diff --git a/iris/tab_ddpm/8_0/0/synth.csv b/iris/tab_ddpm/8_0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d6607e1813d26beca8d492e5508d96510d55bc93
--- /dev/null
+++ b/iris/tab_ddpm/8_0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.600026309261294,3.0,6.5934619114075605,2.0812877134206156,Iris-virginica
+1,6.260443250690776,2.699397308491259,4.894303920112137,1.7539603279170193,Iris-virginica
+2,6.4822591813084545,2.7996387821526825,4.560725509685715,1.4860084762340056,Iris-versicolor
+3,5.821749752441297,2.701600390915829,5.114025731452749,1.902052976069186,Iris-virginica
+4,5.421263840531872,3.0,4.527687868661183,1.4950869017949533,Iris-versicolor
+5,6.0015535648140474,2.2137602521455935,4.981188647923072,1.4869766124046324,Iris-virginica
+6,5.0011859641767185,3.6074045847435823,1.3865027286034453,0.20181223137131712,Iris-setosa
+7,6.003879540525864,2.215047153155027,4.003350829634199,1.0308130005645173,Iris-versicolor
+8,6.664035770985524,2.813676577461263,4.6905386418759445,1.4827611125488032,Iris-versicolor
+9,5.077522339493836,3.4104724837422324,1.39596543187373,0.1987216218910276,Iris-setosa
+10,5.3473331962467405,3.0,4.496122661336872,1.5174383577132722,Iris-versicolor
+11,5.088991672081319,3.5842959248995276,1.415821517772921,0.19908198707872177,Iris-setosa
+12,5.549454099981742,2.4966720945015415,4.012823917842954,1.2874163703621937,Iris-versicolor
+13,5.1999414956093,2.6528664338569774,3.8398735488817946,1.363165922836552,Iris-versicolor
+14,5.540296946506114,2.383335490779793,3.707064317116181,0.9784348223202157,Iris-versicolor
+15,6.590766287172578,3.0,4.438845666946457,1.4097097867911919,Iris-versicolor
+16,5.497091813334362,2.513336454305342,4.001187211471653,1.3121758252834226,Iris-versicolor
+17,5.506363897930491,4.199999282693216,1.4189016254642999,0.19896958523078329,Iris-setosa
+18,5.5780157908038674,2.469713920845049,3.8700292526424103,1.091860363741074,Iris-versicolor
+19,7.62178137878783,2.985039845639614,6.614074248007453,2.0659211241975988,Iris-virginica
+20,4.62802692983075,3.1285090845005787,1.3886279194265554,0.20952325245610054,Iris-setosa
+21,5.808274799451407,2.698227186506774,5.098762241211891,1.8968898149306765,Iris-virginica
+22,4.557619090928404,3.2127495196413305,1.3711749221518816,0.19913477215246372,Iris-setosa
+23,5.875835899110189,2.2522885735907154,3.97614451816612,1.0276079604736439,Iris-versicolor
+24,5.030774912566288,3.0,1.7298508932949157,0.19790834268531604,Iris-setosa
+25,6.003808658438083,3.3990213721121365,4.5103858319502885,1.596603048583458,Iris-versicolor
+26,5.883770075387696,3.172960405666197,4.7591962020981,1.7528153553107435,Iris-versicolor
+27,6.456152826771453,3.1831558837012617,5.255269577360409,2.2155100016912828,Iris-virginica
+28,6.231209563885005,3.3979731962307302,5.505113079343263,2.394185429754975,Iris-virginica
+29,5.109113425075318,3.2965895851399876,1.6745785214635787,0.4775169655606145,Iris-setosa
+30,6.278310236051234,3.3235369298479576,6.026427425810944,2.5,Iris-virginica
+31,6.097792822848545,2.7966468333166956,4.686326687633344,1.2218169291048675,Iris-versicolor
+32,4.778547883790127,3.0,1.3878739858960323,0.3523666497936076,Iris-setosa
+33,5.007257389453326,3.0,1.6031407270910627,0.19238940255901466,Iris-setosa
+34,5.022279331896061,2.0,3.59575799829492,0.8772647668542715,Iris-versicolor
+35,7.221382058625444,3.1986967473797274,5.999324245992773,1.7943016000060394,Iris-virginica
+36,6.825867383778389,2.7987395592245,4.80106571153545,1.3972197623029279,Iris-versicolor
+37,5.039396013668457,2.0,3.6460771969246477,1.0281412434535502,Iris-versicolor
+38,6.505968502758543,3.2045344167513856,5.074301644368024,2.0058873145877443,Iris-virginica
+39,6.009684505146371,3.3888063261625985,4.51355769203362,1.6134222072463549,Iris-versicolor
+40,4.809864798620582,3.4059599672484175,1.6952128677764855,0.20062596492429155,Iris-setosa
+41,5.054022672856038,3.3398876682235232,1.595221139134459,0.4367738043190246,Iris-setosa
+42,6.3050383788838635,3.285258610132904,6.015500716798304,2.5,Iris-virginica
+43,6.019028915624679,3.404513768292343,4.460507245905418,1.5895960878167195,Iris-versicolor
+44,6.340920705323141,3.275159426008513,4.707908804224028,1.5893337315579599,Iris-versicolor
+45,5.693940942511261,2.789684738501313,4.485185463963643,1.2962953887019664,Iris-versicolor
+46,6.212201419456956,2.7704804183982867,4.839132729466544,1.7901288335272516,Iris-virginica
+47,4.7713459366110635,3.0,1.3908642218081184,0.283788465854952,Iris-setosa
+48,6.259626144263303,2.734608581488015,4.841783303271654,1.803227143319434,Iris-virginica
+49,6.217482224015543,3.4012779802843336,5.412987157517734,2.2838744553841996,Iris-virginica
+50,7.704857816840216,2.580146472209686,6.9,2.294744910101352,Iris-virginica
+51,4.990535415090542,3.3951364379723197,1.600515260367621,0.3832634701828738,Iris-setosa
+52,5.00541413653138,3.3937610011733823,1.6160766696488142,0.344609737714262,Iris-setosa
+53,6.288821881460521,3.394768976632123,5.570989990074744,2.390285673231479,Iris-virginica
+54,7.607164925087657,3.0,6.601554899375548,2.0937847334383224,Iris-virginica
+55,5.448285417749845,3.0,4.511913045899119,1.4797530941361998,Iris-versicolor
+56,4.956617112598829,2.0,3.4577080577713053,0.971075859780859,Iris-versicolor
+57,7.70630958511382,3.0,6.113827765299675,2.2814772208612593,Iris-virginica
+58,5.038112428717163,3.5603300206728683,1.3986914346725319,0.2013136476387062,Iris-setosa
+59,5.705414291101051,2.8970568235303493,4.522860865669953,1.384865764662773,Iris-versicolor
+60,5.172403188498464,2.5757613518262934,3.6615843657151292,1.313144985276581,Iris-versicolor
+61,4.80425766442998,3.4017803163233844,1.7852540808360917,0.19970117409251187,Iris-setosa
+62,5.095710071723178,3.320892995482162,1.6411863304284524,0.4338871978582284,Iris-setosa
+63,6.294069573615917,3.3991545319115555,5.551514770884367,2.3911586479330644,Iris-virginica
+64,5.986329733206684,2.8678655057115034,4.474207023834937,1.4711812522052,Iris-versicolor
+65,4.578390232727097,3.1308513483258102,1.4531452279371146,0.19886020588419007,Iris-setosa
+66,5.503358576049668,2.405470426444114,3.6971371010355027,0.9991993708526797,Iris-versicolor
+67,6.225999027654406,3.3996002083745895,5.420888638369733,2.3235546930469035,Iris-virginica
+68,4.990207985687997,3.0,1.5972889490915445,0.20146816189558367,Iris-setosa
+69,6.2983262201242365,2.4854326755405056,4.9992903756846205,1.8995219949252835,Iris-virginica
+70,6.308369687012667,3.395977018383364,5.629566496957625,2.3984387718099294,Iris-virginica
+71,7.04797584508425,3.208506740464724,5.9093869674707085,1.946341912506317,Iris-virginica
+72,5.871699954373714,3.20649907320268,4.808745807419759,1.8299335672748547,Iris-versicolor
+73,6.347069177453962,3.2935187415519516,5.979096218841533,2.4999997454748892,Iris-virginica
+74,4.594792247272131,3.586697791261758,1.0000004003106002,0.19846324769457685,Iris-setosa
+75,5.050540665559185,3.3437270744987946,1.5984000166584513,0.45928515389809643,Iris-setosa
+76,5.112749950120646,3.5099811973662285,1.3955850045912779,0.20046604469737073,Iris-setosa
+77,4.392096051705065,2.8915792099298026,1.3933743778797303,0.19917611401037816,Iris-setosa
+78,5.523947309091382,2.365793932887621,3.749469205812954,0.922837689250648,Iris-versicolor
+79,4.3000005121874505,3.0,1.0986428091601725,0.10000010327611673,Iris-setosa
+80,4.3959873027724266,2.879817078350496,1.4086699869946757,0.2004866645837133,Iris-setosa
+81,5.986497578803142,3.407534618060949,4.50303969005855,1.6095100271702867,Iris-versicolor
+82,4.988718125995508,2.0,3.6006478469138083,1.0194557447626322,Iris-versicolor
+83,5.155679749311999,3.409602229709942,1.408087006082061,0.20411636216514856,Iris-setosa
+84,5.928194486610862,3.196770308826402,4.784019450581119,1.7712297467460374,Iris-versicolor
+85,5.569024253740024,3.0,4.502981407780252,1.5020323906084039,Iris-versicolor
+86,5.099533332803035,2.4820851449746337,2.9937068134550087,1.109561352444654,Iris-versicolor
+87,6.619150292541348,2.8243094727999734,4.704798503200965,1.5110075930669165,Iris-versicolor
+88,6.710833536844471,3.0975277299643316,4.72640771138162,1.5044766253775537,Iris-versicolor
+89,5.009214738387649,3.0,1.5992906548757946,0.20282460768229923,Iris-setosa
+90,6.26765183608026,3.3021324537658,4.6804594018149785,1.590901718441234,Iris-versicolor
+91,6.193782589118638,3.394551536325252,5.438015602752383,2.310182794612325,Iris-virginica
+92,7.688488672434819,3.0,6.109035914465739,2.2915246032085763,Iris-virginica
+93,5.084974137949663,3.3177737889062,1.6399796362328398,0.5181316310808782,Iris-setosa
+94,6.507971866433463,3.0,5.826496880278048,2.1898281159478263,Iris-virginica
+95,4.614562692286354,3.177708483914752,1.43222499469667,0.1994600740877987,Iris-setosa
+96,4.829083608410859,3.0,1.4393375149206284,0.1000000912833904,Iris-setosa
+97,4.300000504413672,3.0,1.1006496558683991,0.1,Iris-setosa
+98,6.906849600994088,3.0950056593104813,5.104234801803437,2.299824136313972,Iris-virginica
+99,6.0422275370585385,2.8933707602900647,4.5863286461076065,1.4553274690759863,Iris-versicolor
+100,5.480884210172287,3.5244797251380953,1.525079044468681,0.38948699763486394,Iris-setosa
+101,5.808695661136077,2.69120948875035,5.11527540828275,1.8785786614013933,Iris-virginica
+102,6.409801888806061,3.1944232519639817,5.292799232295415,2.304832563926246,Iris-virginica
+103,5.100746345406561,2.510553173488127,3.059982205781558,1.1345821640519351,Iris-versicolor
+104,6.5928757986054,3.0,4.397873137356,1.4042048223527661,Iris-versicolor
+105,6.710697792599127,2.47791980762591,5.801287800501481,1.8010843743358378,Iris-virginica
+106,5.907180099736237,3.207136359915831,4.781970863493932,1.7761261510590618,Iris-versicolor
+107,7.7008884286166515,3.0,6.094990954168526,2.292383271884527,Iris-virginica
+108,7.142855227955661,3.1738179442174044,6.019955470252117,1.7973075625929487,Iris-virginica
+109,4.620679584321334,3.10356333083835,1.4997775323518032,0.2008687819212631,Iris-setosa
+110,7.679639992874222,2.590844116457931,6.8999989584967105,2.289478253865804,Iris-virginica
+111,6.107254621346498,2.808612075745241,4.716814809806873,1.2045861821059722,Iris-versicolor
+112,6.346239910904825,3.271578261889373,4.7351448335625586,1.599473393977129,Iris-versicolor
+113,4.908891372595991,3.112733291605633,1.517108726453777,0.1,Iris-setosa
+114,6.695526592928572,3.0883528445431536,4.705114384319032,1.4960670704255605,Iris-versicolor
+115,4.804446090275065,3.3944836876558186,1.884363983098143,0.19822247776942703,Iris-setosa
+116,5.218911531032171,2.728141591181293,3.9692900480941256,1.4143188823519652,Iris-versicolor
+117,6.709231032966016,3.0,4.9590114353313925,1.6761773600924847,Iris-versicolor
+118,6.4692606023514525,3.0,5.80932429674257,2.1731230243196737,Iris-virginica
+119,5.0273528224305135,3.624880227865822,1.369043935872925,0.2033366895304886,Iris-setosa
diff --git a/iris/tab_ddpm/8_0/0/test.csv b/iris/tab_ddpm/8_0/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/0/train.csv b/iris/tab_ddpm/8_0/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/0/val.csv b/iris/tab_ddpm/8_0/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/1/synth.csv b/iris/tab_ddpm/8_0/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..57afbb1ce4f2b81212b0eb560b204a6c65454ff8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,3.0,1.1038515591310596,0.1,Iris-setosa
+1,4.300000873840109,3.0,1.109360057634756,0.10000012326100235,Iris-setosa
+2,4.3,3.0,1.1066511828927819,0.10000011357200693,Iris-setosa
+3,5.493863818618538,4.199999041166439,1.3964811021394248,0.20047680063196255,Iris-setosa
+4,5.698789976166166,2.8677471622278357,4.172051111572865,1.2684811032472758,Iris-versicolor
+5,4.802228988465202,3.0,1.382765058798187,0.3178716118873662,Iris-setosa
+6,5.725491635695417,2.797323776418035,4.497431974292861,1.325463977142733,Iris-versicolor
+7,5.819215837761546,2.7024583115389262,5.113423067860201,1.8992905128219697,Iris-virginica
+8,6.066104529017794,3.3892540602836463,4.526810228933644,1.5973177495814816,Iris-versicolor
+9,5.0698534311322545,2.506895610204041,2.9048635723272076,1.082925288350433,Iris-versicolor
+10,6.660342885336296,3.070933972427184,4.67611567714289,1.4624208011508961,Iris-versicolor
+11,5.593447025133766,2.90626530408305,3.5766415754766854,1.2845667088888812,Iris-versicolor
+12,7.224970906432204,3.181101933458014,6.015348185048362,1.797534244284373,Iris-virginica
+13,6.681026097772068,3.0,5.001649211658963,1.7162407248505216,Iris-versicolor
+14,4.402857592697891,2.9038824331696307,1.3903038225449647,0.1982304592724493,Iris-setosa
+15,5.116655611985278,3.292922195126012,1.7495804384788687,0.38733222184261407,Iris-setosa
+16,5.02800717947068,2.0000005046970837,3.377327474908639,1.0072530697133124,Iris-versicolor
+17,5.049967781242313,3.0,1.6647061672992514,0.20234728048111839,Iris-setosa
+18,6.009777590933344,2.8909226925628673,4.587736701776937,1.4456613907144824,Iris-versicolor
+19,6.4868457641914725,3.205780700709298,5.184506686213476,2.038106336456411,Iris-virginica
+20,7.692708138004094,3.0,6.114767076916145,2.2805596017108107,Iris-virginica
+21,6.32139999578693,3.2929786168924635,5.992453442206788,2.5,Iris-virginica
+22,7.709050497805609,2.5906825645803795,6.899998818567983,2.30976420956369,Iris-virginica
+23,7.224258707192335,3.188972276231081,6.031761091965006,1.8074683357574626,Iris-virginica
+24,6.562479790567205,3.0,5.828658689358459,2.224464731239394,Iris-virginica
+25,4.609056250410309,3.1072719899819266,1.509825150397632,0.20063687809464534,Iris-setosa
+26,5.094182663252504,3.5144468162107945,1.403938869663709,0.204204789140115,Iris-setosa
+27,6.898683926573671,3.194825751630035,5.806066498323874,2.3006335363778865,Iris-virginica
+28,7.899998951227539,3.827750624393722,6.439336629672377,1.9878477337669487,Iris-virginica
+29,4.97829638287189,2.0,3.5801496608414562,1.0665758789989717,Iris-versicolor
+30,6.095127689963784,2.80693987521007,4.692771637094183,1.1864639106540755,Iris-versicolor
+31,5.789298882377139,2.728726763803251,4.10087895956869,1.0183575737974089,Iris-versicolor
+32,6.722950881640767,2.504341051140549,5.7938218029394415,1.799442748168174,Iris-virginica
+33,7.21191646251808,3.2012175131099383,6.043338184625866,1.7838889815878016,Iris-virginica
+34,6.225487706190381,3.399740362546562,5.466532452293211,2.3157567708954194,Iris-virginica
+35,5.402276902369152,3.8895425414158176,1.311541434433598,0.35638914882914396,Iris-setosa
+36,6.27217469188017,2.641088198641443,4.875707572644116,1.7944351373343812,Iris-virginica
+37,6.694705705343997,3.0,4.9482216411344755,1.6935293520079016,Iris-versicolor
+38,6.074641750952182,3.3730839960314634,4.572068902634689,1.6045718355680403,Iris-versicolor
+39,4.576957988640322,3.6281883165583357,1.0,0.1966866108653605,Iris-setosa
+40,5.186224634254734,3.4064083273629655,1.3813438537714895,0.19672159173577375,Iris-setosa
+41,4.780276674280743,3.0,1.3992578966395877,0.10000011463876014,Iris-setosa
+42,6.056678075356733,2.9045154938825046,4.63933255098099,1.425948276686283,Iris-versicolor
+43,6.765124381206016,2.7896412412926077,4.775507061664439,1.4107219791232806,Iris-versicolor
+44,5.683085842426985,2.892719352105467,3.9816364931073815,1.244364561527566,Iris-versicolor
+45,5.695257904363484,3.7909863173222598,1.7983533046728368,0.31400280260495905,Iris-setosa
+46,6.33834446857374,3.29672275267295,6.006517279584377,2.5,Iris-virginica
+47,6.216445926014749,2.185377303048081,4.479131347181405,1.5000872562488152,Iris-versicolor
+48,4.988263999615451,2.0000006549792535,3.48140761348476,0.9680499949328675,Iris-versicolor
+49,4.800158850421245,3.39824366278969,1.5912821811043159,0.1998648873573543,Iris-setosa
+50,5.882222306135912,3.1950265562277607,4.8010404730304685,1.8071113911919623,Iris-versicolor
+51,4.995040554045097,3.0,1.5965487115885968,0.20062910175541873,Iris-setosa
+52,5.70820237171274,2.8682874902096356,4.205760988874797,1.2930099749998196,Iris-versicolor
+53,6.106597862952785,2.6039416503462873,5.606929281294306,1.4187258273088565,Iris-virginica
+54,5.776136357115807,2.7879192391838026,5.106644875654104,2.4089593537762704,Iris-virginica
+55,4.989328957054677,3.398921164383201,1.597936172206199,0.35687326859874613,Iris-setosa
+56,6.799253600140005,3.2014573862940567,5.835034306165458,2.2927849744011883,Iris-virginica
+57,5.6805949861505285,3.0,4.187236485122639,1.2174213517262995,Iris-versicolor
+58,5.793909944274274,2.7061161139019316,5.088325953321169,1.9303815442009213,Iris-virginica
