477113,Iris-versicolor
+106,6.689018102600703,3.0,4.985870018101169,1.7108732805542932,Iris-versicolor
+107,4.876191060918541,3.1051941308840147,1.522635627386907,0.1,Iris-setosa
+108,4.678506719701401,3.270873375528511,1.409668001268596,0.20071348078375803,Iris-setosa
+109,4.805911025416408,3.0,1.3999846753172305,0.10000009760825636,Iris-setosa
+110,6.307193903917418,2.8967008786063473,5.604559256882065,1.7990273216946284,Iris-virginica
+111,5.082214257775837,3.404908941318427,1.4082646166785335,0.236746320770627,Iris-setosa
+112,6.018831639958889,2.20000031889931,5.004558476270056,1.4596336412705264,Iris-virginica
+113,6.395267800686108,2.900867262085441,4.335547634706466,1.2912503982923158,Iris-versicolor
+114,5.780164192876949,2.8106788865762233,4.356714598528638,1.408179124847247,Iris-versicolor
+115,6.32639660108062,2.448441040707879,4.880985897886224,1.4674693012653728,Iris-versicolor
+116,7.144824278467005,3.0,5.997983208585143,2.018001682780538,Iris-virginica
+117,6.883271198451434,3.071187358638523,5.104292835956906,2.3049235336941423,Iris-virginica
+118,6.294921792313252,2.304337909149202,4.427582519525408,1.316599936793284,Iris-versicolor
+119,6.018954567335461,2.7951468040632066,4.679496475344756,1.2342251164744296,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/8/test.csv b/iris/tab_ddpm/4_2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/8/train.csv b/iris/tab_ddpm/4_2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/8/val.csv b/iris/tab_ddpm/4_2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/9/synth.csv b/iris/tab_ddpm/4_2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b7c0c1964118a6bb7d581c1ae34209748504c84f
--- /dev/null
+++ b/iris/tab_ddpm/4_2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.264856637735691,3.3813545475027453,1.554909069554743,0.2054372937680838,Iris-setosa
+1,6.846265459723412,3.0678907661361303,5.104512157337156,2.2754755159727815,Iris-virginica
+2,4.93576365994741,2.4240567086441236,3.295506340991275,1.0689573099122622,Iris-versicolor
+3,5.124187301802841,3.392138506476971,1.5152615568551489,0.20379654398040242,Iris-setosa
+4,5.369549734903166,3.39930099121203,1.6820224199648175,0.1970939079767321,Iris-setosa
+5,5.566879728661922,2.959774417274024,3.718445459802665,1.2942130286065066,Iris-versicolor
+6,4.90387313312961,3.1109444373450463,1.4984754122744017,0.1000001055605713,Iris-setosa
+7,5.144252174896415,3.660950387429155,1.590214223181061,0.20428938464150953,Iris-setosa
+8,5.439283231514514,3.904897189865326,1.833984716612464,0.35714635849692306,Iris-setosa
+9,5.222888038042762,2.7848075167214454,4.237532592074859,1.4433074715749976,Iris-versicolor
+10,5.532870479905405,2.4477980458803845,3.971807756886418,1.0713113158357686,Iris-versicolor
+11,5.2889336487144885,3.3999697591717832,1.6013133202282208,0.2014244847185479,Iris-setosa
+12,6.008445757040184,3.0,4.549316369896777,1.4795056983868795,Iris-versicolor
+13,6.292139242367629,3.309986206452165,4.713606180790398,1.604094918938228,Iris-versicolor
+14,7.702224699955917,2.599966745774257,6.899998646790879,2.263496468088316,Iris-virginica
+15,5.406209710700169,3.8899459407530603,1.6931521491930546,0.4673123163156009,Iris-setosa
+16,5.089022350795691,3.6605184956227816,1.4919197926174665,0.19708610148011413,Iris-setosa
+17,6.755882465571095,3.199508988109087,5.896397035918864,2.2995551122243363,Iris-virginica
+18,6.672789793433455,3.3014319913523513,5.673588014625753,2.100038199816938,Iris-virginica
+19,5.871293897794043,2.9127355722185104,4.345552419881847,1.4491839286691948,Iris-versicolor
+20,5.7474714630561525,2.823087964786996,4.513741687539868,1.3369274295015328,Iris-versicolor
+21,5.012435408337214,3.405441956406263,1.6335677613892963,0.4317300329056232,Iris-setosa
+22,6.029022415368533,2.855885894212267,4.506012889209336,1.460503497507549,Iris-versicolor
+23,5.799306389929273,2.8077218816290657,5.095520708298314,2.3996240425411566,Iris-virginica
+24,4.881149323734344,3.099088980190102,1.4937135248182476,0.10000009837553639,Iris-setosa
+25,4.893389189323727,3.103979520983161,1.5849597710727297,0.10000011664693899,Iris-setosa
+26,7.245682550915293,2.988253216305985,6.151966002438153,1.9633665708531076,Iris-virginica
+27,6.693571086074166,3.0,5.012757942263092,1.6901439484181158,Iris-versicolor
+28,4.603805573146511,3.4057959186031317,1.4039049810738504,0.30502083224222737,Iris-setosa
+29,5.865903913495587,2.8134741557300567,4.443620446036594,1.4148246465611178,Iris-versicolor
+30,4.80963258342987,3.0,1.4014861783166261,0.2985377792479259,Iris-setosa
+31,6.950741864189034,3.111944176463996,5.098485366560719,2.32187932576758,Iris-virginica
+32,4.810888849293363,3.0,1.4064552276181244,0.10000010956764346,Iris-setosa
+33,6.292258808035603,3.397534252632159,5.639965986423376,2.3942968937941447,Iris-virginica
+34,7.899998730326669,3.829381877299716,6.39372032165612,2.0209453238301505,Iris-virginica
+35,6.401941291155718,3.1699735083743037,5.077206434652363,1.9453521148941528,Iris-virginica
+36,5.196945364397661,3.7651766777204365,1.492380787148094,0.19742153864877537,Iris-setosa
+37,6.039267863698339,3.0,4.792520557443824,1.8038727181130911,Iris-virginica
+38,5.56740341107064,2.692737724744022,4.3142732756199695,1.2942005442544742,Iris-versicolor
+39,5.100984885253128,3.642504079345631,1.5691799323643176,0.3346116356744267,Iris-setosa
+40,6.396884318662442,2.8538908776409113,4.468802119025799,1.2417368420060846,Iris-versicolor
+41,5.671590552492788,3.0,4.407556146982153,1.418108980384052,Iris-versicolor
+42,6.327730848134427,2.871944385522435,5.5751882216667905,1.8035667038909413,Iris-virginica
+43,4.508345121246131,2.3012261285708546,1.30233529914971,0.3471731809368981,Iris-setosa
+44,5.385824431804529,2.8405854287037844,4.046375489331394,1.3849671612377503,Iris-versicolor
+45,6.24459342786771,2.7244466594342933,4.993120204535757,1.811208054361201,Iris-virginica
+46,5.916492232846908,3.176741138302254,4.817382786981358,1.7995971325293125,Iris-versicolor
+47,6.689910358952623,2.5001331067391437,5.803378676211888,1.805992022633186,Iris-virginica
+48,6.4948816842626345,3.2005628154091883,5.095171359699412,1.9861756771255288,Iris-virginica
+49,7.293599426351323,2.9045591309532197,6.290755729776296,1.8120625381898707,Iris-virginica
+50,5.098905284573722,3.835907294902279,1.5595916247604116,0.20427264499287812,Iris-setosa
+51,6.904380594997975,3.2221728002335697,5.699658156829035,2.3110217368797743,Iris-virginica
+52,6.324931271842578,2.3197202530439482,4.458448860817985,1.3432912892230602,Iris-versicolor
+53,7.316463277707306,2.9228149215901933,6.2826725199276,1.8015561218129177,Iris-virginica
+54,5.996657861372594,3.0,4.774173568720215,1.8019859064844694,Iris-virginica
+55,5.266232361702956,3.3712973900118914,1.6096896511715408,0.24368175036457926,Iris-setosa
+56,5.545420933338308,3.5895281989044365,1.4994855191462615,0.21644652419757168,Iris-setosa
+57,4.603602995217017,3.2066271150166914,1.4054570872930854,0.20140598031979656,Iris-setosa
+58,4.9981150013943,3.3104448155685717,1.3958778975215171,0.1987129317494939,Iris-setosa
+59,7.899998241247015,3.7563132952541953,6.414772523365907,2.006776499610516,Iris-virginica
+60,5.200854419167647,3.717250412980869,1.496469130253923,0.1917392682878807,Iris-setosa
+61,5.987406668897015,2.2,5.008233434715741,1.5080872155464367,Iris-virginica
+62,5.791658258326779,2.7720395796967714,5.108789759256891,2.392012824860147,Iris-virginica
+63,5.097518706701419,2.4917310811533957,2.960517122024246,1.0944023088170138,Iris-versicolor
+64,5.533491105870139,2.5633103829663866,4.279497618799862,1.148576018423205,Iris-versicolor
+65,6.873720784750915,3.094876717494764,5.111326847478081,2.277016971852231,Iris-virginica
+66,5.364643312599833,3.687048803792429,1.494391029698115,0.4397189448357425,Iris-setosa
+67,6.347159606273607,2.841246929456299,5.5412422555797125,1.8160447820975847,Iris-virginica
+68,4.4,2.897342631712233,1.4017110032018403,0.19947073240079521,Iris-setosa
+69,4.970362228968579,2.4373857406132764,3.069281899925153,1.1057528203861262,Iris-versicolor
+70,5.372053409598314,3.4466113810605448,1.6619079723693944,0.19461199197235474,Iris-setosa
+71,5.70699738899784,2.8056978167717244,4.454797431143733,1.2881115576287303,Iris-versicolor
+72,6.5231759661596325,3.0,5.864115450343982,2.1866683684162487,Iris-virginica