+59,5.001689918984217,3.0,1.5984225619669847,0.20023602130289636,Iris-setosa
+60,6.019012775139931,2.910298811759283,4.576527846177539,1.4570106148146178,Iris-versicolor
+61,6.821697131060366,3.092459336326751,5.09313609019555,2.295719131762495,Iris-virginica
+62,4.905496302127402,3.0911492828273173,1.5063184311256173,0.1,Iris-setosa
+63,4.631882247929284,3.1765497358316033,1.5387503273371925,0.20217898539460505,Iris-setosa
+64,4.401379387284969,2.908262296432239,1.4060824045272502,0.19526474717454972,Iris-setosa
+65,5.46678398362601,3.0,4.519665728113579,1.4962087346158108,Iris-versicolor
+66,5.143691299269667,2.4962566197758105,3.1742182810964477,1.1041035382762614,Iris-versicolor
+67,5.082156353990939,2.48364529713569,3.0496739159258306,1.097362991071431,Iris-versicolor
+68,5.19312136880911,2.4968241506396063,3.1988235586703504,1.0858246786829386,Iris-versicolor
+69,4.58909813164162,3.127672069734268,1.4629889376545409,0.19830901844915977,Iris-setosa
+70,5.002387097045384,3.0,1.7549269942458907,0.2000098622094563,Iris-setosa
+71,5.590178700539982,2.5072736747489337,3.9251366519793924,1.1227473050559242,Iris-versicolor
+72,5.109021454580956,3.287878275726621,1.6548074795876513,0.485363612570169,Iris-setosa
+73,5.47484852386004,3.0,4.511068837147249,1.5010082038778485,Iris-versicolor
+74,5.527003401805823,2.4067721975969247,3.74299443502805,0.9983508868547667,Iris-versicolor
+75,5.601720828690063,2.9064334894174935,3.633422131308265,1.3046569667015386,Iris-versicolor
+76,5.2173283698931145,2.704928730904325,3.9168831756391924,1.408158941323201,Iris-versicolor
+77,4.489032873174592,3.1204073383125928,1.4497065023824254,0.19883985031851337,Iris-setosa
+78,5.097270860299824,2.5017488528351652,2.991167250640191,1.09750192106825,Iris-versicolor
+79,6.500130993085374,3.199687811538922,5.142130639513646,2.02343517633379,Iris-virginica
+80,4.3000005713874145,3.0,1.1141174591054883,0.1000001501154654,Iris-setosa
+81,5.11192010605542,3.40995837202115,1.393204678347079,0.2004363824990613,Iris-setosa
+82,6.094299807608047,2.6037225348019364,5.56484166352492,1.4009190786543904,Iris-virginica
+83,6.0000592203622665,3.396442977743159,4.4830441866548805,1.579359626506684,Iris-versicolor
+84,6.9170799086188905,3.09320839623782,5.107325944935198,2.3038001723225294,Iris-virginica
+85,7.686660246107779,2.623943155003054,6.899998354756191,2.2710239503244143,Iris-virginica
+86,7.899998811960901,3.8168047801037206,6.3617322819450575,1.9953175366534548,Iris-virginica
+87,7.7058673838492515,2.788885581708618,6.709627096037411,1.996800476373313,Iris-virginica
+88,7.7102451860894,2.6096152099055296,6.9,2.294035439838786,Iris-virginica
+89,4.398706224891338,2.924609423536801,1.389524468795682,0.19928378274148395,Iris-setosa
+90,6.005485123205194,2.193546124083891,5.009408982334344,1.509655202506658,Iris-virginica
+91,6.258277351059298,3.320071426043732,4.685700159072163,1.6034150282477104,Iris-versicolor
+92,6.5376452151410565,2.8017827517599896,4.627335226942465,1.494895515750098,Iris-versicolor
+93,6.117598492104474,2.818845703042274,4.6957086496411895,1.2500242905699444,Iris-versicolor
+94,6.684842420532967,2.5033622666885864,5.783769741425419,1.7995966868827182,Iris-virginica
+95,5.438497329473943,3.0,4.491360823137104,1.4920181506800083,Iris-versicolor
+96,5.188059638044034,3.4038466926632003,1.3940237281103753,0.19828000299298693,Iris-setosa
+97,6.40773848791455,3.207640366066848,5.320259231387302,2.3082724871540634,Iris-virginica
+98,7.700721711418363,2.598935456737449,6.9,2.3013206473722385,Iris-virginica
+99,7.689763829188781,2.794860060900523,6.690270222382502,1.9921315568079017,Iris-virginica
+100,7.72974659789716,2.6031524425535286,6.899999003529549,2.2882986780991863,Iris-virginica
+101,6.001795956316321,3.4041069798720707,4.526344404803878,1.590483104065126,Iris-versicolor
+102,5.541621881915922,3.0,4.506366746247019,1.4925036963566185,Iris-versicolor
+103,6.181567333328846,2.8222514806913357,4.783499483810838,1.7980942943883444,Iris-virginica
+104,6.929048813389782,3.1000190653889548,5.100735490538239,2.304026151368463,Iris-virginica
+105,6.004059595228024,3.400187595272045,4.483610965721842,1.5863225647009456,Iris-versicolor
+106,5.6923107209107275,2.8892139632537255,4.197233071870849,1.2791090584900557,Iris-versicolor
+107,5.68148507966294,3.0,4.131671783970499,1.230968791975527,Iris-versicolor
+108,7.234644760746342,3.1994038800869977,6.001450162025503,1.8178600076784712,Iris-virginica
+109,5.784922727327241,2.7227109690832236,4.161004459505097,1.012723127559645,Iris-versicolor
+110,5.962627851236921,2.200376397794805,5.000908627187077,1.4992840062710748,Iris-virginica
+111,6.8487629781319415,3.20191798802225,5.740594872832772,2.3014480143909912,Iris-virginica
+112,6.2855452807321575,2.484170948426488,4.995443016827996,1.8811331061691017,Iris-virginica
+113,4.3,3.0,1.0872966729196858,0.1,Iris-setosa
+114,4.4065501215893885,3.1484720431794244,1.2951921816350151,0.200740260497986,Iris-setosa
+115,4.887491068437178,3.1006052482386623,1.5091890621447315,0.1,Iris-setosa
+116,6.853446960689246,3.0942773457011628,5.113587170040819,2.289268997296789,Iris-virginica
+117,6.802145840226316,2.7918557280923304,4.786858624720644,1.3779794902420146,Iris-versicolor
+118,5.678343666158309,3.780823533504524,1.5793481704989176,0.34411644637660366,Iris-setosa
+119,6.31859655370886,3.2927433063688465,4.686735017072719,1.587221040510021,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/1/test.csv b/iris/tab_ddpm/8_0/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/1/train.csv b/iris/tab_ddpm/8_0/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/1/val.csv b/iris/tab_ddpm/8_0/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/10/synth.csv b/iris/tab_ddpm/8_0/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..60ae5fb64026b34765c70a0f77e4979f1bb9ef2f
--- /dev/null
+++ b/iris/tab_ddpm/8_0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5276426040826925,2.484804807246101,3.9713441639188427,1.292131563764169,Iris-versicolor
+1,6.063773698040739,2.88564366000962,4.696348968440575,1.387511801111072,Iris-versicolor
+2,6.256450645050746,2.723690993835638,4.876206027069051,1.8088790793714107,Iris-virginica
+3,6.009116497682622,3.403428495782019,4.487122707007384,1.5970659116901014,Iris-versicolor
+4,6.782942215456491,3.1916207362193223,5.896256191774278,2.300442121782127,Iris-virginica
+5,5.716550160739324,2.9468480446214267,4.183638232288503,1.2472848052305003,Iris-versicolor
+6,5.2594292872494135,2.4673126438453687,3.308487747484646,1.003140663995707,Iris-versicolor
+7,5.794807508977496,2.737612125536451,4.1201150667917155,1.0298605926290154,Iris-versicolor
+8,6.688541835470327,2.832791692471376,4.681730730773941,1.4535899762447189,Iris-versicolor
+9,7.655605010734334,2.5947684335781385,6.899998601774923,2.2875591210224315,Iris-virginica
+10,5.024524164611746,2.0,3.6321812216103764,0.9986057421646127,Iris-versicolor
+11,5.911928509647075,3.1993264037149514,4.791525940773235,1.8390934957671634,Iris-versicolor
+12,4.7803349820680845,3.367787479222701,1.5894114531782717,0.2025597203518572,Iris-setosa
+13,6.720932540963933,2.5105992145575065,5.887213662739351,1.8069145522812766,Iris-virginica
+14,4.998397598353751,3.6018132683709183,1.385545527502737,0.2018845204431746,Iris-setosa
+15,5.500277397375313,2.4777997892369736,3.982187132769563,1.2843499342353895,Iris-versicolor
+16,4.803698835263419,3.395725184478612,1.7811560470871521,0.2006082149791437,Iris-setosa
+17,7.695580248523588,3.0,6.139771184219611,2.297570087398919,Iris-virginica
+18,5.591053218334541,3.0,4.475139750042011,1.4914046990504695,Iris-versicolor
+19,5.990059002982926,3.4047075664372324,4.489773723338485,1.5906510171978965,Iris-versicolor
+20,5.018658420779296,3.389174570315184,1.5926189104023032,0.41477150822725006,Iris-setosa
+21,4.614749554643694,3.0985332750643773,1.5138928726837835,0.19831892804472034,Iris-setosa
+22,6.03743996154686,2.8923367385162133,4.589847893382958,1.470094080135051,Iris-versicolor
+23,5.88519117583256,3.203069691473262,4.814977261026941,1.8079948966223809,Iris-versicolor
+24,6.426953257566117,3.218415666746762,5.266885546246989,2.2261689463421708,Iris-virginica
+25,6.391054097897192,3.2031573377581792,5.300388862858565,2.301081461731705,Iris-virginica
+26,4.80125237534339,3.0,1.3954590902807547,0.10000009933569301,Iris-setosa
+27,7.9,3.779803350811249,6.359177592616389,1.9499730728305342,Iris-virginica
+28,5.371183879919988,3.406156828851689,1.4909557251355925,0.4610622854695126,Iris-setosa
+29,6.662096520756377,2.5005781364403497,5.702200567587324,1.7909038916439952,Iris-virginica
+30,4.39664682980581,3.0605160039237242,1.3248456714343269,0.2001912230886775,Iris-setosa
+31,6.705788268249206,3.0,4.923564227664799,1.6269718512876163,Iris-versicolor
+32,6.3001861490039355,2.7001052094852076,4.897103870565427,1.7693282899879557,Iris-virginica
+33,7.70585159227401,3.0,6.097096788215645,2.300723491668455,Iris-virginica
+34,5.0356917721266745,3.6004129889160974,1.4029801013651293,0.2023555112163871,Iris-setosa
+35,6.284618931664459,3.4018120979534667,5.576994445528585,2.3925281416366815,Iris-virginica
+36,4.992294918307162,2.0000006943257067,3.601166507375408,1.0503217060506358,Iris-versicolor
+37,5.241573698653479,3.3714664973590205,1.5480016143671276,0.4058166898678297,Iris-setosa
+38,5.215063375631185,3.3975326789935263,1.4006445166595556,0.20282227430092936,Iris-setosa
+39,5.536545832534154,2.4994837707942263,3.9261781641407776,1.1808243530759208,Iris-versicolor
+40,6.016060155494797,2.821340627671085,4.64545980389668,1.2707073016014827,Iris-versicolor
+41,6.798505277645767,3.1993004885307985,5.762103563624924,2.2905836093555987,Iris-virginica
+42,6.709712186244235,3.0,4.999673084764746,1.7070735645251076,Iris-versicolor
+43,5.7874976373860845,2.7982317333996,5.091459768522782,2.4054566967746016,Iris-virginica
+44,5.403915298228199,3.899914482242471,1.3296597955820229,0.36297767961024485,Iris-setosa
+45,5.007759010995808,2.0000006201266287,3.423943412357213,1.0007615560701275,Iris-versicolor
+46,5.553506369177327,3.601524165019115,1.5681061316444294,0.3991449244456745,Iris-setosa
+47,5.038085573467417,3.6134340559032334,1.404976587981933,0.2030295172119344,Iris-setosa
+48,5.794744686746624,2.676227777657568,4.096927389015504,0.9346949518907763,Iris-versicolor
+49,6.189453101451115,2.805328589356449,4.78129704886156,1.8035074181898507,Iris-virginica
+50,6.3245898416880095,3.299260957216649,6.049948658444365,2.499999778212845,Iris-virginica
+51,6.2408201706541515,2.171924380520663,4.454062764512025,1.5067746010770457,Iris-versicolor
+52,5.523731270304779,3.0,4.453533863433737,1.4683602328301029,Iris-versicolor
+53,5.973421255478543,2.2272315426669738,4.002871214056918,1.0320290067257012,Iris-versicolor
+54,5.8032932426012005,2.803813147793873,4.567350116439705,1.288417406886274,Iris-versicolor
+55,6.019384035382194,2.2098593697490063,5.0031911954072905,1.5160804258320535,Iris-virginica
+56,5.879357013975722,3.194090359767069,4.794394959096203,1.7885085732981165,Iris-versicolor
+57,5.906042330858666,3.204330294564454,4.792577455614007,1.7843420647697261,Iris-versicolor
+58,5.802350657099173,2.699551941936136,5.125007985563533,1.8989010152220063,Iris-virginica
+59,6.848169244870218,3.2005364401619816,5.6463608404631955,2.29158645535875,Iris-virginica
+60,6.189716969357671,2.1994131838591184,4.47588540895868,1.500113750801106,Iris-versicolor
+61,6.017946219084874,2.193039181605568,5.017429908277356,1.495916196611918,Iris-virginica
+62,6.397120013825702,3.2048561115602197,5.27790687847997,2.2389706267893104,Iris-virginica
+63,6.2912768908372465,3.3055576270266234,5.9235310463908055,2.4999997370284093,Iris-virginica
+64,5.463702218035922,3.0,4.512377615760967,1.4981956877246008,Iris-versicolor
+65,5.114005672893894,2.5425059480466574,3.3317146925180614,1.2147618014058268,Iris-versicolor
+66,4.300000684302651,3.0,1.1088076072965938,0.1,Iris-setosa
+67,6.20021167546407,2.2062920623296876,4.518788463822737,1.5042213523571608,Iris-versicolor
+68,5.703506455412056,2.8117306090557648,4.514364746084711,1.312650697053528,Iris-versicolor
+69,6.9839706772665,3.10455630615371,5.228610415266097,2.297912864832843,Iris-virginica
+70,6.699606249785919,2.4896684652080863,5.801963161102744,1.8177353146475868,Iris-virginica
+71,6.635364311749438,3.0,4.493784464637771,1.429064353973259,Iris-versicolor
+72,6.4913444305215,3.0,5.854123318812151,2.182931193168651,Iris-virginica
+73,5.595269841941527,2.919426892887081,3.6814571559666214,1.300879694648018,Iris-versicolor
+74,5.179206827098192,2.587090334485525,3.6421236079513495,1.235253848497764,Iris-versicolor
+75,4.605088855205769,3.1051531405976665,1.5141778221106748,0.19973874417193502,Iris-setosa
+76,5.166799330838188,3.444841367692149,1.3953365207974417,0.20070573664272837,Iris-setosa
+77,4.3,3.0,1.1186353294729916,0.1,Iris-setosa
+78,6.761374042051901,2.809095820466078,4.7746880738085276,1.41292883306151,Iris-versicolor
+79,4.800028490012881,3.0,1.3759776737517646,0.2897699249943769,Iris-setosa
+80,4.9899895235839775,3.3770542497150915,1.5964685804062413,0.4443630328857691,Iris-setosa
+81,5.6212408089397465,2.9471560382990347,3.669558484284964,1.2613620949499864,Iris-versicolor
+82,6.122212576992235,2.9051065456754013,4.709065885479314,1.3923456531725762,Iris-versicolor
+83,4.406873828103078,3.20286958347926,1.3066678314541682,0.2036542678102301,Iris-setosa
+84,4.571725158763748,3.01611815245372,1.4732965230773591,0.2003215659146002,Iris-setosa
+85,5.02301788936368,3.6210026457413558,1.3909150099057361,0.19838468257047642,Iris-setosa
+86,6.985095959197391,3.086784101910166,5.097198184363577,2.3076473686133405,Iris-virginica
+87,6.296807710586057,3.4083319687501006,5.631696522348519,2.404311375424855,Iris-virginica
+88,6.502934312303805,3.1969155499175557,5.087545278809264,1.9894865219796365,Iris-virginica
+89,5.136670280631714,3.3401300858109564,1.5714024162857105,0.4926140608578723,Iris-setosa
+90,4.3,3.0,1.1042931763187933,0.10000011112500998,Iris-setosa
+91,6.192269731044087,2.2021545094186274,4.505596036070919,1.4997347357944464,Iris-versicolor
+92,6.010550183640838,2.899852083484401,4.501082750552518,1.5114163363152373,Iris-versicolor
+93,5.203279145379835,2.716753126713441,3.905213604756131,1.4121151125700795,Iris-versicolor
+94,6.489449079462013,3.0,5.829806201528488,2.1971016766831526,Iris-virginica
+95,7.617125532568254,3.0,6.60913308486226,2.1160514446679257,Iris-virginica
+96,4.8116210563987165,3.400027212950601,1.866483244722861,0.20073674180174,Iris-setosa
+97,7.9,3.8525226753156963,6.4081663549436305,2.0213446570367717,Iris-virginica
+98,6.836307710839533,3.197170070283786,5.753696205513388,2.290582967247592,Iris-virginica
+99,5.553009338317349,2.4586557953648525,3.800739483834894,1.0587580704438733,Iris-versicolor
+100,5.414171720028484,3.8692719528844095,1.2979945721368416,0.3599616992104998,Iris-setosa
+101,7.708857930803869,3.0,6.090671659352887,2.2975514098499947,Iris-virginica
+102,5.983050300066434,3.4059394249431008,4.450159209854723,1.5899306284997672,Iris-versicolor
+103,6.696466313350331,3.0,4.973440870744354,1.6921193883096912,Iris-versicolor
+104,5.110436147340011,2.5107844355602054,3.316006490175399,1.1386566021977396,Iris-versicolor
+105,5.794307018978309,2.800828368197629,5.151566247007795,2.4001835494067203,Iris-virginica
+106,4.300000706652394,3.0,1.1045640118945013,0.10000011128141723,Iris-setosa
+107,7.621532998552324,3.0,6.604001123803262,2.1077723152380856,Iris-virginica
+108,4.574561330105245,3.639015884507274,1.0,0.19970028563045578,Iris-setosa
+109,5.671581801039891,2.5564909861137166,4.000590106263276,1.0769936509609026,Iris-versicolor
+110,7.631583767944877,3.0,6.623737119428443,2.0805067396863617,Iris-virginica
+111,4.933916458880774,3.563625572708098,1.4207080464008635,0.19867353988596087,Iris-setosa
+112,4.8009049272292454,3.4003115243143887,1.6767279261212618,0.20062122311303196,Iris-setosa
+113,4.971389222853478,3.0,1.5872477214977339,0.2076214701862033,Iris-setosa
+114,6.691854283972869,3.0,4.9661706269031,1.6613976553275884,Iris-versicolor
+115,6.199660036973123,2.785407972997909,4.823556647793014,1.8039557006978513,Iris-virginica
+116,6.109865435379023,2.7879481868984004,4.720102344177359,1.1881795187936768,Iris-versicolor
+117,6.712229466393617,3.1122547085764145,4.726734888485258,1.51963664709446,Iris-versicolor