+73,6.540362517028744,3.0,5.52380679124085,1.7892240344699955,Iris-virginica
+74,6.682591764151327,3.287745920370621,5.693095297811356,2.499998692670611,Iris-virginica
+75,5.115192583809507,3.8414651071504338,1.6104394047560653,0.21082942944187222,Iris-setosa
+76,6.018504917001426,3.0,4.803747640012024,1.803649762663125,Iris-virginica
+77,6.371054348910699,2.7082910009960655,5.3363535100955675,1.8801278109095323,Iris-virginica
+78,6.185818685691271,2.20000031407891,4.4783721375325864,1.4743146818367039,Iris-versicolor
+79,6.819263770314746,3.192827651594003,5.88524152839128,2.300208410046003,Iris-virginica
+80,6.9854481366328205,3.1128971632538947,5.909940367882937,2.2417961604764463,Iris-virginica
+81,4.6244704562775025,3.4009472399523557,1.4122331635851189,0.35113791187668136,Iris-setosa
+82,6.0071104814241405,2.2000002924014836,5.007887999471773,1.5367265574274716,Iris-virginica
+83,4.9033138329869,3.109348601386506,1.498684331423159,0.1,Iris-setosa
+84,5.5834043546227585,2.5980988869563344,3.976462016535813,1.208537225838114,Iris-versicolor
+85,5.098638337157776,3.4991985868695035,1.393845088724523,0.29817125698146163,Iris-setosa
+86,6.350831890221764,2.909838782395588,4.321812666143481,1.2937127055835842,Iris-versicolor
+87,5.534062536047037,3.0,4.274343191182705,1.3076937852897217,Iris-versicolor
+88,4.87167755799007,3.096788554309799,1.5591093653588373,0.1,Iris-setosa
+89,6.964376101184926,3.121933553725795,5.09258215989393,2.3098334076490468,Iris-virginica
+90,4.861396802489567,3.0856303753253806,1.487939830135549,0.10000009940066623,Iris-setosa
+91,6.063807244112097,2.6701480314507644,5.050758296272148,1.5781397805204258,Iris-versicolor
+92,5.097549888194194,3.52402155052758,1.3953965948213272,0.3238768840183641,Iris-setosa
+93,5.813629765285899,2.683669225643801,5.097885143433957,1.9084918367793111,Iris-virginica
+94,6.0185098068300285,2.7000973662266325,5.084611787261872,1.6107017294772792,Iris-versicolor
+95,6.802925887838047,3.0,5.43125308818359,2.1105598259088754,Iris-virginica
+96,4.878930987274819,3.109846168651909,1.4967560904511679,0.1,Iris-setosa
+97,5.18072888852394,3.815761907001214,1.596835006049809,0.20968164123808397,Iris-setosa
+98,5.5115057980120685,2.417092954377716,3.8631153930532554,1.0980688584872662,Iris-versicolor
+99,5.964784904559672,3.0,4.285629745925268,1.5431777032054044,Iris-versicolor
+100,5.13554890755203,3.3034410664435363,1.8199598505355423,0.4671059774402003,Iris-setosa
+101,5.904563095292225,3.156164780214997,4.765044966040588,1.8000452689415365,Iris-versicolor
+102,6.120375992606713,2.625460620825111,5.0342494745792346,1.5332415949723865,Iris-versicolor
+103,6.686336008916936,3.296706841263893,5.638098802074824,2.110888986564313,Iris-virginica
+104,6.6958369617605715,2.902826286732296,4.908248340178275,1.5067485790638593,Iris-versicolor
+105,6.186630135051094,2.2,4.50642179274419,1.481802135832643,Iris-versicolor
+106,7.083722718610666,3.0,5.878840892893232,2.1579085618215776,Iris-virginica
+107,5.598672881283924,2.7132074297340436,4.370019819208958,1.2732900488932284,Iris-versicolor
+108,6.004817952070215,2.695421450990058,5.114985929137441,1.6101928101471048,Iris-versicolor
+109,4.82788011426857,3.0,1.3909795486460763,0.3170595359184253,Iris-setosa
+110,6.336241254969652,2.6951037104021722,5.043524287576967,1.8205615681266243,Iris-virginica
+111,5.4364176578161745,3.3949093231604612,1.826588867740503,0.2055426569532698,Iris-setosa
+112,7.6850563268581755,2.6088038894195087,6.9,2.2835159871776454,Iris-virginica
+113,5.5464974726207865,2.4658999992062203,3.84124238143563,1.1176634919190118,Iris-versicolor
+114,6.793148059384085,2.8154990016339676,4.799593754718883,1.3929084026686636,Iris-versicolor
+115,6.08727745239443,2.661716474134514,5.043565984214975,1.5874116839918484,Iris-versicolor
+116,6.363445204239946,2.94275649819055,4.295832009220144,1.3192093416457618,Iris-versicolor
+117,5.113012609608197,3.830454833337652,1.639778597810541,0.2013261269142727,Iris-setosa
+118,5.941346125368074,2.601202312863675,4.987417108947626,1.8998451687223523,Iris-virginica
+119,5.176776642294766,3.7977406368656372,1.5908027848291872,0.34806615542114383,Iris-setosa
diff --git a/iris/tab_ddpm/4_2/9/test.csv b/iris/tab_ddpm/4_2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/9/train.csv b/iris/tab_ddpm/4_2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_2/9/val.csv b/iris/tab_ddpm/4_2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/4_2/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/4_2/params.json b/iris/tab_ddpm/4_2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2e8c0d1dde78a26fd8fd6ab2b4befabecb93036
--- /dev/null
+++ b/iris/tab_ddpm/4_2/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ec4bdc5a5640ac45bb49a3bfdef0dae13b2206db67b0f77a17709301d150aa2b
+size 331
diff --git a/iris/tab_ddpm/4_2/tab_ddpm_eval.ipynb b/iris/tab_ddpm/4_2/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..f7bd1fc4c839e2f9ae94db4e504a98e22944ee3d
--- /dev/null
+++ b/iris/tab_ddpm/4_2/tab_ddpm_eval.ipynb
@@ -0,0 +1,2006 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "49cb8f82",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:04.288549Z",
+     "iopub.status.busy": "2024-07-22T03:00:04.287646Z",
+     "iopub.status.idle": "2024-07-22T03:00:17.743769Z",
+     "shell.execute_reply": "2024-07-22T03:00:17.742568Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 13.468362,
+     "end_time": "2024-07-22T03:00:17.746223",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:04.277861",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "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... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 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": "e4894a73",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:17.769086Z",
+     "iopub.status.busy": "2024-07-22T03:00:17.768740Z",
+     "iopub.status.idle": "2024-07-22T03:00:17.776744Z",
+     "shell.execute_reply": "2024-07-22T03:00:17.775873Z"
+    },
+    "papermill": {
+     "duration": 0.021801,
+     "end_time": "2024-07-22T03:00:17.778796",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:17.756995",
+     "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": "6abdcff5",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009597,
+     "end_time": "2024-07-22T03:00:17.798159",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:17.788562",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "a35b8ac9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:17.819474Z",
+     "iopub.status.busy": "2024-07-22T03:00:17.819111Z",
+     "iopub.status.idle": "2024-07-22T03:00:17.827855Z",
+     "shell.execute_reply": "2024-07-22T03:00:17.826905Z"
+    },
+    "papermill": {
+     "duration": 0.021598,
+     "end_time": "2024-07-22T03:00:17.829776",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:17.808178",
+     "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": "e6b40f4e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:17.851392Z",
+     "iopub.status.busy": "2024-07-22T03:00:17.850606Z",
+     "iopub.status.idle": "2024-07-22T03:00:17.856199Z",
+     "shell.execute_reply": "2024-07-22T03:00:17.855449Z"
+    },
+    "papermill": {
+     "duration": 0.018803,
+     "end_time": "2024-07-22T03:00:17.858237",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:17.839434",
+     "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 = 2\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/4_2\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.5\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "8bae36be",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:17.880540Z",
+     "iopub.status.busy": "2024-07-22T03:00:17.880239Z",
+     "iopub.status.idle": "2024-07-22T03:00:17.886128Z",
+     "shell.execute_reply": "2024-07-22T03:00:17.885213Z"
+    },
+    "papermill": {
+     "duration": 0.019395,
+     "end_time": "2024-07-22T03:00:17.888138",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:17.868743",
+     "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": "987dbadd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:17.910580Z",
+     "iopub.status.busy": "2024-07-22T03:00:17.910233Z",
+     "iopub.status.idle": "2024-07-22T03:00:19.161363Z",