+118,4.5983355979349145,3.211495374961177,1.4149307829156632,0.1971478618641048,Iris-setosa
+119,5.013460811016428,3.0,1.5851810533230948,0.201082689009348,Iris-setosa
diff --git a/iris/tab_ddpm/8_0/10/test.csv b/iris/tab_ddpm/8_0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/10/train.csv b/iris/tab_ddpm/8_0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/10/val.csv b/iris/tab_ddpm/8_0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/11/synth.csv b/iris/tab_ddpm/8_0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aff35040c9ce07a5331b32e90aa8818f65fc9845
--- /dev/null
+++ b/iris/tab_ddpm/8_0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.104916839979717,3.304869365404968,1.6272546548074958,0.5270883014963397,Iris-setosa
+1,6.237342477569441,3.399562848926291,5.5065170647667765,2.355618690563411,Iris-virginica
+2,6.2990611921650705,3.29823380538234,6.022237234972538,2.4999998116609436,Iris-virginica
+3,5.686132454360194,2.892392289307891,4.203101946168087,1.3208391407584632,Iris-versicolor
+4,5.09394527829254,2.487939902301908,2.9276129563351563,1.1287007615117952,Iris-versicolor
+5,4.902670168954875,3.1030777139112358,1.5101409199411129,0.10000011974780061,Iris-setosa
+6,4.800798823743511,3.0,1.4162160658686607,0.10000009418442836,Iris-setosa
+7,4.7903954619150415,3.0,1.380969912047921,0.1,Iris-setosa
+8,6.29136354814812,3.302657438240448,5.988848796104335,2.49999977083851,Iris-virginica
+9,5.537985840726085,3.0,4.515072149839602,1.4885792498731305,Iris-versicolor
+10,7.018689443284052,3.167017918531815,5.642726016233547,2.294346124162654,Iris-virginica
+11,6.021232190693084,2.2150454481172,4.9990105653297645,1.4965520641263703,Iris-virginica
+12,6.591109573991504,3.0,5.854327177042751,2.206583278273145,Iris-virginica
+13,5.698183841777566,2.792808292355659,4.485258537027452,1.287395202137783,Iris-versicolor
+14,4.300000702736113,3.0,1.1043109691210526,0.10000013000467084,Iris-setosa
+15,5.100691118440069,3.8234314795033923,1.698433325811782,0.19910834595905363,Iris-setosa
+16,7.899998678064171,3.787745343564692,6.39951064197037,1.9910615641821452,Iris-virginica
+17,4.857140890085276,3.021474688514622,1.4550188013898857,0.10000009309931855,Iris-setosa
+18,5.802033034541813,2.701803477393406,5.107225023992559,1.9003480319761188,Iris-virginica
+19,5.854505904635824,3.193547295902604,4.782460576811115,1.784889804987427,Iris-versicolor
+20,6.014958517567554,2.9179247499153997,4.48572541733755,1.4971147657588197,Iris-versicolor
+21,7.698747499120663,2.6268603855621544,6.899998296388745,2.3072022657675615,Iris-virginica
+22,6.283096055711531,3.2978812514057343,5.940405920978127,2.4999997585332436,Iris-virginica
+23,7.161749693622725,3.2128058512332687,6.027061077551532,1.8183445243494123,Iris-virginica
+24,5.795640086277732,2.8121682644096824,5.099760793867111,2.4029208143650855,Iris-virginica
+25,6.5273902268794854,3.0,5.840675435674809,2.2153199625160167,Iris-virginica
+26,5.989777747647176,2.228021030547898,4.052149954244869,1.0420467368286055,Iris-versicolor
+27,7.9,3.837667635685774,6.408739051500618,2.000103268194827,Iris-virginica
+28,4.802629820080387,3.0,1.3984772665351846,0.1,Iris-setosa
+29,6.660601783070581,3.0,4.581081629839014,1.423540932519711,Iris-versicolor
+30,5.986958288995254,2.208337565613925,4.024355668075268,0.9657661253973389,Iris-versicolor
+31,6.688302642238285,3.0,5.014191309347953,1.7054144710556194,Iris-versicolor
+32,5.3918139140149846,3.9146097102984276,1.2745047057612484,0.4088221438355063,Iris-setosa
+33,5.498583661409449,3.557539853611272,1.5277991061741205,0.3676196467770812,Iris-setosa
+34,5.069672610443206,3.2965692190081817,1.6535122141653933,0.4992052097688663,Iris-setosa
+35,6.482936621228138,3.1783524850370037,5.084177852370751,2.0223134447347952,Iris-virginica
+36,6.065515545106048,2.591910605704959,5.5725159497488255,1.401445510066431,Iris-virginica
+37,5.018153030488154,2.000000591413688,3.5077960712703495,1.011732750497551,Iris-versicolor
+38,4.984877813823095,3.6288401442155123,1.4058112411023205,0.20137798029871032,Iris-setosa
+39,4.783636356625172,3.392718332463545,1.688872561835674,0.19931296376072463,Iris-setosa
+40,5.176010955538424,2.7002911568003687,3.9011780589904625,1.402364317166677,Iris-versicolor
+41,6.2912416843101955,3.304073968607264,5.981821150873873,2.5,Iris-virginica
+42,5.6088994992036145,2.50512214215613,3.9308940687412433,1.1140296877907063,Iris-versicolor
+43,4.3,3.0,1.0983370822629075,0.1,Iris-setosa
+44,4.88216548116037,3.0600514814927298,1.4967053759685351,0.1,Iris-setosa
+45,5.520315091309987,2.366327235879412,3.694606076063603,0.8549835565615058,Iris-versicolor
+46,5.086746286333114,3.7862953266140646,1.581127094353822,0.20566548958570605,Iris-setosa
+47,4.8976311850665475,3.1102250430266207,1.4998009697475796,0.1,Iris-setosa
+48,4.803545436309841,3.404014339902117,1.8102055636894545,0.19880125717009897,Iris-setosa
+49,4.987465505753232,2.0,3.4105264444259875,0.9315909987832491,Iris-versicolor
+50,6.011380466192555,3.3981959648512223,4.499175463435376,1.6022793856273236,Iris-versicolor
+51,5.632529878420737,2.9061571118338656,3.847269372246692,1.324431978333094,Iris-versicolor
+52,6.8727783286451185,3.1023131981824346,5.085258907500017,2.2921708792231126,Iris-virginica
+53,6.092730244425904,2.7794907597191347,4.686905823200588,1.1914541664893221,Iris-versicolor
+54,6.282730594929059,3.300150627915096,6.0226965229819776,2.5,Iris-virginica
+55,6.702552810041978,2.500820658549898,5.823081913259729,1.8111817792582185,Iris-virginica
+56,6.175918128655844,3.345157713065203,4.642371660630406,1.605457052717962,Iris-versicolor
+57,4.3,3.0,1.0962630308938845,0.1,Iris-setosa
+58,4.808168402204145,3.4078435500844284,1.9556711123706518,0.19661285076610757,Iris-setosa
+59,6.529323783786678,3.0,5.805305656228295,2.1995703786589664,Iris-virginica
+60,6.304031092234479,3.3002919495672183,4.692652407293402,1.598980404672444,Iris-versicolor
+61,6.2124284643453445,2.2008205544891903,4.506602607264352,1.488238756604674,Iris-versicolor
+62,6.951637599498345,3.095512708209277,5.086718029822222,2.303383640480898,Iris-virginica
+63,4.80842024651181,3.396510651131624,1.749741893556216,0.19589905081919579,Iris-setosa
+64,7.6339367710423565,3.0,5.9986953882691845,2.2964996102677286,Iris-virginica
+65,6.130295967099067,2.610309717514181,5.60629977292112,1.4304075886665166,Iris-virginica
+66,6.70790889090198,3.0,5.007540060168198,1.7075816200143201,Iris-versicolor
+67,6.489290003088238,3.2022332802135924,5.097106572514199,2.0121660693294285,Iris-virginica
+68,5.0118216985348285,3.4043865684775882,1.6703637338370814,0.4354895890582533,Iris-setosa
+69,6.061515997765712,2.5952798121839664,5.589555482439437,1.3797432881306462,Iris-virginica
+70,6.299698657641699,2.4806547590315073,4.9969547286234,1.9052714623736478,Iris-virginica
+71,6.297070678384047,2.4874620614900493,4.977441845711951,1.8610428788730156,Iris-virginica
+72,4.394682884851147,3.1912087419168813,1.2847958038735745,0.20225055921512608,Iris-setosa
+73,7.899998916724601,3.8323094934300825,6.401294060635873,1.9992678367178955,Iris-virginica
+74,5.752384754074977,2.8162605782789787,4.54494568804098,1.3078670318894843,Iris-versicolor
+75,5.819187554290757,2.7819555704660517,5.089684815820992,2.400900479797337,Iris-virginica
+76,5.410273609871808,3.9092855814294407,1.2829104205925626,0.472863986848556,Iris-setosa
+77,6.589486144387356,3.0,4.380630684355601,1.3868926998735036,Iris-versicolor
+78,6.685644956863026,3.0,4.999300771177064,1.7071256975168172,Iris-versicolor
+79,5.782105071784276,2.696473626201546,5.087131898933304,1.8902173711931858,Iris-virginica
+80,5.093335749553792,3.285516121431688,1.6847595450727744,0.46951226792230694,Iris-setosa
+81,6.50832255343178,3.2195545893504955,4.723915831559492,1.5547269886980342,Iris-versicolor
+82,5.697506243202801,2.845212988964932,4.240061650951081,1.3093132322641503,Iris-versicolor
+83,5.707814625962813,2.8076223975249386,4.476494541608344,1.2956020190178874,Iris-versicolor
+84,5.789211056893539,2.7011859690101385,5.106074959128722,1.9101081176379664,Iris-virginica
+85,4.589647154984853,3.2080169615806176,1.383171628744087,0.1970963166805592,Iris-setosa
+86,5.99961434888844,2.2101140060073403,4.992561163694323,1.4896327487781666,Iris-virginica
+87,4.925737568685544,3.575653137900989,1.6461889508428103,0.20103354948723295,Iris-setosa
+88,5.986869664350223,2.2010826127034613,4.9946542145936395,1.4972472343834777,Iris-virginica
+89,5.89223974653979,3.2091851199047556,4.812125402683929,1.7705932482207196,Iris-versicolor
+90,5.505949373258025,4.2,1.4039154685366095,0.20649765542659015,Iris-setosa
+91,5.693931434553477,3.0,4.2179487996120955,1.1846399693650733,Iris-versicolor
+92,4.76257795724185,3.3971905386373265,1.9279282425552107,0.20006253913562336,Iris-setosa
+93,5.484133432550957,4.1999992858448305,1.4010691069523744,0.19861716107079055,Iris-setosa
+94,4.597936460467149,3.618821333051817,1.0,0.1948236172667412,Iris-setosa
+95,6.335770868998594,3.295542687644319,6.053617265475305,2.4999997119739144,Iris-virginica
+96,5.004736604522608,3.3946783675795236,1.5989605624953496,0.4411199809037638,Iris-setosa
+97,6.0229133784312285,2.2034987835470727,4.999078780915722,1.5090183243494495,Iris-virginica
+98,5.097482458448001,3.2899908290650743,1.6526709986149823,0.41129449947726504,Iris-setosa
+99,5.806276769147835,2.812757902508743,5.166691334272571,2.402993556476865,Iris-virginica
+100,6.681084172845153,3.0,4.984106706208015,1.675773761073188,Iris-versicolor
+101,5.607573697406439,2.8943310083384115,3.6651055901773817,1.2777975672263728,Iris-versicolor
+102,4.935202867399173,2.0,3.5585384613094693,1.0279761654776716,Iris-versicolor
+103,5.808820021076908,2.699024270506559,5.121896513585057,1.8927572934032826,Iris-virginica
+104,5.551451248365974,2.536295364609564,3.9017487000093536,1.1968078978849592,Iris-versicolor
+105,4.781095899497054,3.0,1.4022459440518118,0.2818267773386953,Iris-setosa
+106,5.7102334432478195,3.0,4.215535844931617,1.1984730306297804,Iris-versicolor
+107,5.602142557050625,3.0,4.3306858645192445,1.3984486749175717,Iris-versicolor
+108,6.710620705558964,2.5027276581206905,5.831271016127805,1.8108309146581012,Iris-virginica
+109,6.834198772211938,2.7816634710985433,4.807874208078979,1.3985084923733888,Iris-versicolor
+110,5.806921814126924,2.7953726717249885,5.119575359357254,2.38704239931369,Iris-virginica
+111,6.764534249127206,2.8756594972229164,4.756218527569899,1.4227680716289415,Iris-versicolor
+112,6.045111661720649,2.906629888134013,4.571330844620142,1.4790422915391062,Iris-versicolor
+113,7.9,3.779662617271658,6.397428249968875,2.0322388553834725,Iris-virginica
+114,4.591218879718213,3.6414436120329525,1.0,0.2002446624026219,Iris-setosa
+115,7.638555972435217,3.0,6.429076285412671,2.203149264397903,Iris-virginica
+116,5.363468963759524,3.392817369147915,1.5003980687037652,0.43113552317775605,Iris-setosa
+117,6.694722235951784,2.5015354704466337,5.80586102575809,1.7993208417408235,Iris-virginica
+118,6.267330564140597,2.6823157709899994,4.900507480055247,1.8126923259075776,Iris-virginica
+119,7.9,3.8317327904056673,6.385393240651195,2.023160287668654,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/11/test.csv b/iris/tab_ddpm/8_0/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/11/train.csv b/iris/tab_ddpm/8_0/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/11/val.csv b/iris/tab_ddpm/8_0/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/12/synth.csv b/iris/tab_ddpm/8_0/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eca0ba7b359610c3e80bd27591818d65c0d4d6fa
--- /dev/null
+++ b/iris/tab_ddpm/8_0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.423656199864561,3.1941806305293974,5.27244902881185,2.300321853372455,Iris-virginica
+1,6.6138484535920306,3.0,4.419168402834958,1.393868157548082,Iris-versicolor
+2,5.474220192450991,4.2,1.3846937784607052,0.19665087840753842,Iris-setosa
+3,5.054082518440577,3.2058686317983764,1.770560158913894,0.260060704218559,Iris-setosa
+4,6.19782780078954,2.823494287195315,4.797636293819521,1.793708761193673,Iris-virginica
+5,5.91876325861551,2.8438914507484947,4.598720569659093,1.3077939431886327,Iris-versicolor
+6,5.785572073845029,3.1265732953993877,4.69258683611579,1.673598552957156,Iris-versicolor
+7,5.774958848738662,2.6968364689431468,4.089390693869407,0.9262811541357076,Iris-versicolor
+8,6.466458576849069,3.176874680916447,5.113113104709046,2.0030224588438372,Iris-virginica
+9,4.892368987812295,3.06855961660477,1.4743482684180031,0.10000009113442675,Iris-setosa
+10,4.798806931141916,3.3995116662177325,1.751458144906341,0.20025820682707035,Iris-setosa
+11,5.374484357318429,3.878614371693274,1.3001440817453846,0.4163629479359169,Iris-setosa
+12,7.606864572518597,3.0,6.617840715082763,2.1207693799911262,Iris-virginica
+13,5.572817324659551,2.509663450501323,3.9617516205758343,1.224681860619261,Iris-versicolor
+14,5.390970611131429,3.0,4.493791789960145,1.4905565403965657,Iris-versicolor
+15,5.804980577611934,2.70071211656612,4.099554575484387,0.9514929353889936,Iris-versicolor
+16,5.919135599489181,3.2012029976990126,4.81556234135482,1.783876815271259,Iris-versicolor
+17,4.806755183130502,3.0,1.3994224575026561,0.3204196773182575,Iris-setosa
+18,5.093175835742995,3.766249119073094,1.6247730893367573,0.1963435117760725,Iris-setosa
+19,4.585613470929675,3.6330682802984064,1.0,0.19588215430556155,Iris-setosa
+20,6.796843841601674,3.200898252963985,5.873919870037096,2.2938407034653765,Iris-virginica
+21,6.103544428651318,2.910584701721162,4.695434082910095,1.422146134308651,Iris-versicolor
+22,6.09608549505116,2.238640693677465,5.010005378278693,1.5821900158845246,Iris-virginica
+23,4.300000642974652,3.0,1.1028573894259945,0.1,Iris-setosa
+24,6.2708591028260345,3.296511123868091,5.957565693552724,2.49999971913903,Iris-virginica
+25,4.83110638502692,3.0,1.4097989940468791,0.10000011138414217,Iris-setosa
+26,4.3968844106934535,3.2032865960499257,1.2892572500513793,0.19930480156642694,Iris-setosa
+27,6.603348711342269,3.0,4.413124672255496,1.4022564608411188,Iris-versicolor
+28,5.3964701702462605,3.9022342576104925,1.298768476816517,0.39089967240562457,Iris-setosa
+29,5.812735489509285,2.7351710980493236,4.139738185023669,1.0538930448533295,Iris-versicolor
+30,5.811585222984385,2.8181077640451067,5.094272751638238,2.398970913107261,Iris-virginica
+31,6.528504014459875,2.5054521881154477,5.530072082901793,1.8342366606468077,Iris-virginica
+32,5.690176607068831,3.0,4.180442291905344,1.2141011258708085,Iris-versicolor
+33,4.809072940644956,3.0,1.3935143465712092,0.31459352910653937,Iris-setosa
+34,5.190430836948782,3.4044030906260567,1.3946126851502854,0.20022786187456812,Iris-setosa
+35,4.997656569836065,3.0,1.6423168210954135,0.19484271118206908,Iris-setosa
+36,6.3805240504072875,3.279507057078484,5.210186530372545,2.123773786046456,Iris-virginica
+37,6.1506179339854565,2.867927683247937,4.5721036302333085,1.4579283542839026,Iris-versicolor
+38,6.196098915017679,3.3945054945033415,5.450123033469832,2.300708974113133,Iris-virginica
+39,5.392286319242326,3.8305559140094663,1.3226373484566334,0.2966799757762299,Iris-setosa
+40,6.087202826362186,2.8890719047451485,4.549257221971194,1.494768723834863,Iris-versicolor
+41,5.3678469827548145,3.3954327362009646,1.5093667906877501,0.3969358007160987,Iris-setosa
+42,5.691096463819301,3.0,4.212078409068993,1.2238968815178881,Iris-versicolor
+43,5.342626791496229,3.0,4.449782994640696,1.5049899677885625,Iris-versicolor
+44,6.517649560663122,2.808837658320786,4.578206453559326,1.518178812844711,Iris-versicolor
+45,5.109628824696086,2.4738769695066902,2.8831839380617827,1.0914870598826931,Iris-versicolor
+46,6.586403715158128,3.0,4.421296283065293,1.402816541949954,Iris-versicolor
+47,5.4919229627562505,2.402039733520552,3.732292180155725,0.9624627047600522,Iris-versicolor
+48,5.757387821250323,2.795625107179564,4.5579838178973215,1.2691263271298654,Iris-versicolor
+49,5.019147142607682,3.7695869017654315,1.52647925477613,0.19864314765620883,Iris-setosa
+50,5.144480410102083,2.530775401965504,3.188670833088784,1.1211641236706624,Iris-versicolor
+51,4.990129636501283,3.0,1.5790022149547733,0.1994138232922803,Iris-setosa
+52,7.899998743589373,3.7957494065382686,6.399872689719096,2.0033878116588584,Iris-virginica
+53,4.792501818173356,3.398583528487045,1.7994473252006795,0.19693259907201624,Iris-setosa