+     "shell.execute_reply": "2024-07-22T03:00:19.160421Z"
+    },
+    "papermill": {
+     "duration": 1.265075,
+     "end_time": "2024-07-22T03:00:19.163515",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:17.898440",
+     "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": "0265f838",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:19.186333Z",
+     "iopub.status.busy": "2024-07-22T03:00:19.186005Z",
+     "iopub.status.idle": "2024-07-22T03:00:20.179722Z",
+     "shell.execute_reply": "2024-07-22T03:00:20.178664Z"
+    },
+    "papermill": {
+     "duration": 1.007579,
+     "end_time": "2024-07-22T03:00:20.181910",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:19.174331",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mkdir: cannot create directory 'iris': File exists\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a8cd0786",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:20.205684Z",
+     "iopub.status.busy": "2024-07-22T03:00:20.205356Z",
+     "iopub.status.idle": "2024-07-22T03:00:20.214649Z",
+     "shell.execute_reply": "2024-07-22T03:00:20.213879Z"
+    },
+    "papermill": {
+     "duration": 0.023471,
+     "end_time": "2024-07-22T03:00:20.216661",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:20.193190",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/4_2\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "45196463",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:20.241263Z",
+     "iopub.status.busy": "2024-07-22T03:00:20.240892Z",
+     "iopub.status.idle": "2024-07-22T03:00:20.610150Z",
+     "shell.execute_reply": "2024-07-22T03:00:20.609349Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.384478,
+     "end_time": "2024-07-22T03:00:20.612672",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:20.228194",
+     "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": "0a60f34f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:20.637005Z",
+     "iopub.status.busy": "2024-07-22T03:00:20.636311Z",
+     "iopub.status.idle": "2024-07-22T03:00:22.277639Z",
+     "shell.execute_reply": "2024-07-22T03:00:22.276783Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.655901,
+     "end_time": "2024-07-22T03:00:22.280048",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:20.624147",
+     "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": "0011013f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:22.306060Z",
+     "iopub.status.busy": "2024-07-22T03:00:22.305646Z",
+     "iopub.status.idle": "2024-07-22T03:00:22.313996Z",
+     "shell.execute_reply": "2024-07-22T03:00:22.313330Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023548,
+     "end_time": "2024-07-22T03:00:22.315828",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:22.292280",
+     "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": "429da5c3",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:22.338700Z",
+     "iopub.status.busy": "2024-07-22T03:00:22.338423Z",
+     "iopub.status.idle": "2024-07-22T03:00:22.342894Z",
+     "shell.execute_reply": "2024-07-22T03:00:22.342101Z"
+    },
+    "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": 0.018163,
+     "end_time": "2024-07-22T03:00:22.344768",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:22.326605",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "d018c9c7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:22.367663Z",
+     "iopub.status.busy": "2024-07-22T03:00:22.367398Z",
+     "iopub.status.idle": "2024-07-22T03:00:22.481129Z",
+     "shell.execute_reply": "2024-07-22T03:00:22.480340Z"
+    },
+    "papermill": {
+     "duration": 0.127869,
+     "end_time": "2024-07-22T03:00:22.483467",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:22.355598",
+     "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": "14e640d0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:22.509140Z",
+     "iopub.status.busy": "2024-07-22T03:00:22.508837Z",
+     "iopub.status.idle": "2024-07-22T03:00:26.885503Z",
+     "shell.execute_reply": "2024-07-22T03:00:26.884686Z"
+    },
+    "papermill": {
+     "duration": 4.392344,
+     "end_time": "2024-07-22T03:00:26.887946",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:22.495602",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 03:00:24.270350: 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",
+      "2024-07-22 03:00:24.270414: 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",
+      "2024-07-22 03:00:24.272561: 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": "f0493f9b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:26.912902Z",
+     "iopub.status.busy": "2024-07-22T03:00:26.912094Z",
+     "iopub.status.idle": "2024-07-22T03:00:26.917774Z",
+     "shell.execute_reply": "2024-07-22T03:00:26.916931Z"
+    },
+    "papermill": {
+     "duration": 0.020207,
+     "end_time": "2024-07-22T03:00:26.919706",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:26.899499",
+     "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": "9f383313",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:26.945136Z",
+     "iopub.status.busy": "2024-07-22T03:00:26.944859Z",
+     "iopub.status.idle": "2024-07-22T03:00:29.686273Z",
+     "shell.execute_reply": "2024-07-22T03:00:29.685483Z"
+    },
+    "papermill": {
+     "duration": 2.75691,
+     "end_time": "2024-07-22T03:00:29.688597",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:26.931687",
+     "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": "42538f78",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:29.715554Z",
+     "iopub.status.busy": "2024-07-22T03:00:29.715159Z",
+     "iopub.status.idle": "2024-07-22T03:00:29.722774Z",
+     "shell.execute_reply": "2024-07-22T03:00:29.721881Z"
+    },
+    "papermill": {
+     "duration": 0.023023,
+     "end_time": "2024-07-22T03:00:29.724704",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:29.701681",
+     "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": "ec39dfaa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:29.749044Z",
+     "iopub.status.busy": "2024-07-22T03:00:29.748771Z",
+     "iopub.status.idle": "2024-07-22T03:00:30.247345Z",
+     "shell.execute_reply": "2024-07-22T03:00:30.246249Z"
+    },
+    "papermill": {
+     "duration": 0.513417,
+     "end_time": "2024-07-22T03:00:30.249706",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:29.736289",
+     "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": "90ca3d1b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:30.277621Z",
+     "iopub.status.busy": "2024-07-22T03:00:30.276775Z",
+     "iopub.status.idle": "2024-07-22T03:00:30.284284Z",
+     "shell.execute_reply": "2024-07-22T03:00:30.283471Z"
+    },
+    "papermill": {
+     "duration": 0.023376,
+     "end_time": "2024-07-22T03:00:30.286219",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:30.262843",
+     "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": "eb3fb9f2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:30.311589Z",
+     "iopub.status.busy": "2024-07-22T03:00:30.310824Z",
+     "iopub.status.idle": "2024-07-22T03:00:30.357351Z",
+     "shell.execute_reply": "2024-07-22T03:00:30.356482Z"
+    },
+    "papermill": {
+     "duration": 0.061355,
+     "end_time": "2024-07-22T03:00:30.359389",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:30.298034",
+     "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": "42fbbe8b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:30.386134Z",
+     "iopub.status.busy": "2024-07-22T03:00:30.385479Z",
+     "iopub.status.idle": "2024-07-22T03:00:30.392241Z",
+     "shell.execute_reply": "2024-07-22T03:00:30.391467Z"
+    },
+    "papermill": {
+     "duration": 0.02228,
+     "end_time": "2024-07-22T03:00:30.394049",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:30.371769",
+     "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": "e643844b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:30.418595Z",
+     "iopub.status.busy": "2024-07-22T03:00:30.418327Z",
+     "iopub.status.idle": "2024-07-22T03:00:30.423108Z",
+     "shell.execute_reply": "2024-07-22T03:00:30.422421Z"
+    },
+    "papermill": {
+     "duration": 0.019281,