+54,6.069757235908897,2.599754904264946,5.604045493520827,1.3664529380994341,Iris-virginica
+55,6.712892201828989,3.1081553296028583,4.732190897341702,1.4970470855938196,Iris-versicolor
+56,7.605732661769704,3.0,6.605579070037092,2.0863966507269653,Iris-virginica
+57,5.691885857769062,3.0,4.196830157591725,1.1965053479874745,Iris-versicolor
+58,6.281432435016451,3.404897185460449,5.597755656753962,2.399943237444112,Iris-virginica
+59,7.704857658947875,2.5922900092719527,6.9,2.288069155553398,Iris-virginica
+60,4.912676954499051,3.1046108952487392,1.4951881169993833,0.1,Iris-setosa
+61,5.149059040855639,2.5042853280423043,3.20242047567709,1.1061134155144967,Iris-versicolor
+62,6.5215660701424705,2.8066196412797453,4.596106049884969,1.4905651617948208,Iris-versicolor
+63,5.4723313876785715,3.0,4.527201637637085,1.5035584548643333,Iris-versicolor
+64,4.802096330395514,3.4011713266820722,1.7756819944797488,0.20025527822596695,Iris-setosa
+65,4.821025196504419,3.0,1.4099188448616242,0.10000009496982369,Iris-setosa
+66,6.451921015681749,2.8021820676827414,4.59560754422671,1.4822619720219259,Iris-versicolor
+67,5.039996776426435,3.5911513436642943,1.3928896188680218,0.20054552838047865,Iris-setosa
+68,6.058863800961735,2.792572275762749,4.692935484278454,1.224532974434587,Iris-versicolor
+69,5.621243697456885,3.0,4.5686450439219675,1.540325548278219,Iris-versicolor
+70,7.614814911074595,3.0,6.609506503998044,2.132994643227454,Iris-virginica
+71,5.468103563136007,4.199999199758642,1.3952815693505691,0.2096138854937644,Iris-setosa
+72,5.393323195544004,3.886394204318248,1.292692263742713,0.36268025689681194,Iris-setosa
+73,5.017083254091316,2.000000663262067,3.5184654202953043,1.023327273636979,Iris-versicolor
+74,5.421055586941858,3.4038256589668783,1.5061540175473926,0.3977582198217285,Iris-setosa
+75,5.027965679769969,2.0000005465468127,3.610911792400112,0.9663297053554228,Iris-versicolor
+76,4.975261893130734,2.0000005048149836,3.42989195337507,0.99839485207058,Iris-versicolor
+77,6.030441396020887,2.226300419166088,5.0011707490010755,1.5232700372844805,Iris-virginica
+78,5.799177725965931,2.801651445182714,5.102867547048675,2.3815673463925653,Iris-virginica
+79,4.992234946449406,2.000000473707824,3.440528726108174,1.0207712550422041,Iris-versicolor
+80,6.8064554704679345,2.8089573555524767,4.804958093334703,1.406402647630553,Iris-versicolor
+81,5.611958443122366,2.5057788590398715,3.855342979457238,1.0705304049772353,Iris-versicolor
+82,5.156721587645129,2.530156699417193,3.45687529633925,1.200308433772691,Iris-versicolor
+83,5.786997429068738,2.684877251564559,4.079900305680797,0.9491947096089878,Iris-versicolor
+84,5.003530823873885,3.0,1.720664577921739,0.20533187122451438,Iris-setosa
+85,4.3,3.0,1.0969656681357862,0.1,Iris-setosa
+86,6.044171182929465,3.2841630302011278,4.742541236511676,1.7049041098849744,Iris-versicolor
+87,6.040992187512117,2.212804729891242,4.067127777498877,1.0519183772137506,Iris-versicolor
+88,4.62122608625862,3.18567621326277,1.400818306028828,0.20165852446094698,Iris-setosa
+89,6.461856810925189,3.202951985605296,5.0979719510779145,2.046095151947766,Iris-virginica
+90,6.539626613395831,3.155794584890401,5.205303774585877,2.2803479449804147,Iris-virginica
+91,5.904856590504335,3.198201083674053,4.782871251626184,1.8076993597342896,Iris-versicolor
+92,5.689718281495642,2.803825173926239,4.5105256824630215,1.2992933338139778,Iris-versicolor
+93,5.193614663578986,2.6697589642077793,3.8256266961625824,1.378959167444074,Iris-versicolor
+94,7.711088441981293,2.802680383421656,6.6993822082467,1.9911369820112421,Iris-virginica
+95,6.865049162842069,3.1064932893002415,5.113380305174959,2.283525561202942,Iris-virginica
+96,6.702799199084094,3.0,4.980926986283725,1.698877002299731,Iris-versicolor
+97,6.30163564902886,3.394952632421552,5.60073215803372,2.397087875374975,Iris-virginica
+98,4.395861989751134,2.897674085309639,1.3913434558933853,0.19614738428096315,Iris-setosa
+99,5.964041422151038,2.181902439537145,4.971837176739197,1.4648810208299012,Iris-virginica
+100,7.164935892670672,3.199224090529757,6.01193067165854,1.81738292890369,Iris-virginica
+101,4.6227024269061765,3.1562359622367944,1.4212813929198416,0.1978480078584074,Iris-setosa
+102,7.70390854100588,2.56887276989729,6.9,2.3031931517857904,Iris-virginica
+103,5.139447845098254,3.4388047412559763,1.4018384091715372,0.2008370192869801,Iris-setosa
+104,5.142987832313625,2.5460837165724945,3.5790606288792866,1.2348139293646512,Iris-versicolor
+105,5.432089216272068,3.9072334181221353,1.3065574142553178,0.38003755936514755,Iris-setosa
+106,6.9062973701407016,3.0928087331405685,5.101888485697014,2.2944359975556856,Iris-virginica
+107,6.030589007399051,3.3915970632816035,4.542741259098697,1.6035229708226513,Iris-versicolor
+108,7.690360402922721,2.8611649370697463,6.683005971343592,2.0398778514656337,Iris-virginica
+109,6.012740309141173,2.197308210261974,3.988222804323562,1.0103866494842022,Iris-versicolor
+110,6.280236779048299,3.2998278987885383,5.947772478238933,2.4999998052945096,Iris-virginica
+111,5.117481422162931,3.512017705627792,1.4005025477309352,0.19942538699435586,Iris-setosa
+112,6.465253351650358,3.0,5.768839466275092,2.2343067361155127,Iris-virginica
+113,5.006437479359278,3.0,1.5931063177222975,0.19348263379316757,Iris-setosa
+114,4.4067625698390005,3.2060274134049864,1.3190484783028067,0.19772793743323624,Iris-setosa
+115,5.006913964480891,3.606740442885426,1.3898820960640297,0.19822301793964464,Iris-setosa
+116,7.691448807426674,2.790009599964778,6.6991546722487385,1.9866204594277068,Iris-virginica
+117,6.274604676988964,3.3080402926060555,6.0067767974232735,2.5,Iris-virginica
+118,6.094615067485933,2.778088430718008,4.679170729527343,1.167585720938534,Iris-versicolor
+119,6.316648175016665,3.3081455282120995,4.690571260368263,1.600161069793094,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/12/test.csv b/iris/tab_ddpm/8_0/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/12/train.csv b/iris/tab_ddpm/8_0/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/12/val.csv b/iris/tab_ddpm/8_0/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/13/synth.csv b/iris/tab_ddpm/8_0/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5beb1321fbfede5efc20ef8d4c2d04a3fd533bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.803046296727617,2.682697656836222,5.085128374794528,1.886464114965619,Iris-virginica
+1,5.00078476946186,2.0000004595893324,3.4566504632241557,0.8809317038231136,Iris-versicolor
+2,4.602598624544382,3.063264623113182,1.495799068279088,0.20107398592817677,Iris-setosa
+3,6.299287935698858,3.29752413668808,5.97157806419533,2.4999997377967844,Iris-virginica
+4,6.0076416352629005,2.191512347096171,5.01949704491677,1.5277363414437617,Iris-virginica
+5,5.015653489541886,2.0000005317318927,3.53521284835257,0.9743277121481275,Iris-versicolor
+6,5.6360753096642755,2.958547611234941,3.8949532207034605,1.2738138449857188,Iris-versicolor
+7,5.479893753067234,3.410995425830902,1.5091186325415105,0.3647497125378477,Iris-setosa
+8,4.802798131463134,3.0,1.3895360594465493,0.272212743249858,Iris-setosa
+9,6.001468072108353,2.196038748622091,5.009968890224942,1.4805817911087544,Iris-virginica
+10,7.684241518860581,2.594084479575547,6.899998848797476,2.277119983456309,Iris-virginica
+11,4.300000564091232,3.0,1.1036857186577973,0.10000009150449,Iris-setosa
+12,7.1506040561156015,3.192913273758499,6.020920307766306,1.789601516242304,Iris-virginica
+13,4.892534595626742,3.0962897738032544,1.4931541621544302,0.1,Iris-setosa
+14,6.50242932271437,2.798567330637158,4.611492975192471,1.492892416307907,Iris-versicolor
+15,5.806739518378829,2.7162960594886134,4.1627458609825965,1.012673250255963,Iris-versicolor
+16,5.803272705111589,2.7892092879440153,5.095509546927479,2.3700481123764794,Iris-virginica
+17,6.18687400935706,2.80513844395644,4.770107792818364,1.7877846207036587,Iris-virginica
+18,4.300000466788664,3.0,1.0971288283923206,0.10000009806421076,Iris-setosa
+19,7.696871844549452,2.6021283137252604,6.899998597063365,2.2858824571702216,Iris-virginica
+20,7.692920184581311,2.607770532863663,6.899998688786891,2.294913978756366,Iris-virginica
+21,5.198639458316078,3.402948018838686,1.3901610581985364,0.19918121794479698,Iris-setosa
+22,4.800290983153147,3.0,1.4051752227829888,0.1,Iris-setosa
+23,6.6872289150556306,3.134409369678869,4.730483241198375,1.509339547878934,Iris-versicolor
+24,6.235857917581158,2.2213600811714906,4.490835181230453,1.4963686277763986,Iris-versicolor
+25,5.092618372673985,3.302838559216919,1.6295899413028643,0.48860154764622377,Iris-setosa
+26,6.793543017980671,3.198132864755977,5.773913998271405,2.3006201522114447,Iris-virginica
+27,5.010035181092832,2.000000452623234,3.2909409773226104,1.0382378416518032,Iris-versicolor
+28,5.80726962172832,2.702120592026152,5.090015049994026,1.9043106399499867,Iris-virginica
+29,7.731319950368072,2.5980157652836806,6.9,2.304646923078499,Iris-virginica
+30,6.182916173771676,2.7772927742096227,4.821914408812781,1.8099444979879027,Iris-virginica
+31,5.380866819648331,3.9237403335510814,1.3043701819110498,0.45277449493609523,Iris-setosa
+32,6.701816897834244,3.0,5.01077426291098,1.7266075385689037,Iris-versicolor
+33,7.71478989222501,2.601641751707735,6.899998876404946,2.2871949475866815,Iris-virginica
+34,6.18523736742824,3.403228879618079,5.388600395814813,2.3054464333982576,Iris-virginica
+35,4.75220567031592,3.0,1.395138829752125,0.2759691199322828,Iris-setosa
+36,4.911019915647318,3.1169238055265103,1.5060959939339005,0.1,Iris-setosa
+37,6.483041308026955,3.1963268831849097,5.098868014456434,1.9747488917714937,Iris-virginica
+38,6.025205373810213,3.3893166911458756,4.5170859018145775,1.6062741722391614,Iris-versicolor
+39,5.7932090109594645,2.706801871715661,5.091259778025604,1.898945952015052,Iris-virginica
+40,4.409653142857544,3.211240306088521,1.2977710218366116,0.1973400657967156,Iris-setosa
+41,5.03932247918817,3.624627931911779,1.4171566372080486,0.20170487462982659,Iris-setosa
+42,4.801092842488325,3.0,1.4059717337923794,0.2811616813281615,Iris-setosa
+43,6.1189568047452445,2.60902828504523,5.614388051850549,1.4011878161871802,Iris-virginica
+44,4.393860842935847,2.904048037569344,1.3866213655113058,0.20160375771165126,Iris-setosa
+45,4.300000689038983,3.0,1.1010625100220404,0.10000012075281912,Iris-setosa
+46,6.121052539514355,2.6003274170204453,5.6105321976308895,1.410959765194069,Iris-virginica
+47,5.1657825894004885,3.408767433801329,1.3909828149581849,0.19993561466447057,Iris-setosa
+48,6.210139358668802,3.3970350129115308,5.400561821380431,2.301813003780342,Iris-virginica
+49,4.778514586040501,3.4016389194064858,1.6922105728908594,0.19991120883812782,Iris-setosa
+50,5.492898509770367,4.2,1.4007762580431031,0.2056920603992912,Iris-setosa
+51,6.18602338582512,3.4004717673234044,5.398850976741983,2.2870223107275742,Iris-virginica
+52,4.977168297912132,2.0,3.5712278771263404,1.0007803644381392,Iris-versicolor
+53,5.7068515272233435,3.807054151913388,1.8868507686420974,0.32592133750545216,Iris-setosa
+54,6.31634197434916,2.681479039318716,4.917247063871854,1.8119379481999274,Iris-virginica
+55,6.3031393845487695,3.3078529507010175,5.957316282583719,2.4999998107393617,Iris-virginica
+56,5.864368898963375,2.8788939546692167,4.419718956010507,1.4298232709424754,Iris-versicolor
+57,6.29240630500527,3.2936036230666077,6.034330007860703,2.5,Iris-virginica
+58,7.207047546530744,3.203829263472757,5.969847114131468,1.8036792710365122,Iris-virginica
+59,5.006513641386852,3.0,1.6090554006554818,0.20016788499855356,Iris-setosa
+60,5.795796226804399,2.698546695901756,5.1148691770637695,1.892000006453662,Iris-virginica
+61,6.300871922496882,3.3086196577332685,6.0292778976547705,2.5,Iris-virginica
+62,6.479856555098421,3.0,5.774796356890287,2.2060872281697965,Iris-virginica
+63,4.998485171143405,3.5958453576735696,1.4051553426714738,0.19978377937237893,Iris-setosa
+64,7.68101921725378,2.7884549899470654,6.690031670115629,1.979404783924556,Iris-virginica
+65,5.11770080666534,3.8156831598363024,1.646564528407745,0.1996176988716981,Iris-setosa
+66,6.842571010683953,3.194134083077297,5.8022077604582245,2.3076692055874366,Iris-virginica
+67,4.399164374398767,2.912111872643127,1.3980386577214619,0.19256312699526795,Iris-setosa
+68,5.498992185857188,4.2,1.4088112727337803,0.20905203865737418,Iris-setosa
+69,5.750441225369055,2.8723900962793163,4.3099486431448435,1.3488623624946392,Iris-versicolor
+70,4.602251431640735,3.2043679579806814,1.4024824816920274,0.203033267843423,Iris-setosa
+71,5.810601291907913,2.7007807618178274,5.09164799422171,1.8946907331945557,Iris-virginica
+72,4.60211070717439,3.177511388237589,1.4192373514575247,0.1974316089327217,Iris-setosa
+73,6.063810704899893,2.907567961249056,4.596922924141269,1.4461519590392369,Iris-versicolor
+74,4.779102774462357,3.0,1.3770125549309236,0.10000009905257304,Iris-setosa
+75,7.642043904582499,3.0,6.420311360286284,2.1660546014833497,Iris-virginica
+76,4.3915889672743535,3.197772938396536,1.2949893322145014,0.2000844580228253,Iris-setosa
+77,4.406951122034805,2.9399840290460704,1.407142193557883,0.20368243292053628,Iris-setosa
+78,6.520339061696086,2.7936013802240214,4.630019798828585,1.4948900004417274,Iris-versicolor
+79,6.222806438048089,3.4063707112465913,5.407084927737942,2.302738109322281,Iris-virginica
+80,6.331095913020716,2.5030232961310594,4.9938959991482,1.9202691669605505,Iris-virginica
+81,4.983407932158238,3.0,1.5980313129510386,0.19753657865114632,Iris-setosa
+82,4.790243805696693,3.0,1.3966144366240827,0.2766403538781176,Iris-setosa
+83,5.139521102397727,2.4932201517592727,3.3299478927302726,1.1301156642642576,Iris-versicolor
+84,6.2886421589256996,3.3031060538451973,5.982644730372659,2.499999793058496,Iris-virginica
+85,6.920812002655654,3.0873023894113927,5.126064236720802,2.3015558830375094,Iris-virginica
+86,4.5902925115693005,3.1951215605458225,1.4048452848128032,0.1958274572221168,Iris-setosa
+87,7.190023268495561,3.2060084791764214,6.006694423006498,1.797884675309006,Iris-virginica
+88,7.613994918152982,3.0,6.460944872062168,2.1818710240895216,Iris-virginica
+89,5.8111108197299295,2.8035865372642905,5.118577192208364,2.4051143923737333,Iris-virginica
+90,6.111892684206454,2.8262929949732625,4.724680914192729,1.2260186817806225,Iris-versicolor
+91,6.270832305221228,2.736719315216506,4.899108061099143,1.7948502325430091,Iris-virginica
+92,7.673773745001804,2.6126034827261493,6.8999987469721304,2.2999899905092445,Iris-virginica
+93,5.814500400663843,2.8102762806402892,5.088640299075717,2.3818908025589884,Iris-virginica
+94,5.9269963113774375,2.8314536682608473,4.548423474919618,1.2441256208345877,Iris-versicolor
+95,7.725530884244383,2.597955647366003,6.9,2.3055369726808794,Iris-virginica
+96,7.72213022086857,2.60815989207478,6.9,2.314456101778029,Iris-virginica
+97,6.7060274573916665,2.5022193763193457,5.810109004679673,1.802424123434876,Iris-virginica
+98,5.13418530528536,2.5832219647052503,3.620763025844882,1.2778569551678527,Iris-versicolor
+99,7.738474783184816,2.62661957695427,6.9,2.300264650615728,Iris-virginica
+100,5.8083277081342395,2.8179875320177503,5.125208726225671,2.3997765631389383,Iris-virginica
+101,6.00395848308065,3.4011381544225006,4.528006507515497,1.5990819567250334,Iris-versicolor
+102,7.7001693914365745,3.0,6.09600200106215,2.287535341098945,Iris-virginica
+103,5.983326044466074,3.404049103649889,4.487686916279272,1.597813170716363,Iris-versicolor
+104,7.610183052613019,3.0,6.584550414529951,2.10234498470378,Iris-virginica
+105,4.798529049724452,3.0,1.394835701336395,0.3075325262458025,Iris-setosa
+106,6.907063795126837,3.2105887203136736,5.732106085630158,2.298518746470768,Iris-virginica
+107,5.233596502864418,2.6513500334328857,3.887466234294252,1.3752861150457953,Iris-versicolor
+108,7.727728294001684,2.5778665979302104,6.9,2.3058486212129496,Iris-virginica
+109,6.006268979327979,2.902629767994376,4.45848713742897,1.5135776070014786,Iris-versicolor
+110,5.790077866925707,2.8013116455129228,5.161764879975642,2.4122594854857957,Iris-virginica
+111,6.264214583611064,2.7558432599498013,4.854693982739708,1.8081139564663875,Iris-virginica
+112,5.6156433188466455,2.9157479579299492,3.5997276033570635,1.312400693524017,Iris-versicolor
+113,5.691489687857905,2.873792378645435,4.04893240438174,1.1571620101818998,Iris-versicolor
+114,5.647987091046291,3.0,4.525120362686227,1.5002799686862966,Iris-versicolor