+     "end_time": "2024-07-22T03:00:30.424945",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:30.405664",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "e32dddd3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:30.449533Z",
+     "iopub.status.busy": "2024-07-22T03:00:30.449268Z",
+     "iopub.status.idle": "2024-07-22T03:00:30.454797Z",
+     "shell.execute_reply": "2024-07-22T03:00:30.453927Z"
+    },
+    "papermill": {
+     "duration": 0.02006,
+     "end_time": "2024-07-22T03:00:30.456713",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:30.436653",
+     "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": "7eaae484",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:30.481451Z",
+     "iopub.status.busy": "2024-07-22T03:00:30.481189Z",
+     "iopub.status.idle": "2024-07-22T03:00:30.487213Z",
+     "shell.execute_reply": "2024-07-22T03:00:30.486506Z"
+    },
+    "papermill": {
+     "duration": 0.020498,
+     "end_time": "2024-07-22T03:00:30.489028",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:30.468530",
+     "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": "c23bc498",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:30.517804Z",
+     "iopub.status.busy": "2024-07-22T03:00:30.517522Z",
+     "iopub.status.idle": "2024-07-22T03:00:30.525555Z",
+     "shell.execute_reply": "2024-07-22T03:00:30.524859Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.025381,
+     "end_time": "2024-07-22T03:00:30.527410",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:30.502029",
+     "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": "0e751909",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:00:30.552653Z",
+     "iopub.status.busy": "2024-07-22T03:00:30.552385Z",
+     "iopub.status.idle": "2024-07-22T03:03:45.785689Z",
+     "shell.execute_reply": "2024-07-22T03:03:45.784634Z"
+    },
+    "executionInfo": {
+     "elapsed": 343737,
+     "status": "ok",
+     "timestamp": 1697361491663,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "outputId": "996f2f4a-9065-4001-9854-bff40326818c",
+    "papermill": {
+     "duration": 195.24902,
+     "end_time": "2024-07-22T03:03:45.788323",
+     "exception": false,
+     "start_time": "2024-07-22T03:00:30.539303",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/42415 MLoss: 0.0 GLoss: 0.3567 Sum: 0.3567\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/42415 MLoss: 0.0 GLoss: 0.3055 Sum: 0.3055\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/42415 MLoss: 0.0 GLoss: 0.2926 Sum: 0.2926\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/42415 MLoss: 0.0 GLoss: 0.2806 Sum: 0.2806\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/42415 MLoss: 0.0 GLoss: 0.2706 Sum: 0.2706\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/42415 MLoss: 0.0 GLoss: 0.2634 Sum: 0.2634\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/42415 MLoss: 0.0 GLoss: 0.2573 Sum: 0.2573\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/42415 MLoss: 0.0 GLoss: 0.2543 Sum: 0.2543\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/42415 MLoss: 0.0 GLoss: 0.2492 Sum: 0.2492\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/42415 MLoss: 0.0 GLoss: 0.2457 Sum: 0.2457\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/42415 MLoss: 0.0 GLoss: 0.2429 Sum: 0.2429\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/42415 MLoss: 0.0 GLoss: 0.2381 Sum: 0.2381\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/42415 MLoss: 0.0 GLoss: 0.2377 Sum: 0.2377\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/42415 MLoss: 0.0 GLoss: 0.234 Sum: 0.234\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/42415 MLoss: 0.0 GLoss: 0.2304 Sum: 0.2304\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/42415 MLoss: 0.0 GLoss: 0.2314 Sum: 0.2314\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/42415 MLoss: 0.0 GLoss: 0.2275 Sum: 0.2275\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/42415 MLoss: 0.0 GLoss: 0.2241 Sum: 0.2241\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/42415 MLoss: 0.0 GLoss: 0.2248 Sum: 0.2248\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/42415 MLoss: 0.0 