+115,5.100819117216151,3.525195928433475,1.400832667591798,0.20297905723968346,Iris-setosa
+116,4.818228249662201,3.4029559463930994,1.9475740445878607,0.19973200432086582,Iris-setosa
+117,7.702362499343738,2.605737506074461,6.9,2.2765248374199123,Iris-virginica
+118,6.046428039834875,2.9074709097692346,4.650591214202669,1.4324340704180751,Iris-versicolor
+119,7.267613224389338,3.1842488773779474,6.017987531519618,1.791439290603466,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/13/test.csv b/iris/tab_ddpm/8_0/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/13/train.csv b/iris/tab_ddpm/8_0/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/13/val.csv b/iris/tab_ddpm/8_0/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/14/synth.csv b/iris/tab_ddpm/8_0/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..973d64eefc487364b3a86b2b0a13d605a6f85c28
--- /dev/null
+++ b/iris/tab_ddpm/8_0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.536776611816873,2.424219816058403,3.7424473788380817,1.0123586169696699,Iris-versicolor
+1,6.08959801477257,2.80410561980525,4.695375935651442,1.202776239252613,Iris-versicolor
+2,5.952709482335399,2.7898844073216154,4.6198417830682095,1.215306274506224,Iris-versicolor
+3,4.978609516058646,2.0,3.2034623287423436,0.978838858910892,Iris-versicolor
+4,5.5859914479218435,2.881392399960305,3.3134798657151676,1.3016287981941426,Iris-versicolor
+5,4.588459012033398,3.6114288577844347,1.0,0.201306656787118,Iris-setosa
+6,7.0741808105663795,3.207243153403914,5.951778709417505,1.8708582655893344,Iris-virginica
+7,6.117334935436322,2.6019773950408536,5.578235280228504,1.4147562249196886,Iris-virginica
+8,4.5852836845674405,3.1325241305672824,1.459804853214051,0.19750407219684057,Iris-setosa
+9,5.06888636542089,3.5518248229826748,1.3970100576873485,0.20153422035480426,Iris-setosa
+10,7.612016520927635,3.0,6.607644985759965,2.1086878910377687,Iris-virginica
+11,6.3046133637631545,2.705555221207444,4.906408898034522,1.7834804103245574,Iris-virginica
+12,5.693187898239739,3.0,4.1765945834005915,1.179650105232388,Iris-versicolor
+13,4.996733341937104,3.0,1.6474935277747005,0.20218733004376638,Iris-setosa
+14,5.00966132730239,2.0000006456521917,3.5753146442414816,0.9226445419112357,Iris-versicolor
+15,4.394377318722967,2.8951568946457074,1.399345377617603,0.19335342235464514,Iris-setosa
+16,7.606994864930908,3.0,6.595069860824883,2.095555812933518,Iris-virginica
+17,5.769593707123421,2.7217086997989703,4.017513372150458,1.0178820859139646,Iris-versicolor
+18,6.513272279850769,3.2093657153049406,5.083559771701166,2.0147656321928262,Iris-virginica
+19,6.802909476809689,3.200821322293244,5.9030279986456184,2.289327968892284,Iris-virginica
+20,6.2081456474120165,3.401752600605328,5.40914834694669,2.292641611086364,Iris-virginica
+21,5.144541255150926,2.50036162617143,3.1620438522842904,1.124933754284233,Iris-versicolor
+22,6.102237604867968,2.8117128580390873,4.701200088522518,1.210748148855076,Iris-versicolor
+23,6.736142515911478,3.1092378536827616,4.723912851172357,1.511700078603516,Iris-versicolor
+24,5.383619046058414,3.402108104120629,1.5127739585153672,0.4209218075516551,Iris-setosa
+25,6.1682588859020235,2.2165408079125597,4.434992968588265,1.4291163252568948,Iris-versicolor
+26,6.411430698922278,3.194363936878845,5.28527074933183,2.3016973868462807,Iris-virginica
+27,6.028290190668656,2.9063760288959477,4.603799329071176,1.4517596523696423,Iris-versicolor
+28,6.794341284504595,3.192795619421039,5.958833903962792,2.2798981478013953,Iris-virginica
+29,6.102504449062187,2.8269576842246136,4.708063032892113,1.240665718817205,Iris-versicolor
+30,6.48311906122824,3.0,5.805396514199156,2.2152477033427416,Iris-virginica
+31,6.7218826871848005,2.5075038286440274,5.853723207976545,1.812220998058451,Iris-virginica
+32,6.301436687768785,2.5053529127908396,5.00157857931573,1.887138909965284,Iris-virginica
+33,6.304176707869593,2.7242428441714255,4.819201008807198,1.808008512541592,Iris-virginica
+34,4.402047227458875,3.211464446620964,1.3041387111524068,0.19924151881695695,Iris-setosa
+35,6.0122869946024755,2.1904739064559053,3.9565262348560433,0.9873671503096295,Iris-versicolor
+36,6.32845552270053,3.292995480887528,4.702413065925899,1.600721287487989,Iris-versicolor
+37,6.528300949952098,2.8140261035359315,4.624077554474029,1.5171016285874963,Iris-versicolor
+38,6.8550442299680014,3.209905399974665,5.75249159700988,2.3020869252429748,Iris-virginica
+39,6.21488898200234,3.304671607556104,5.9968859703068835,2.5,Iris-virginica
+40,4.641542738967752,3.1483870642075487,1.46495154749661,0.19791453277922783,Iris-setosa
+41,6.7619295500702465,3.0,6.047313724367704,1.8361129325750314,Iris-virginica
+42,4.779540314615671,3.3941116196997876,2.1758045711360636,0.19812968370470013,Iris-setosa
+43,6.24706778584976,2.4693077751080157,5.000212928673278,1.8788816738129794,Iris-virginica
+44,5.687338866323265,3.7907796649531003,1.644564742451779,0.2950097107909845,Iris-setosa
+45,5.567644636304834,2.4785978177350554,3.8416765477896946,1.0528649563671801,Iris-versicolor
+46,5.541193971471098,2.50164857989851,3.9944604299013884,1.247722627098824,Iris-versicolor
+47,6.514716631831993,3.0,5.79822277947345,2.1897309957952817,Iris-virginica
+48,6.303352406513787,2.686167571205017,4.919093227514871,1.789826791987899,Iris-virginica
+49,4.986800998248481,2.0000004758598635,3.3993220403606097,1.0098070002619859,Iris-versicolor
+50,5.046405288384857,3.513047963936321,1.395875980640807,0.19988110900486583,Iris-setosa
+51,4.39528723231673,3.2206065351668602,1.3075754370676862,0.2006875606837405,Iris-setosa
+52,5.467968244896026,2.436125157919598,3.741198285372895,1.0261810778707696,Iris-versicolor
+53,6.10394413395398,2.813952798500354,4.682033090748233,1.195481615280601,Iris-versicolor
+54,4.802037823174584,3.407907120056234,1.739744981158367,0.19457688010450364,Iris-setosa
+55,5.474996982096608,4.2,1.4160930863181882,0.19877527304789316,Iris-setosa
+56,6.049516784396479,2.7914796061259914,4.660217774125087,1.157165187860653,Iris-versicolor
+57,6.69948613630908,2.4978407051071922,5.824786202590973,1.8168207572391502,Iris-virginica
+58,5.005878891967981,3.54007766314704,1.4045435351978273,0.19937657659841956,Iris-setosa
+59,5.386292165785182,3.4075144300593156,1.5222413781823838,0.36986928765131094,Iris-setosa
+60,7.158195567736083,3.1808936606482785,5.983119979627056,1.7908799707818546,Iris-virginica
+61,6.2494529048022445,2.7638457066718694,4.8300605102286855,1.8028864594399758,Iris-virginica
+62,6.6862929968371585,3.10965253194775,4.716976276948241,1.4937684846269261,Iris-versicolor
+63,5.470304266841572,3.0,4.465983847735255,1.5050748380858558,Iris-versicolor
+64,5.949404085180266,3.261351727257524,4.752085466881147,1.7788521840087583,Iris-versicolor
+65,5.796188339514912,2.6923961335986455,4.081294666906629,0.9912974700607612,Iris-versicolor
+66,6.468230626419002,3.0,5.745191737823593,2.2081027825867974,Iris-virginica
+67,6.237404142119271,3.3912863831604305,5.460975417438967,2.311254766093517,Iris-virginica
+68,5.482956105820979,2.503918745525677,3.9857759793970313,1.3037089223633245,Iris-versicolor
+69,6.3347083520793825,3.300936210133019,5.973898746575363,2.5,Iris-virginica
+70,7.696800301195374,2.5990899038537196,6.899998999855004,2.296881324306828,Iris-virginica
+71,5.538566730793698,2.4358579092963932,3.793493733119852,1.0763779752071063,Iris-versicolor
+72,4.979605343789323,2.0,3.3632720340565196,1.0181718485487365,Iris-versicolor
+73,6.566459337669035,3.0,4.457709945071654,1.4274983549947782,Iris-versicolor
+74,7.7346434388992105,2.5865292576501435,6.899999016337378,2.3160107788216573,Iris-virginica
+75,5.126425164615578,2.503887968683936,2.94554871625541,1.1138580811455423,Iris-versicolor
+76,4.410350361372599,2.9087244824004537,1.4113952951873543,0.19811809198985147,Iris-setosa
+77,4.489688431357543,3.191576785896826,1.354800942703943,0.20006074285587844,Iris-setosa
+78,4.3,3.0,1.1004304850448006,0.1,Iris-setosa
+79,7.696405330954212,3.0,6.125884337962885,2.3003287271814328,Iris-virginica
+80,5.001134155700306,3.66711781969985,1.4019947408070208,0.20409501678993366,Iris-setosa
+81,4.584400770542944,3.607905431084198,1.0,0.2030022954635776,Iris-setosa
+82,5.607053032765421,2.895930466590008,3.635537292179176,1.30416019071111,Iris-versicolor
+83,6.500097065192724,3.1933846102885166,5.097716911737702,2.0058366203576528,Iris-virginica
+84,4.916420802852929,3.0973456804728445,1.5219664591876643,0.10000010606152507,Iris-setosa
+85,5.7198632582207045,3.0,4.24717944012304,1.2837447357907168,Iris-versicolor
+86,7.581965333427965,3.0,6.571350167143998,2.1127614518412092,Iris-virginica
+87,4.861352163465397,3.0,1.429496245557923,0.1,Iris-setosa
+88,4.3,3.0,1.109840033301092,0.10000010330017642,Iris-setosa
+89,5.654434797648406,3.0,4.496537552818755,1.5191802303328616,Iris-versicolor
+90,6.01856551919956,2.1929759156947064,4.959630503418605,1.5084654699474471,Iris-virginica
+91,6.2494414353142025,3.307554468104295,5.984658910149695,2.4999997871558746,Iris-virginica
+92,4.995760251527822,2.0,3.1869737680586523,1.0091711877571725,Iris-versicolor
+93,4.3,3.0,1.1023916216035752,0.1,Iris-setosa
+94,6.079478262429793,2.9286301224783777,4.619052832085038,1.4919138819560644,Iris-versicolor
+95,5.029662935050493,3.4090418540828558,1.7901145737206026,0.3485649728741652,Iris-setosa
+96,6.236224702305391,2.1847765842608453,4.5135428782321005,1.494437410467001,Iris-versicolor
+97,7.702975135891728,2.622456442976516,6.9,2.307845076753323,Iris-virginica
+98,6.055794633622821,2.8335555705567517,4.699300808390271,1.305898644993257,Iris-versicolor
+99,7.612673232263664,3.0,6.6057193925480275,2.077175773342013,Iris-virginica
+100,4.905918158176515,3.1366350160726553,1.5138558534917719,0.1,Iris-setosa
+101,5.107858231967852,3.787417844832489,1.6654096200633013,0.20006255445445906,Iris-setosa
+102,5.191708488640115,3.396310725848601,1.3991373958110156,0.19652904006990868,Iris-setosa
+103,6.017442301775113,3.398417910384005,4.50684055026502,1.5965474996903593,Iris-versicolor
+104,6.437410361364813,3.194814219195825,5.234443797909297,2.2396402858612356,Iris-virginica
+105,6.500967766733553,3.0,5.773857048689562,2.2099055864950046,Iris-virginica
+106,4.4011931514920795,2.8984619041360427,1.3743069035668398,0.2018742420402006,Iris-setosa
+107,4.800759684308353,3.405404860623747,1.6087675986413421,0.19955574813762333,Iris-setosa
+108,5.290338989173887,2.594895895874183,3.8834500475016993,1.343231227923415,Iris-versicolor
+109,6.007254736832235,3.3921014845072257,4.497707896529217,1.6009480185356537,Iris-versicolor
+110,5.7165122675162765,2.930892980927294,4.0829769950626,1.2176611277350613,Iris-versicolor
+111,7.537846957503072,3.0,6.576522550396685,2.109905498323547,Iris-virginica
+112,6.968998926646471,3.1169971660999227,5.157828710209929,2.304316053136954,Iris-virginica
+113,4.583050421409558,3.20549066641537,1.3927963575062026,0.19598377590265675,Iris-setosa
+114,5.0182210169565025,3.583379687358804,1.3945503640627757,0.20256032934078805,Iris-setosa
+115,5.148139513745806,2.676348539222204,3.8562822240313612,1.395408120513018,Iris-versicolor
+116,4.813678045808147,3.4000982648831393,1.945138028549454,0.20003056486416854,Iris-setosa
+117,4.3,3.0,1.091050242648522,0.1,Iris-setosa
+118,6.947382591162426,3.163575745358478,5.538125878606916,2.3063159222104375,Iris-virginica
+119,5.806671196227669,2.8037446119517977,5.087158247665654,2.407691093687881,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/14/test.csv b/iris/tab_ddpm/8_0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/14/train.csv b/iris/tab_ddpm/8_0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/14/val.csv b/iris/tab_ddpm/8_0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/15/synth.csv b/iris/tab_ddpm/8_0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8324cb855b4b7c84e5f256611480c309958e6dff
--- /dev/null
+++ b/iris/tab_ddpm/8_0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.709355137163989,2.799220584603586,4.5119155776388045,1.2984098104267405,Iris-versicolor
+1,5.815305965508527,2.8596439747660485,4.405395288821954,1.4138057565084652,Iris-versicolor
+2,5.597332886821851,3.0,4.4986887337931325,1.5090552497628305,Iris-versicolor
+3,4.999877930484959,2.0,3.5924658224662562,0.966551714290863,Iris-versicolor
+4,4.3,3.0,1.0934080134349975,0.1,Iris-setosa
+5,5.484345235066527,2.49458560941196,4.021821487398297,1.3008979837966812,Iris-versicolor
+6,5.960719687396607,2.9154213403295324,4.525072526582308,1.5100949643508201,Iris-versicolor
+7,4.979017350589088,2.0,3.3413382742917577,0.9969548072817119,Iris-versicolor
+8,6.913281165345053,3.1086369592747665,5.169226729297256,2.2933654420957232,Iris-virginica
+9,7.698375984210499,2.585350210586317,6.9,2.295060893345858,Iris-virginica
+10,5.462874192620845,3.0,4.494938760162748,1.5096075365482893,Iris-versicolor
+11,6.474604906278962,3.1987004819199543,5.084719078360788,2.016136513485878,Iris-virginica
+12,4.3,3.0,1.096276280884263,0.1,Iris-setosa
+13,7.683464979568944,3.0,6.156352106419815,2.26597630312261,Iris-virginica
+14,7.899998521816755,3.746508062733108,6.43947479395721,1.9750883409525815,Iris-virginica
+15,5.001116977717463,3.641587159027539,1.3823395805644711,0.2006117971013518,Iris-setosa
+16,4.997825790828346,2.0,3.43114058388828,0.9343404101071163,Iris-versicolor
+17,5.619152004943569,2.9031169425411094,3.594316769832382,1.3137046952083935,Iris-versicolor
+18,6.138094859366478,2.6004640377843797,5.594694407159963,1.4254318312194518,Iris-virginica
+19,4.853500711310288,3.0,1.4399076861387603,0.1000000980202242,Iris-setosa
+20,5.682758813518565,3.7944543703952243,1.8411709444356577,0.382999263836827,Iris-setosa
+21,5.893594987050414,3.2026214768279027,4.787372767102916,1.7918841753790513,Iris-versicolor
+22,5.680756329585151,2.5589197457873416,3.8944429073934352,1.0952768092531724,Iris-versicolor
+23,7.9,3.7874606317519133,6.425399035732903,1.9968086452026135,Iris-virginica
+24,6.296726618676141,2.665916689311267,4.905782356122127,1.7859697853715466,Iris-virginica
+25,6.006486980231361,2.186981045707798,3.9263124976369776,1.0266572400181728,Iris-versicolor
+26,4.584576188999809,3.1131032121588387,1.4921594432440113,0.1965494496603899,Iris-setosa
+27,5.898321761729512,3.201165002184249,4.818953345665605,1.7988040010725546,Iris-versicolor
+28,6.314874979826523,3.369754075352605,5.518437516116892,2.3699510159812087,Iris-virginica
+29,5.87517309661562,3.205958168328672,4.755360375553836,1.8130501285715208,Iris-versicolor
+30,6.700284565438068,3.0,4.993061550883726,1.6881082593263872,Iris-versicolor
+31,4.797378749682597,3.0,1.4094278409418801,0.27713128962157835,Iris-setosa
+32,5.390198229413877,3.9162157691956274,1.2786264759970463,0.39441114782529324,Iris-setosa
+33,4.880817492226445,3.0957777422361623,1.4831700710344933,0.10000013074117431,Iris-setosa
+34,6.31123731053966,2.4834137308690156,5.014786011548621,1.9166802604682307,Iris-virginica
+35,4.5891241574390405,3.6005633480683366,1.0000004300196699,0.19700681750525342,Iris-setosa
+36,4.783470794779932,3.0,1.3808209532642683,0.1,Iris-setosa
+37,7.222195317811631,3.1970866780568836,6.040439498395561,1.7903589493951282,Iris-virginica
+38,5.166642237019509,2.6789136968352723,3.898938555967415,1.4181219363178639,Iris-versicolor
+39,7.196591178344227,3.1936620448369744,5.967654806863817,1.8057639767447378,Iris-virginica
+40,4.7738202920503525,3.0,1.514562517683308,0.2055594643567971,Iris-setosa
+41,4.990169793796879,2.0,3.6896754117960238,1.0194322373155043,Iris-versicolor
+42,6.174415519718162,3.3362326990547637,4.6517150736214985,1.6033554957480973,Iris-versicolor
+43,7.718731252158411,2.612891439005797,6.9,2.2971316962692496,Iris-virginica
+44,6.702491283307891,2.5089033036241135,5.846531968160704,1.808141838404249,Iris-virginica
+45,6.854852885053011,3.1562632385808147,5.512145416391252,2.3013987351574006,Iris-virginica
+46,5.80127409512649,2.8014717564414915,4.279739374890817,1.1981908901916922,Iris-versicolor
+47,6.210775932621402,3.398319659064425,5.429072849327141,2.3059106290160067,Iris-virginica
+48,6.85583990738939,3.1181887413291545,5.192152094483873,2.2941387209214965,Iris-virginica
+49,4.987922515707988,2.0,3.5326965193147575,0.9317608449463811,Iris-versicolor
+50,7.6928232981509135,2.618714300076546,6.8999990084223874,2.304226107183802,Iris-virginica
+51,5.588246596167777,2.475256944552008,3.9181069735160365,1.1224004261527933,Iris-versicolor
+52,5.219680732111299,3.4014499705222394,1.395480074169776,0.19862267117932925,Iris-setosa
+53,7.709404197778612,2.6014158495637387,6.9,2.3047294163259657,Iris-virginica
+54,5.4820038835833405,4.2,1.3890371527945278,0.1965432483501237,Iris-setosa
+55,4.6209477401894015,3.2096310381667177,1.4003855448329632,0.19917603311434728,Iris-setosa
+56,6.706210862086578,3.1211090342615555,4.6958477746309875,1.4993209926502422,Iris-versicolor
+57,5.158292243927926,3.4102041705411636,1.4119602730515048,0.2006335916424506,Iris-setosa
+58,5.981849453937143,2.2164692169443896,4.0901207401930515,1.037209143813096,Iris-versicolor
+59,5.804551211412983,2.8012815468512047,5.099180657587361,2.40160284329511,Iris-virginica
+60,5.786991419871312,2.69473940488403,4.089668945972558,0.9955040314517597,Iris-versicolor
+61,4.899015700082588,3.1025499853471517,1.5102794785379352,0.10000011101678583,Iris-setosa
+62,5.884477142872798,2.7337345280340606,5.055713841553799,1.889893926028515,Iris-virginica
+63,6.8552257843617666,3.1784623550636537,5.804431602230774,2.306346345671306,Iris-virginica
+64,5.807825997499564,2.6922803395450328,5.109212200616303,1.9102781204143793,Iris-virginica
+65,6.198010124541305,2.784457357257983,4.776342837667554,1.8160618043662955,Iris-virginica
+66,7.707737420669885,3.0,6.114500972060174,2.288872240793135,Iris-virginica
+67,6.1861197147014355,3.3912713867729205,5.373876246647656,2.2910614377395304,Iris-virginica
+68,5.0118690588892205,3.0,1.6553354922019783,0.19935009809786397,Iris-setosa
+69,6.027998805594105,3.3892400435059393,4.550133132064002,1.612463494327515,Iris-versicolor
+70,6.597005318348683,3.0,4.378326472668279,1.3985830439753952,Iris-versicolor
+71,6.123378970497863,2.833868544551049,4.72530198658508,1.2807530347570135,Iris-versicolor
+72,6.236517048593609,3.3998418456667343,5.475358585850948,2.3238006519542345,Iris-virginica
+73,5.541615480994395,2.4533297875835545,3.8277925026646433,1.130588067516905,Iris-versicolor
+74,6.918689335938389,3.1939156786834366,5.714164877797604,2.3026309594643273,Iris-virginica
+75,6.891736402171984,3.2055247418475825,5.7604753708741105,2.301205062729615,Iris-virginica
+76,4.398252278319023,3.2079149156835873,1.301848988542481,0.20457381538900796,Iris-setosa
+77,6.007932990351867,3.3981602670643127,4.519234708556503,1.6044275637511203,Iris-versicolor
+78,7.677619224817306,2.5873990784206136,6.9,2.310242889274237,Iris-virginica
+79,6.699112919280072,3.0,4.844945366740076,1.600940789893045,Iris-versicolor
+80,6.622419094278254,3.0,4.510431179212683,1.4381591404923393,Iris-versicolor
+81,6.710056797137477,2.5000119035397703,5.798770150933808,1.8078034278483974,Iris-virginica
+82,6.857699618320223,3.112523535959205,5.107586520672975,2.3004231660131294,Iris-virginica
+83,4.995949017847247,2.0,3.169054935994768,0.9550141974835318,Iris-versicolor
+84,5.453425351963229,3.0,4.510942451015399,1.5051626080611469,Iris-versicolor
+85,6.307944437181602,3.3973288076949095,5.594112782217937,2.3834353847190575,Iris-virginica
+86,6.217701016210628,3.3972046002574654,5.387715557256089,2.3098906867063254,Iris-virginica
+87,5.459298192305429,4.199999011007813,1.3808038585195652,0.19917202219487995,Iris-setosa
+88,7.700020714977356,2.8530133549139847,6.6876830865796375,2.0204886534210114,Iris-virginica
+89,6.061865456639875,2.899009174987952,4.6170128157390735,1.4825736159789715,Iris-versicolor
+90,6.6975856163642105,3.0,4.992438731787093,1.6986570957105758,Iris-versicolor
+91,6.4906341795329965,3.0,5.787992643289739,2.1852094166462757,Iris-virginica
+92,5.417818998398812,3.912325747742966,1.3027303545757534,0.4103452834447261,Iris-setosa
+93,6.445539529605368,3.2136589332083285,5.183583849195214,2.198223929272156,Iris-virginica
+94,4.601148165270657,3.6433947426791145,1.000000440234213,0.20197381967689804,Iris-setosa
+95,5.488137276126154,4.199999201147676,1.4139455735718685,0.1992892183690837,Iris-setosa
+96,4.815511593244143,3.394112132401164,1.5921977616431038,0.20283574466210205,Iris-setosa
+97,6.119744894135304,2.221292721750361,4.3526933178356995,1.3813184453463851,Iris-versicolor
+98,5.4842995332216375,4.19999919631458,1.3938632159864188,0.20260042612513957,Iris-setosa
+99,4.407245451476649,3.1018824217756977,1.351651023477865,0.20167430958816218,Iris-setosa
+100,6.285579308648998,2.7221653327890376,4.904042997204078,1.7977500629572916,Iris-virginica
+101,5.700672216939416,2.8584857337588154,3.938373646900661,1.2418801222947642,Iris-versicolor
+102,6.244085815738615,2.195965657749903,4.500904479797211,1.4943823784070558,Iris-versicolor
+103,5.448257005097486,3.0,4.473145443684366,1.4896175756810783,Iris-versicolor
+104,5.485893619672367,4.199999127447116,1.4004535037265455,0.19380401811246228,Iris-setosa
+105,6.548839575826178,2.802553342656795,4.6465866882005615,1.50635702435349,Iris-versicolor
+106,6.791443889026822,3.198832032032249,5.819708507402913,2.3006808717528235,Iris-virginica
+107,4.577413221081822,3.6521617163351956,1.0,0.200973159761702,Iris-setosa
+108,5.707725058585931,2.603720734252128,4.051400658052801,1.0992693043264374,Iris-versicolor
+109,6.7864504564038945,3.204890042411092,5.897961655661199,2.3031267613523343,Iris-virginica
+110,6.555130155889553,2.788040155321907,4.610207222899991,1.477299579415772,Iris-versicolor
+111,7.7018694251476125,2.6006131095490863,6.9,2.306966027939972,Iris-virginica
+112,7.663827692029274,2.801523436633913,6.683861213499519,2.039078116749531,Iris-virginica
+113,6.002095563122862,3.402459670001844,4.524666804223507,1.6057909027931676,Iris-versicolor
+114,5.610267451002274,2.5024458269240633,3.974116566818718,1.080891559455058,Iris-versicolor
+115,6.002827184816392,2.173508495288053,3.966099263099865,0.9651751710063509,Iris-versicolor
+116,6.960286716634016,3.0820239973842667,5.155777160001571,2.303828070496902,Iris-virginica
+117,6.098572829867956,2.597582534162214,5.62252902883281,1.3909931651713672,Iris-virginica
+118,5.042722295704431,3.3950840287661053,1.598773091896453,0.45276160601882764,Iris-setosa
+119,4.803041386335479,3.0,1.402280038794002,0.2985733205225489,Iris-setosa
diff --git a/iris/tab_ddpm/8_0/15/test.csv b/iris/tab_ddpm/8_0/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/15/train.csv b/iris/tab_ddpm/8_0/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/15/val.csv b/iris/tab_ddpm/8_0/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/16/synth.csv b/iris/tab_ddpm/8_0/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d84949bef0b3fdbf1b3ce2f7117038c4c5f3f2bb
--- /dev/null
+++ b/iris/tab_ddpm/8_0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.566599946421445,3.066018035916366,1.4754913274244346,0.19627979573539514,Iris-setosa
+1,5.479735944789255,3.0,4.4770329050847515,1.5120110296152942,Iris-versicolor
+2,6.867329947570638,3.2090627577253716,5.784386919767605,2.305650863681745,Iris-virginica
+3,6.527139864384311,2.965746562444036,4.426344129608424,1.4311730244504337,Iris-versicolor
+4,6.619274496159349,3.138943578370717,5.419662026611712,2.1211203592412606,Iris-virginica
+5,6.088946572326398,2.6043966163071337,5.5985195286534255,1.409272366117614,Iris-virginica
+6,6.687028509645166,3.115143542207288,4.71326721411313,1.5013667649594786,Iris-versicolor
+7,5.954705812224485,2.178240473523115,3.98214987814486,1.00418910758754,Iris-versicolor
+8,4.58298415997189,3.6407539283053003,1.0,0.20848489651209529,Iris-setosa
+9,4.6031332340242095,3.5877717368645703,1.0,0.2039304810302182,Iris-setosa
+10,5.113714023040012,2.5140224558174187,3.035163261740217,1.1053148643181352,Iris-versicolor
+11,6.218031861022538,2.7794769564315334,4.821943288166362,1.7859122938979097,Iris-virginica
+12,5.825819943329342,2.7105474210615323,5.0763767177525745,1.8944882988586147,Iris-virginica
+13,5.513617886362547,3.0,4.489503331314374,1.485260185140086,Iris-versicolor
+14,5.11084829890797,2.460367936247374,2.9040143306002606,1.0606116502604124,Iris-versicolor
+15,4.818177319166242,3.4015411008803174,1.6802780342998742,0.19906225974760272,Iris-setosa
+16,5.605859632995681,2.9082075468898885,3.6018479117449043,1.2843465579681557,Iris-versicolor
+17,6.1812338459477125,2.7619877935405044,4.845255503233246,1.7951339119504994,Iris-virginica
+18,5.604892065474605,2.9019647880332964,3.645993326128337,1.2949249135236194,Iris-versicolor
+19,4.584874393126085,3.2084684123524174,1.4409806573691832,0.19807824609627447,Iris-setosa
+20,5.540279077201002,2.420479361964725,3.731819565751109,1.0496080586813132,Iris-versicolor
+21,5.511543130487485,2.419064998254793,3.7448091654618474,0.9955489825289314,Iris-versicolor
+22,4.996658603129531,3.3984380188264476,1.5936177740949224,0.41831063893784953,Iris-setosa
+23,7.70012428028665,2.603140708514704,6.9,2.3009275383108148,Iris-virginica
+24,4.300000552148246,3.0,1.0979817969511265,0.1,Iris-setosa
+25,5.482785456991382,2.51527501353293,3.9442355871349757,1.2975787954419107,Iris-versicolor
+26,4.806758158704393,3.399071576873476,1.7220103250312508,0.19907478903740639,Iris-setosa
+27,6.638798926126281,3.0,4.4461983037726975,1.40393144673194,Iris-versicolor
+28,4.624131733816223,3.120474681873009,1.4692043491132833,0.1944648677632393,Iris-setosa
+29,6.4408426195303745,3.1687899082426587,5.215160930424641,2.1427177641556407,Iris-virginica
+30,6.416193186289602,3.205362684409552,5.310278107177754,2.3017803412147715,Iris-virginica
+31,4.789550712160772,3.399249610532635,1.8518605664651413,0.2031399416452035,Iris-setosa
+32,4.300000452183598,3.0,1.0975875940397493,0.1,Iris-setosa
+33,7.684206471858276,2.5999201361771695,6.899998997304971,2.2778391623611274,Iris-virginica
+34,6.4358931164207185,3.194588154919151,5.164455630826474,2.0727517369205053,Iris-virginica
+35,5.710499966573785,2.855948485905564,4.215657301920598,1.2323745195608014,Iris-versicolor
+36,6.288428871673256,2.684607803074751,4.894678481047503,1.777713334389905,Iris-virginica
+37,4.587204630500412,3.6246378840092057,1.0,0.19975837927355738,Iris-setosa
+38,4.758881516420666,3.0,1.382365432580358,0.10000009173520788,Iris-setosa
+39,5.262311635811954,2.623863561357056,3.924121230583515,1.3795448792603318,Iris-versicolor
+40,5.490129268950972,2.4818200284243708,4.000683840722706,1.3002166070717893,Iris-versicolor
+41,5.6529379641684425,2.8801405664860162,3.8523202484156585,1.2853889075158629,Iris-versicolor
+42,6.219428027188136,2.8591577655876788,5.37846084657486,2.0246013676043915,Iris-virginica
+43,7.707783641383683,2.5866832989148216,6.9,2.30151730446851,Iris-virginica
+44,7.9,3.7270312448316636,6.435137985753757,2.0378159705267533,Iris-virginica
+45,6.160988406806743,3.3475635225270963,4.6574709688873766,1.6099814619381805,Iris-versicolor
+46,7.899998841326386,3.805750058015242,6.475613911925684,1.985893955257685,Iris-virginica
+47,4.3,3.0,1.0959634515476067,0.1,Iris-setosa
+48,5.495361873671156,2.4964117510354984,3.98972085502726,1.2838291588420623,Iris-versicolor
+49,5.1149489896455655,3.2991131054607403,1.7103209375769588,0.5163684255230936,Iris-setosa
+50,7.677612806507566,2.5910497952753606,6.9,2.273397922893996,Iris-virginica
+51,6.213307919573311,2.7899191084857113,4.803867620888702,1.7873462416620167,Iris-virginica
+52,4.600177693495838,3.1383826153223744,1.442901130337977,0.19787468117325346,Iris-setosa
+53,6.204890578594918,2.7929634820028832,4.820614345906525,1.7927647021659634,Iris-virginica
+54,5.518941275821816,2.438118617904095,3.731783675121326,1.0181422104568598,Iris-versicolor
+55,6.714288122922389,3.0,5.020622493254322,1.7216623989667679,Iris-versicolor
+56,5.77006928834309,2.8018287182048685,4.4934372812579495,1.2862333370805101,Iris-versicolor
+57,5.98651175697645,3.404648788138415,4.519059579209975,1.5886755984185852,Iris-versicolor
+58,7.608062126866475,3.0,6.583088576749151,2.108315330067867,Iris-virginica
+59,6.182232645170297,3.3957598810333853,5.409466729576608,2.2976496437509404,Iris-virginica
+60,6.515780503736843,3.174487912273587,5.205998868290537,2.072613803746096,Iris-virginica
+61,5.4757972594774795,2.4676075964850215,3.7842137435676517,1.128331220892195,Iris-versicolor
+62,6.309311604125906,3.3028760108527737,5.987309446985668,2.4999998123632023,Iris-virginica
+63,5.793241828351337,2.7003506443146046,5.093632273292727,1.8882745466254176,Iris-virginica
+64,6.277791589477536,3.3940047949850536,5.578081999253868,2.4043940233271486,Iris-virginica
+65,6.184743135537221,2.2089466190631186,4.502276139255236,1.4558196954227862,Iris-versicolor
+66,5.187060977484769,3.4002784018368413,1.4020181551772821,0.19825382489165533,Iris-setosa
+67,6.281495707047227,3.2993645302331487,4.694096850343843,1.5859737077499734,Iris-versicolor
+68,6.222238405913096,2.810791570501634,4.758647053693365,1.7840892071851613,Iris-virginica
+69,6.576906320469127,2.5247385971896654,5.789513443671349,1.6710634254073653,Iris-virginica
+70,4.8046692657274646,3.399552313483132,1.675762457401713,0.20209680922637469,Iris-setosa
+71,6.196126009409512,3.324799142648168,6.090696666497036,2.5,Iris-virginica
+72,4.8050415736955205,3.4016087772404204,1.9689747919048748,0.1989626306416184,Iris-setosa
+73,5.986622119695419,2.214364800543791,3.989738414708735,1.030726364671446,Iris-versicolor
+74,5.565315628354967,2.4784843667811267,3.8905621811140554,1.1070638749809407,Iris-versicolor
+75,4.300000587203824,3.0,1.1071924762114649,0.10000010463407061,Iris-setosa
+76,5.875309026655528,2.805397242257027,5.106828608298169,2.4006448341848095,Iris-virginica
+77,5.21536930682186,3.422849514781871,1.4348528139965047,0.2092992121453199,Iris-setosa
+78,5.810253676877277,2.7021458111828283,5.106403482136025,1.8962184764186616,Iris-virginica
+79,5.800188993669054,2.696461658410848,5.077356381005557,1.8663740196251979,Iris-virginica
+80,5.505566295007586,2.481418812494227,3.795149729208206,1.1371732454637118,Iris-versicolor
+81,6.549094703780681,2.9607344960431132,4.533917603322372,1.4686419995593794,Iris-versicolor
+82,7.9,3.8326322435498974,6.386570319862838,1.9894445336364557,Iris-virginica
+83,4.614097789198828,3.1064068953580697,1.4580381326975174,0.20642779100256142,Iris-setosa
+84,5.401431255684691,3.907477910753292,1.2900924284781026,0.43360841592006505,Iris-setosa
+85,6.07925691816486,2.818630799236449,4.6966477337556425,1.247182140010203,Iris-versicolor
+86,6.048631400494595,2.9127197835754206,4.59159524553177,1.4588324404092965,Iris-versicolor
+87,5.428836521941967,3.4024114014558693,1.5100941760889766,0.4259827718582836,Iris-setosa
+88,5.796169801799053,2.7008959752446278,5.099589461290653,1.930353832944541,Iris-virginica
+89,4.630524425449197,3.5542342800000255,1.0000003761421874,0.20309731325491673,Iris-setosa
+90,6.3416548692527135,3.291017000308932,4.684135689695602,1.5832723284974073,Iris-versicolor
+91,4.3,3.0,1.0891307120587,0.1,Iris-setosa
+92,5.4736790464422,4.2,1.3974811598479866,0.19410347619731538,Iris-setosa
+93,5.681906194182472,3.0,4.213238719028852,1.193519239825552,Iris-versicolor
+94,6.881650545959014,3.199901301737347,5.852193787235563,2.3006213913362115,Iris-virginica
+95,5.998500049478197,3.408772821927555,4.526090558978197,1.6186902085286183,Iris-versicolor
+96,7.690788533294745,2.7958146506256765,6.691084387587866,1.996560243570945,Iris-virginica
+97,5.719728880486055,2.843913090088941,4.246250550668861,1.28225204699374,Iris-versicolor
+98,6.027013766362078,2.197795255290611,4.0112771257466635,0.8883870910652522,Iris-versicolor
+99,4.608844774065073,3.2052951700097756,1.3914090440820988,0.19993371829063605,Iris-setosa
+100,5.803241256965893,2.687777468044048,5.092384525542844,1.892749500547914,Iris-virginica
+101,5.578584726750729,2.4632610131497286,3.8515219900600095,1.1308041801699922,Iris-versicolor
+102,6.182794105704682,2.1950511587504318,4.477502410519866,1.4529892542831406,Iris-versicolor
+103,4.982660324098925,3.0,1.5998970051194847,0.19775955658194228,Iris-setosa
+104,4.916698296970033,3.0964230287715773,1.4784451618079912,0.1,Iris-setosa
+105,6.69449331958318,3.0,4.986768000591482,1.6912835649139184,Iris-versicolor
+106,6.084166184459065,2.8468835912710495,4.698444274664842,1.2367123646963873,Iris-versicolor
+107,5.920925128641313,3.1921764444328082,4.7785782504823064,1.765840950285091,Iris-versicolor
+108,6.640926441739839,3.0,4.459354733547709,1.4306942017979325,Iris-versicolor
+109,6.105143914113264,2.8261095263431737,4.717015767766345,1.2814535104960945,Iris-versicolor
+110,6.475644638139073,3.0,5.810593830874825,2.205304230365112,Iris-virginica
+111,5.653902137975794,2.788192297177574,4.46969343116954,1.301009010063085,Iris-versicolor