GLoss: 0.2203 Sum: 0.2203\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/42415 MLoss: 0.0 GLoss: 0.2203 Sum: 0.2203\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/42415 MLoss: 0.0 GLoss: 0.2206 Sum: 0.2206\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/42415 MLoss: 0.0 GLoss: 0.2211 Sum: 0.2211\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/42415 MLoss: 0.0 GLoss: 0.2157 Sum: 0.2157\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/42415 MLoss: 0.0 GLoss: 0.2145 Sum: 0.2145\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/42415 MLoss: 0.0 GLoss: 0.2129 Sum: 0.2129\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/42415 MLoss: 0.0 GLoss: 0.2122 Sum: 0.2122\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/42415 MLoss: 0.0 GLoss: 0.2121 Sum: 0.2121\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/42415 MLoss: 0.0 GLoss: 0.2119 Sum: 0.2119\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/42415 MLoss: 0.0 GLoss: 0.2088 Sum: 0.2088\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/42415 MLoss: 0.0 GLoss: 0.2055 Sum: 0.2055\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/42415 MLoss: 0.0 GLoss: 0.2084 Sum: 0.2084\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/42415 MLoss: 0.0 GLoss: 0.206 Sum: 0.206\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/42415 MLoss: 0.0 GLoss: 0.2055 Sum: 0.2055\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/42415 MLoss: 0.0 GLoss: 0.204 Sum: 0.204\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/42415 MLoss: 0.0 GLoss: 0.2039 Sum: 0.2039\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/42415 MLoss: 0.0 GLoss: 0.2038 Sum: 0.2038\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/42415 MLoss: 0.0 GLoss: 0.2 Sum: 0.2\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/42415 MLoss: 0.0 GLoss: 0.2036 Sum: 0.2036\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/42415 MLoss: 0.0 GLoss: 0.2017 Sum: 0.2017\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/42415 MLoss: 0.0 GLoss: 0.2005 Sum: 0.2005\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/42415 MLoss: 0.0 GLoss: 0.2015 Sum: 0.2015\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": "1a652c99",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016102,
+     "end_time": "2024-07-22T03:03:45.821349",
+     "exception": false,
+     "start_time": "2024-07-22T03:03:45.805247",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "38a89370",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:03:45.857231Z",
+     "iopub.status.busy": "2024-07-22T03:03:45.856862Z",
+     "iopub.status.idle": "2024-07-22T03:03:45.864909Z",
+     "shell.execute_reply": "2024-07-22T03:03:45.864021Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.027508,
+     "end_time": "2024-07-22T03:03:45.867024",
+     "exception": false,
+     "start_time": "2024-07-22T03:03:45.839516",
+     "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": "3c0054ec",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:03:45.899542Z",
+     "iopub.status.busy": "2024-07-22T03:03:45.899225Z",
+     "iopub.status.idle": "2024-07-22T03:04:02.423745Z",
+     "shell.execute_reply": "2024-07-22T03:04:02.422756Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.543823,
+     "end_time": "2024-07-22T03:04:02.426219",
+     "exception": false,
+     "start_time": "2024-07-22T03:03:45.882396",
+     "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": "3bcc05e9",
+   "metadata": {
+    "papermill": {
+     "duration": 0.01688,
+     "end_time": "2024-07-22T03:04:02.460325",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:02.443445",
+     "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": 242.15694,
+   "end_time": "2024-07-22T03:04:05.010291",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/4_2/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/4_2/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 2,
+    "epoch_scale": 0.5,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/4_2",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T03:00:02.853351",
+   "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