+112,6.277436254139393,3.3091867453837978,6.027977892941403,2.5,Iris-virginica
+113,6.191426101034827,3.403741349044752,5.50248622120376,2.3285126670384373,Iris-virginica
+114,4.401005641649019,2.9032221210708964,1.4087472331048454,0.19628085881507473,Iris-setosa
+115,5.4007124050678685,3.402131051624318,1.5173883928678473,0.42766779252587006,Iris-setosa
+116,5.2023727824533745,2.68300350510959,3.896053224504927,1.3905892016528578,Iris-versicolor
+117,6.888178847147686,3.2008231888320333,5.812460688956971,2.2969791347335846,Iris-virginica
+118,5.199198438841461,2.7229697272671096,3.9149367890020774,1.4068746987992693,Iris-versicolor
+119,6.173582284448589,2.870025638214106,4.560459034036356,1.4769750515785192,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/16/test.csv b/iris/tab_ddpm/8_0/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/16/train.csv b/iris/tab_ddpm/8_0/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/16/val.csv b/iris/tab_ddpm/8_0/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/17/synth.csv b/iris/tab_ddpm/8_0/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..50a9d0b50cf6083688bb5c755571599b4b1d9ec4
--- /dev/null
+++ b/iris/tab_ddpm/8_0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.115483534397206,2.518696321965434,3.251752514783713,1.146443832316563,Iris-versicolor
+1,6.6928166785414,3.1118663896373864,4.720879551977119,1.493447546646026,Iris-versicolor
+2,4.993979185497168,3.4021066359615677,1.597192984305539,0.3757459911313136,Iris-setosa
+3,5.185355131912108,3.406881842642796,1.4042809619176373,0.20206647953003265,Iris-setosa
+4,7.179602567766202,3.2012855999164262,5.987906368313762,1.826285744421523,Iris-virginica
+5,4.592139814980918,3.6070710932683694,1.0000005517831307,0.19924004327217812,Iris-setosa
+6,5.520594369034245,2.4171434932329623,3.705028388553253,1.011646742914575,Iris-versicolor
+7,5.766905964340497,2.702254985015718,5.096792064480538,1.9043440471332038,Iris-virginica
+8,5.075588540792713,3.334460635736232,1.711287631107396,0.4745597163370422,Iris-setosa
+9,6.4920963896546455,3.0,5.786500322282775,2.19396661523459,Iris-virginica
+10,6.102800379347765,2.605169036932281,5.620677560647874,1.406750761461396,Iris-virginica
+11,6.28624367371305,3.290424236139278,6.063493320780116,2.499999801306584,Iris-virginica
+12,6.499330121578607,3.237671862111355,4.71067849147735,1.5512081778222058,Iris-versicolor
+13,6.523027970158046,3.199739176975047,5.10401501531257,1.9772516507386022,Iris-virginica
+14,6.833374725961461,3.2132732986595416,5.78459987247287,2.2726059531277265,Iris-virginica
+15,4.575215666602647,3.1370132497445162,1.4729057867208537,0.2002330306254513,Iris-setosa
+16,6.193113801325074,2.7758725756903124,4.854162591849306,1.801855405126732,Iris-virginica
+17,5.77613246538901,2.7937509264859397,5.098487959949802,2.408770845936135,Iris-virginica
+18,5.502228031296278,4.2,1.4101186110782227,0.20507050123497034,Iris-setosa
+19,5.218763803529826,2.707923098656575,3.9084544152859473,1.3967670472946088,Iris-versicolor
+20,6.507484778000716,3.2043910498364285,5.078120734639653,2.0057785935673302,Iris-virginica
+21,5.8185796634655205,2.816008018596284,5.1025737030723795,2.4028527144894984,Iris-virginica
+22,4.300000506066432,3.0,1.0989191025772962,0.10000011683311769,Iris-setosa
+23,4.5901280399729885,3.641175276874148,1.0,0.20101081880596708,Iris-setosa
+24,5.488232627030486,4.1999989302447425,1.400385238760444,0.20023476571414808,Iris-setosa
+25,5.817744820282381,2.8149740097637905,5.094608708138665,2.395694603643958,Iris-virginica
+26,5.041810105885622,3.519882464844039,1.403866063277461,0.2042791434402222,Iris-setosa
+27,5.198714218126752,3.3998577561910643,1.4036802511166393,0.19922357186257286,Iris-setosa
+28,5.9756282418189,3.4009063028922832,4.4535315892709555,1.5783418968431904,Iris-versicolor
+29,5.774507146992088,2.8164624654977493,4.5481325667957195,1.334326636052873,Iris-versicolor
+30,5.681270093076187,3.789649476056831,1.641455450867762,0.30401162510992097,Iris-setosa
+31,6.676563856492328,3.0,5.017007182864072,1.6959775162860657,Iris-versicolor
+32,5.205659192492128,3.398962701062267,1.4044155936633953,0.20015685819438667,Iris-setosa
+33,5.636067688458207,2.9277143698976182,3.77407739808234,1.3085649337426604,Iris-versicolor
+34,4.621868300976841,3.2073231369502033,1.4020140385176896,0.19958936795124105,Iris-setosa
+35,5.495436942416229,3.0,4.521292208319054,1.502405680153635,Iris-versicolor
+36,5.689477612358951,3.7842736678621587,1.598192974557794,0.2747196015751146,Iris-setosa
+37,6.70022244091003,3.1208610828186165,4.700485766300691,1.5038704066936712,Iris-versicolor
+38,6.31347448312773,3.292143157721827,4.676587509158699,1.5867177181180843,Iris-versicolor
+39,5.954043595175414,2.9491079483699782,4.535211769738832,1.5056043106578034,Iris-versicolor
+40,6.846886499046308,3.204115623402657,5.70596514992986,2.3042049521575305,Iris-virginica
+41,5.082378521482899,3.284425812032259,1.7324425814676316,0.42400938902688473,Iris-setosa
+42,7.738360473453761,2.5837986750579125,6.9,2.319098496991723,Iris-virginica
+43,5.038515600293659,3.5884633586579566,1.3917074964499552,0.20214236883462539,Iris-setosa
+44,5.004616754950234,3.0,1.5952659988675875,0.20177603187461948,Iris-setosa
+45,7.598382227585244,3.0,6.6152832705969,2.071635506609102,Iris-virginica
+46,4.78324732857794,3.4004339058098836,1.5891617302221561,0.19924215164603487,Iris-setosa
+47,6.105716358830362,2.8892147136098636,4.695110995522304,1.3618370936074828,Iris-versicolor
+48,4.8876530179822355,3.0830672090404723,1.4901707288187853,0.1,Iris-setosa
+49,4.599195505677564,3.5707290396465052,1.000000368201021,0.2000759780550879,Iris-setosa
+50,6.692874401850439,3.0980377294218684,4.672669135585257,1.502412650786044,Iris-versicolor
+51,6.005021028213025,2.190345472854608,4.9923393363089215,1.506873148832485,Iris-virginica
+52,5.114009347639213,2.5058489558066412,2.9535225966600924,1.1000810271259012,Iris-versicolor
+53,5.80749307475277,2.681817771579241,4.004378597537891,0.9077526401257883,Iris-versicolor
+54,5.488035728216159,4.2,1.4110897698042186,0.19741559148590004,Iris-setosa
+55,5.738404141697694,2.988708325750515,4.504809439745188,1.496640844472314,Iris-versicolor
+56,4.626643230380702,3.6104500326559386,1.0,0.20623223227322096,Iris-setosa
+57,5.0565607198072575,3.5383803579069557,1.405840856884249,0.20018685647239345,Iris-setosa
+58,5.518031360116299,3.0,4.499746151159516,1.4746038339573342,Iris-versicolor
+59,6.665928879501549,3.0,4.891025501141328,1.6390335910588127,Iris-versicolor
+60,6.716545067207481,3.0940800711529746,4.688022970087346,1.510996149396296,Iris-versicolor
+61,6.049080953716529,2.9084793522709154,4.611018355469784,1.4525946482024894,Iris-versicolor
+62,5.469214765476066,2.5182622930152068,3.948333130027396,1.262090024416192,Iris-versicolor
+63,6.697273525428001,3.098794559640103,4.709203428401785,1.5022456376103257,Iris-versicolor
+64,4.799784397145176,3.0,1.4001031208144321,0.3657402869555867,Iris-setosa
+65,5.685281627769666,3.7740926174048717,1.6523907603213654,0.30527647124753315,Iris-setosa
+66,5.770243567824051,2.2815326540285965,3.8838360265150387,1.0711994045941302,Iris-versicolor
+67,4.300000506070274,3.0,1.1008638855491932,0.1,Iris-setosa
+68,6.861218581889305,3.1837165019053613,5.359313583134952,2.3009508858000247,Iris-virginica
+69,4.792096088313757,3.0,1.4042944587336168,0.35785745948459535,Iris-setosa
+70,6.201961452033661,2.7981297841465804,4.818070825226007,1.800920992629654,Iris-virginica
+71,5.159826987488656,3.4423358774830843,1.3938987338229407,0.2024150928609367,Iris-setosa
+72,6.193101050917752,3.393872257157225,5.47472640490997,2.3075195573094636,Iris-virginica
+73,5.865665763553602,3.179380589393653,4.770163559225911,1.754927038833888,Iris-versicolor
+74,5.000130601750335,2.0,3.5514528417050233,1.0139795689019755,Iris-versicolor
+75,5.021810220013425,2.000000557188108,3.494637398984894,0.9003666493724312,Iris-versicolor
+76,4.824617978637785,3.0,1.3994995503528902,0.27299078752331074,Iris-setosa
+77,4.413387123129705,2.9115411025866336,1.4069701564862844,0.20025044207233597,Iris-setosa
+78,6.497148649034975,3.0,5.797781748503392,2.1857494558197814,Iris-virginica
+79,5.531951597062539,3.0,4.468524828071802,1.4956063526580738,Iris-versicolor
+80,7.203610248583355,3.2036551445629127,5.9542772065817635,1.7831733584411396,Iris-virginica
+81,5.395832760471986,3.0,4.488593888330223,1.4994089133227246,Iris-versicolor
+82,5.975305873979129,2.192946805016736,4.9812310069254835,1.496543050091196,Iris-virginica
+83,5.884104840170362,3.198728545650491,4.802151483875206,1.7792426822063556,Iris-versicolor
+84,5.093819142617701,3.3059629164836517,1.6345610241924713,0.46778141433888204,Iris-setosa
+85,6.070171652918671,2.567224740132077,5.605413156933508,1.4276795231347879,Iris-virginica
+86,5.391636019977861,3.0,4.464638725844449,1.5034739138705049,Iris-versicolor
+87,6.083563890748373,2.9126029155858855,4.699922639416353,1.4110508320223427,Iris-versicolor
+88,7.235227896429821,3.1625523702549003,6.101983105569779,1.8168428956834257,Iris-virginica
+89,7.6935859163795985,2.8644405689769825,6.669411992566638,2.016084289770718,Iris-virginica
+90,4.398296715952333,3.2058475079434894,1.3177424264606283,0.2024003413715915,Iris-setosa
+91,4.818884418774789,3.3970639500562143,1.8120160761026494,0.19883681793140034,Iris-setosa
+92,5.685027753083974,2.8874655181854507,4.15475820848064,1.2822726640722524,Iris-versicolor
+93,6.843101942577802,3.0805422891372225,5.083799661666536,2.294778945831472,Iris-virginica
+94,4.981586194681769,3.0,1.5859791482645313,0.20013822966095876,Iris-setosa
+95,4.799820709384262,3.4029202412226294,1.647311912582,0.20066493475518912,Iris-setosa
+96,6.349021498981507,2.666381088272051,4.910634581887307,1.789201402583547,Iris-virginica
+97,6.485880132793834,2.796718775907535,4.619174428218357,1.4871651388754707,Iris-versicolor
+98,5.499100586347894,2.502289030131959,3.9760094860113693,1.2974297414390594,Iris-versicolor
+99,6.3243889790663355,2.6014677279291316,4.96278423276547,1.836039038490981,Iris-virginica
+100,5.791191452696687,2.8079070184386694,5.1367388429193594,2.4056254460056565,Iris-virginica
+101,6.118399271527934,2.60080791330278,5.627009908382628,1.3988332542918278,Iris-virginica
+102,5.510821650054146,4.199998876202029,1.394203187362677,0.20398089236661898,Iris-setosa
+103,7.717091985764173,2.7802499524527557,6.718320095190238,2.0097469458938835,Iris-virginica
+104,6.41078012858927,3.200235788009286,5.3523462394117125,2.3037039270310644,Iris-virginica
+105,6.296425886887011,3.3121004497403193,5.960272727448997,2.4999998057599773,Iris-virginica
+106,5.443239365915651,3.0,4.510379362323506,1.5159577391568508,Iris-versicolor
+107,7.899999007050197,3.812405273805198,6.403013150300983,2.042978441037882,Iris-virginica
+108,5.223983047230462,2.7060802607594314,3.9445856265511248,1.4011147277882077,Iris-versicolor
+109,5.15171053699643,2.539942634251511,3.604604883177285,1.2495708514896628,Iris-versicolor
+110,6.0011827865036675,2.1926853148703,4.994931840939724,1.4971201230585536,Iris-virginica
+111,4.3891600382739515,3.208010584127577,1.294102634123914,0.19935863577465102,Iris-setosa
+112,6.806377562663798,3.206427995134714,5.768352896256939,2.307556206150441,Iris-virginica
+113,5.413299221034399,3.0,4.499409302161272,1.5011129909402656,Iris-versicolor
+114,5.871979480104751,3.1741310408926826,4.7946319144792655,1.7688347788669005,Iris-versicolor
+115,5.364754174494131,3.4001297116691584,1.523374148383218,0.4145163218831458,Iris-setosa
+116,5.792380858979396,2.703302461763009,5.08643177605207,1.892966004096217,Iris-virginica
+117,5.02297170705988,2.000000550462213,3.3750673589781925,1.0217082342902037,Iris-versicolor
+118,6.856091271477434,3.2022415284697323,5.810318742303589,2.30701945634611,Iris-virginica
+119,6.125827877996208,3.3653563354416356,4.584485850926705,1.5836486915927654,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/17/test.csv b/iris/tab_ddpm/8_0/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/17/train.csv b/iris/tab_ddpm/8_0/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/17/val.csv b/iris/tab_ddpm/8_0/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/18/synth.csv b/iris/tab_ddpm/8_0/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..006c000d5d7c3bcb0067a3cfb71f70c0afc389db
--- /dev/null
+++ b/iris/tab_ddpm/8_0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7884248151167217,6.375751755743816,2.0221078684169007,Iris-virginica
+1,4.605721485360885,3.181344968885457,1.4035929609561888,0.1974816633529783,Iris-setosa
+2,5.219736682647051,2.703789189010269,3.950804068563762,1.3933404825470423,Iris-versicolor
+3,6.710175838519029,3.0875175330898026,4.683090332654242,1.4749820128281455,Iris-versicolor
+4,5.112082998334675,2.5091049403081787,3.0490938945203183,1.120086663080444,Iris-versicolor
+5,4.602628494984376,3.184612524241802,1.3883430956962906,0.2031365068953807,Iris-setosa
+6,5.685294299726121,3.8180497396926523,1.6132968993763181,0.27640771081733323,Iris-setosa
+7,5.15773221716631,3.4043390766023673,1.4086456299875005,0.20001884718993337,Iris-setosa
+8,4.611905542298557,3.6173836254366534,1.000000388578017,0.20007717393653227,Iris-setosa
+9,7.090773247735032,3.1907603544387717,5.9201238529912885,2.0146072494643015,Iris-virginica
+10,6.95928466004462,3.205657031901602,5.730773397507597,2.3001084943800536,Iris-virginica
+11,5.205700557259028,3.3999634111596553,1.4024972765392643,0.20477698646924938,Iris-setosa
+12,7.899998612576207,3.800511760584708,6.36568278196491,2.0056457907367196,Iris-virginica
+13,5.681806010433452,3.0,4.209735177468766,1.2126842222806462,Iris-versicolor
+14,5.996948955829556,2.191919512365031,4.007479445495155,1.019477230739703,Iris-versicolor
+15,5.801749627816316,2.704150049545283,5.097931909705575,1.9378065386360068,Iris-virginica
+16,7.7021858550297555,2.8153425286288285,6.711377605190978,1.9741268917379213,Iris-virginica
+17,6.448153960117141,2.8121178720102673,4.541943569305102,1.4879363283185052,Iris-versicolor
+18,6.778506592137214,3.2093271971934576,5.748439785220061,2.294603942183644,Iris-virginica
+19,6.9917048444275345,3.1732960938930237,5.714409530326744,2.3136569009702264,Iris-virginica
+20,6.285667644484383,2.4541481898570683,4.9875451501641095,1.87723058650087,Iris-virginica
+21,6.290041737068476,3.40322530002481,5.557380398345217,2.377386021974317,Iris-virginica
+22,6.326821639485957,3.293639936696756,5.951455663445167,2.4999997500287963,Iris-virginica
+23,5.423198614045903,3.902506203771239,1.2977465273773876,0.3898544618742063,Iris-setosa
+24,5.5172510123614344,2.4419951939685047,3.7147097040934205,1.0043256441874553,Iris-versicolor
+25,6.650504566874446,3.0,4.478082263658449,1.436128942982581,Iris-versicolor
+26,5.089241848407441,3.2865653677573397,1.6565109615526197,0.4738893143524044,Iris-setosa
+27,4.802825908400586,3.4031384708284786,1.758272140582402,0.19989648159874435,Iris-setosa
+28,6.476342203807473,3.0,5.740479834866319,2.2013124308143732,Iris-virginica
+29,7.705816011671649,2.8290115278617107,6.703604278507353,2.0215294807256643,Iris-virginica
+30,6.331068901249622,3.307857938689244,5.969424453296291,2.5,Iris-virginica
+31,6.266511737773357,3.30866553212539,6.047700412536126,2.5,Iris-virginica
+32,5.917042705795269,3.19689300533673,4.796504950459083,1.8001179329429926,Iris-versicolor
+33,6.644198527415587,2.802774503921152,4.6788588949486,1.47174817923364,Iris-versicolor
+34,5.688293063075455,3.0,4.1917426069365,1.1951057523142945,Iris-versicolor
+35,5.555810644552374,2.498845389258835,3.9635935573962966,1.1705943720841414,Iris-versicolor
+36,6.260612812221407,3.3986482255286066,5.509509824130399,2.374658808945154,Iris-virginica
+37,6.7147408483885735,3.0,4.99914952857163,1.6837231821799488,Iris-versicolor
+38,4.802554972649501,3.4001613430381226,1.8732549407547403,0.2010117556875658,Iris-setosa
+39,5.19420503149785,2.6900220766348952,3.9016915625600928,1.3903097623654794,Iris-versicolor
+40,4.613250140732443,3.1087168987310747,1.5033541366843106,0.20012204514529042,Iris-setosa
+41,7.702448883584623,2.59139347970436,6.9,2.3053437591415533,Iris-virginica
+42,6.321848555763732,3.393039354297478,5.59519895383811,2.3883513252293778,Iris-virginica
+43,4.634746474580177,3.2257261428212476,1.4060593513779807,0.1972470378789249,Iris-setosa
+44,7.180458990052183,3.209517451235971,5.974329363269757,1.7989363327643626,Iris-virginica
+45,4.804517497541267,3.3984199462672158,1.7698883709634798,0.19830896150410804,Iris-setosa
+46,5.7385160587577975,2.7898613947852025,4.199140690428719,1.0815098051045364,Iris-versicolor
+47,4.402396622325039,2.9133527633535525,1.3959143021548146,0.1996243088638065,Iris-setosa
+48,4.606635681166847,3.1010530560395817,1.5064082384437962,0.20001621323984528,Iris-setosa
+49,6.341678896587991,3.2796022217010505,4.699462263343994,1.5985944160213064,Iris-versicolor
+50,6.220846516584205,2.2063055635418807,4.524122758918404,1.4805850764998318,Iris-versicolor
+51,4.995809234671387,3.0,1.59453363150449,0.19989880850532982,Iris-setosa
+52,5.0175405977143965,3.3996528573899587,1.7706106567030027,0.42028651465482764,Iris-setosa
+53,4.61187012621929,3.6036622527377857,1.0,0.2053083976741365,Iris-setosa
+54,4.967782206846948,2.0,3.524668773456228,1.0182329724087822,Iris-versicolor
+55,5.585697202937253,2.9001904250083053,3.505350077591716,1.3068474296637105,Iris-versicolor
+56,6.806178733083272,2.803185543984694,4.797726724092452,1.4019678506483522,Iris-versicolor
+57,5.962551896803161,2.8898028666909226,4.460909677055194,1.4954040732272866,Iris-versicolor
+58,4.590944528254503,3.65358070275327,1.0,0.19710223268146995,Iris-setosa
+59,4.991937300632167,3.661982052530429,1.4105560910223718,0.19940327071193725,Iris-setosa
+60,6.802600868856438,2.810604851173356,4.808788173655053,1.4001081543916047,Iris-versicolor
+61,6.109305568231149,2.8743924810944566,4.705028810536869,1.3364075717884252,Iris-versicolor
+62,5.223180536672565,3.399306075489249,1.4003241930750323,0.19837155489658248,Iris-setosa
+63,7.71560765257675,2.603046375300046,6.9,2.3054818930029404,Iris-virginica
+64,6.00459385658787,2.189515509361962,4.009588138659095,1.0051385457406299,Iris-versicolor
+65,4.3,3.0,1.1066321629750242,0.10000009173090979,Iris-setosa
+66,4.406632366555351,2.91159238967368,1.3975034617773965,0.20192791812365032,Iris-setosa
+67,6.600687146176947,3.0,4.4272305440836766,1.4209911505990342,Iris-versicolor
+68,6.8446977517947705,3.179640874302482,5.828964381557412,2.2998849229037788,Iris-virginica
+69,5.630368887595335,3.7399015954666766,1.5732418477913337,0.309272657533776,Iris-setosa
+70,6.330714543906944,2.6714181644269543,4.923098687177384,1.8081176450126826,Iris-virginica
+71,6.702011294037742,3.0,5.003867502222882,1.7087732877552109,Iris-versicolor
+72,6.675253238914278,2.4951513235273253,5.818430729742997,1.766820839762778,Iris-virginica
+73,6.534933518285608,2.827587284480649,4.625624731842421,1.508567141493421,Iris-versicolor
+74,5.79040485262507,2.7146819243595353,5.093941474458223,1.9129126675964274,Iris-virginica
+75,7.697707515738243,2.797958624581713,6.706882687598144,1.9943236124249046,Iris-virginica
+76,6.914136482435329,3.199752443414234,5.690057662841703,2.2945815185748413,Iris-virginica
+77,7.690847221169388,2.82019890151606,6.685357593415829,2.029839792642517,Iris-virginica
+78,5.268992564121021,3.3996535338746607,1.420498762898767,0.23377339036406336,Iris-setosa
+79,6.487490300132174,3.1902755172281374,5.086906193091051,1.9841527108599921,Iris-virginica
+80,6.012122318772316,2.187507527872119,4.034689127884139,0.941510763436838,Iris-versicolor
+81,4.300000708624362,3.0,1.088953521899786,0.10000009184290708,Iris-setosa
+82,6.383834921372537,3.208417578047945,5.291280575044461,2.29597392116215,Iris-virginica
+83,6.699334723955718,2.4987209445902163,5.906312659913735,1.800771187341758,Iris-virginica
+84,5.478010892751225,2.502583157505866,3.993812391724003,1.312484502902015,Iris-versicolor
+85,4.931094270242285,2.0,3.583946964362977,0.9840752110740348,Iris-versicolor
+86,4.618511028672581,3.644631408347995,1.0,0.19480767790520528,Iris-setosa
+87,6.386203177727544,3.204111031584215,5.291482629179061,2.3125551856047095,Iris-virginica
+88,6.260138653661361,3.389277294406986,5.499355167697592,2.3036026110538503,Iris-virginica
+89,4.838984935835368,3.0074445020549643,1.4542018955517075,0.10000009346029305,Iris-setosa
+90,5.574799005731735,2.4802447102538965,3.847683794758308,1.1128501837464166,Iris-versicolor
+91,5.782365389870183,2.7055333611480883,4.111632914009312,1.0220248080092809,Iris-versicolor
+92,5.1567213291252605,3.409745582524169,1.4083074972758203,0.19794332769492773,Iris-setosa
+93,4.3000006433080165,3.0,1.0997189291757123,0.1,Iris-setosa
+94,5.699783680007545,2.9112387678348215,4.245533999346681,1.3124200321920827,Iris-versicolor
+95,5.167692846683947,2.5232416783335454,3.315468946544365,1.1362466875850594,Iris-versicolor
+96,5.764532103586976,2.6978080690908994,4.0643387384252225,0.9502426193760667,Iris-versicolor
+97,4.807594744725615,3.0,1.3885614450106112,0.1,Iris-setosa
+98,5.697618522736786,3.0,4.173184595263751,1.2032734486831471,Iris-versicolor
+99,4.389701573492296,2.880212900772654,1.3816163781874118,0.1960645839200547,Iris-setosa
+100,4.880393168596158,3.095987688984144,1.4742481045536542,0.1000000985390642,Iris-setosa
+101,6.010523248553852,2.214503514978632,4.990818415534715,1.4982947818801813,Iris-virginica
+102,6.256622292725958,3.2964434260205144,5.968916418265321,2.5,Iris-virginica
+103,5.77426128114774,2.690836323791566,5.094934659642354,1.8988783788422336,Iris-virginica
+104,6.394980408175013,3.194327714547892,5.311699504713825,2.2953360439939594,Iris-virginica
+105,5.781499281144336,2.6833435934693646,4.097075749785725,0.9518958710288726,Iris-versicolor
+106,5.669369397301335,3.0,4.1339481233976425,1.2032715112044565,Iris-versicolor
+107,6.215664546767805,2.7908820307151987,4.842017569212556,1.8205193289875066,Iris-virginica
+108,5.393891718383959,3.4052507321094283,1.5133570909663392,0.40979829194618655,Iris-setosa
+109,7.718621319740713,3.0,6.122698433737403,2.311158265220696,Iris-virginica
+110,4.3,3.0,1.0969478508779607,0.1,Iris-setosa
+111,6.098765907111779,2.5960730217362977,5.597951318520932,1.3981448580947613,Iris-virginica
+112,4.80836736882706,3.0,1.3963192936417528,0.1,Iris-setosa
+113,6.180796240334398,2.8292100513311405,4.802980878414958,1.8165073954989912,Iris-virginica
+114,6.688592132851341,2.4739496678211097,5.756804483850114,1.783882016929451,Iris-virginica
+115,5.811829936065611,2.7039860740465502,5.096195281668517,1.8992723325450693,Iris-virginica
+116,5.821762090727934,2.713683537253474,4.205115949546997,1.0206403353167768,Iris-versicolor
+117,4.58699176349069,3.101341633218983,1.4931708264208365,0.20011311718564725,Iris-setosa
+118,7.69988685299811,2.581739106879087,6.9,2.3091306737593933,Iris-virginica
+119,5.088321502073488,3.4495890472881237,1.3998507784364866,0.198802807289359,Iris-setosa
diff --git a/iris/tab_ddpm/8_0/18/test.csv b/iris/tab_ddpm/8_0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/18/train.csv b/iris/tab_ddpm/8_0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/18/val.csv b/iris/tab_ddpm/8_0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/19/synth.csv b/iris/tab_ddpm/8_0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a064b4966c932adb0a1b0835b2da93f703bf87bc
--- /dev/null
+++ b/iris/tab_ddpm/8_0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.116523787901109,2.5910852897560566,5.592898395244469,1.3896135982094608,Iris-virginica
+1,5.411380257859106,3.9201931273570616,1.2855082342188102,0.4081953271564921,Iris-setosa
+2,6.709356569767367,2.481013161734045,5.7968022452486005,1.7954998559396667,Iris-virginica
+3,6.395765864248785,3.191870900527629,5.286136658800088,2.275285811445323,Iris-virginica
+4,6.273357624688566,3.4068739687785583,5.585555182437565,2.3968612076519036,Iris-virginica
+5,7.103225046240107,3.2033785126134435,5.936960140944565,1.8939073485942934,Iris-virginica
+6,4.595410655119078,3.085654043414762,1.5164802011605478,0.20068011477827147,Iris-setosa
+7,6.269868844701807,2.7242554287764693,4.870036312423057,1.8096956776582633,Iris-virginica
+8,6.791164459515494,2.8070309941176905,4.8313193307212465,1.4109160889875045,Iris-versicolor
+9,6.306456726516924,2.497199565774439,5.020805514109822,1.896821673857385,Iris-virginica
+10,4.869167654735054,3.0232916834562653,1.4777425506052506,0.10000009798394327,Iris-setosa
+11,6.012282423246257,3.399118162103698,4.486759092075267,1.5998317402007671,Iris-versicolor
+12,5.7680924483014895,2.8184310627419813,4.492445694635166,1.3378535762517016,Iris-versicolor
+13,6.712317445385809,3.0,4.988351875116987,1.6825215337167603,Iris-versicolor
+14,7.711796161537258,2.795010128201346,6.712678635284963,2.0263875353123018,Iris-virginica
+15,4.300000477834041,3.0,1.0995605892865778,0.10000009221278655,Iris-setosa
+16,6.603915488146761,3.0,4.405843717564404,1.408725041990868,Iris-versicolor
+17,5.752106517938751,2.6936801902792356,5.093969244549095,1.892369781431782,Iris-virginica
+18,6.597201686558594,3.0,4.443138940996369,1.4039045365174179,Iris-versicolor
+19,5.850030097390471,2.698535402037379,5.07834218862329,1.8953554196411067,Iris-virginica
+20,5.77893526211667,2.7066529680220324,5.104104137125557,1.8988338363927992,Iris-virginica
+21,6.09259574033148,2.593434411874042,5.617742724408355,1.3978870135320014,Iris-virginica
+22,5.517662720753122,4.199999127291957,1.4099553121869792,0.20067257522092122,Iris-setosa
+23,4.609141717968781,3.188488505623909,1.4023393744420791,0.1979205852955462,Iris-setosa
+24,7.703668219928178,2.6056798546812185,6.9,2.28445701733566,Iris-virginica
+25,6.68276233678872,2.5137420329472957,5.710510793265057,1.8145158709891045,Iris-virginica
+26,5.796594650939478,2.8076667584288386,5.0892317227026584,2.400794052117137,Iris-virginica
+27,5.722019955678389,2.9109417339963013,4.218069360418921,1.2898237698412862,Iris-versicolor
+28,5.83605190983611,2.700301514719152,4.071833356108788,1.0083850008316149,Iris-versicolor
+29,6.2908777389301305,3.3099695927407664,6.013238627816249,2.5,Iris-virginica
+30,6.208708214370789,3.4016022718980246,5.456526623881085,2.3608084023157536,Iris-virginica
+31,7.66570402648267,2.6102205577009663,6.8999989621586435,2.2923329479202152,Iris-virginica
+32,6.303640785562066,2.5047184471044583,4.995960825154403,1.9017696997943412,Iris-virginica
+33,4.592705393155696,3.607245387367042,1.0,0.19804676841239716,Iris-setosa
+34,6.933120844249253,3.1950418757195087,5.664414212681789,2.302690446811142,Iris-virginica
+35,4.990737973653519,2.0,3.3528625825855984,0.9515076448568692,Iris-versicolor
+36,6.790343346639615,3.164305988416333,5.435394830741615,2.308188046333742,Iris-virginica
+37,5.054021168233928,3.549130394828021,1.401748620516837,0.20127548105813411,Iris-setosa
+38,6.4155959595215055,3.198478323067949,5.331313598662739,2.299450255167815,Iris-virginica
+39,5.509203776316542,4.19999899664247,1.3954663455446483,0.19747882983669912,Iris-setosa
+40,5.6949131530162775,2.7967896687468503,4.515485996617153,1.3055645616134084,Iris-versicolor
+41,6.271040392452768,3.3954293970240768,5.614070012254185,2.3886257077010606,Iris-virginica
+42,4.609855175415056,3.176109931693087,1.421719721020452,0.20027266493659032,Iris-setosa
+43,5.922544608626626,3.201389558589584,4.793987159158154,1.7991634057309207,Iris-versicolor
+44,5.628884914712784,3.0,4.524096926144692,1.5121447118357565,Iris-versicolor
+45,4.30000051518725,3.0,1.1045372138274965,0.10000009152422641,Iris-setosa
+46,5.101642146940947,3.2993760210992487,1.7591160674726165,0.4283279377970398,Iris-setosa
+47,4.300000645846536,3.0,1.1039634140772436,0.1,Iris-setosa
+48,4.607147342709845,3.179270798114586,1.4230840722733844,0.20170470752293673,Iris-setosa
+49,5.791886365276983,2.772694921244048,4.095489675349636,1.0859211435918223,Iris-versicolor
+50,5.806799826892113,2.802359435493263,5.10059763523816,2.4158433875610825,Iris-virginica
+51,6.694585779261194,3.0,5.410855616684141,2.1880486105739054,Iris-virginica
+52,4.30000051828006,3.0,1.1079215464890189,0.10000011647293863,Iris-setosa
+53,5.505631955555058,3.0,4.475527332293672,1.4913956516735682,Iris-versicolor
+54,5.006571463949554,2.0,3.624246859255843,0.9753434946138242,Iris-versicolor
+55,6.318501932677813,3.3055607764176727,5.996941012312324,2.499999761198109,Iris-virginica
+56,4.4030093610984204,3.077850735328969,1.3198925169141191,0.20113640861213508,Iris-setosa
+57,5.7162117868627,2.932192278508861,4.2413162839499625,1.3060391568279643,Iris-versicolor
+58,5.511503018077622,2.4962457235374584,4.017769641426228,1.3232234373836687,Iris-versicolor
+59,4.786474160934541,3.392053515264356,1.9147697977752984,0.19883897195315314,Iris-setosa
+60,6.522368295237121,2.951801305877605,4.464124867632831,1.4071687436172868,Iris-versicolor
+61,7.9,3.8284986381121966,6.445194203802189,2.039366810936294,Iris-virginica
+62,6.257218885214179,3.3201045085728116,4.701202097510101,1.5990231583770984,Iris-versicolor
+63,5.155811860084236,3.4045084090410938,1.3923312465581494,0.19970926801031308,Iris-setosa
+64,6.51706930426954,3.0,5.818832229101001,2.212343599409721,Iris-virginica
+65,7.71829936512505,3.0,6.147744941648323,2.3067300897061607,Iris-virginica
+66,5.095748431552362,2.480557347795068,2.9632002802971154,1.0700046267363437,Iris-versicolor
+67,5.114841760902152,3.4073297467489416,1.4023908303079704,0.19936143290403718,Iris-setosa
+68,6.673853916054069,3.0,4.988962413594513,1.7146603868229886,Iris-versicolor
+69,5.975043156973057,2.8856727216569267,4.588279271455106,1.4499353997060012,Iris-versicolor
+70,6.421290973163353,3.2036389376468013,5.266649313933682,2.294163420564422,Iris-virginica
+71,6.077184039522349,2.582743749952509,5.051001797166717,1.893704757848353,Iris-virginica
+72,6.006057648620887,3.4022045777538423,4.525215107731814,1.5969222801241412,Iris-versicolor
+73,7.6267590021764455,3.0,6.6305596224111545,2.097581376277394,Iris-virginica
+74,6.714828094511186,2.5016193816751287,5.759181224937744,1.8046312625802974,Iris-virginica
+75,5.088312002450175,2.5085952852918756,2.94380039303556,1.1134373541929705,Iris-versicolor
+76,5.695689982815357,3.0,4.2144270131254595,1.2111530645714685,Iris-versicolor
+77,7.059645398929819,3.0957359555345243,5.993905369502122,1.8023609130531755,Iris-virginica
+78,5.642751089704289,3.0,4.228720605157826,1.2912596674432095,Iris-versicolor
+79,5.734669748157767,2.8692958365090138,4.2447686080387745,1.283583076904072,Iris-versicolor
+80,5.8049017669322165,2.80632138473513,5.096465344391175,2.3982820464935855,Iris-virginica
+81,6.318978230975399,3.2905560956855693,4.705131844068955,1.6050530853388292,Iris-versicolor
+82,4.809081096225177,3.0,1.4152737849600128,0.10000009750063146,Iris-setosa
+83,5.071819802344282,2.487384700637212,2.810428158517924,1.078985802407433,Iris-versicolor
+84,5.710884115743657,2.8535852283382823,4.405534919313252,1.2858979943566105,Iris-versicolor
+85,4.607321337839439,3.6095342498283975,1.0000003919001346,0.20056095521492445,Iris-setosa
+86,5.000349268341074,3.405523266595214,1.6723164575574447,0.3637794651876879,Iris-setosa
+87,5.816699314235345,2.815469622140081,5.133179911011925,2.4034684881363386,Iris-virginica
+88,5.731654118186939,3.0,4.486817234274416,1.5278168386452704,Iris-versicolor
+89,5.618836314435357,2.493940168718399,3.918299116847596,1.0990450860379237,Iris-versicolor
+90,6.31208055756237,3.3985997343436805,5.602836145826145,2.4022025877129782,Iris-virginica
+91,4.995125278467725,3.403271895451811,1.5995414690156764,0.39555243761815323,Iris-setosa
+92,5.467188708628368,3.0,4.506110272485037,1.483765439697788,Iris-versicolor
+93,5.523068598880324,2.4695383925286207,3.971180340565495,1.266300567407165,Iris-versicolor
+94,6.31270316331076,3.401696625047681,5.576987412552807,2.4010542725857196,Iris-virginica
+95,6.692570898665049,3.106741282842114,4.677540522919038,1.492264312058849,Iris-versicolor
+96,5.763716530876396,2.7046255841060556,5.099976696207324,1.8935954567541544,Iris-virginica
+97,4.3,3.0,1.0996000224915057,0.1,Iris-setosa
+98,5.998090957761071,2.2079119371944325,3.9856883332135595,1.0262459810938669,Iris-versicolor
+99,4.827676385041809,3.0,1.4488155194841732,0.10000009128814656,Iris-setosa
+100,5.077890371968204,3.561507204468569,1.3989685196632078,0.2005279949118229,Iris-setosa
+101,5.21485355639797,2.6925099475545515,3.9225431749113633,1.399906930808853,Iris-versicolor
+102,5.096755014391725,3.8303640919383786,1.7991464222290712,0.19984456290571007,Iris-setosa
+103,6.010101919973214,2.267382813063324,5.050940050202693,1.4526047231208652,Iris-virginica
+104,4.300000786663026,3.0,1.1017565302095507,0.10000012115464826,Iris-setosa
+105,6.001894553191738,3.4031005377536894,4.462455581133106,1.593227988102159,Iris-versicolor
+106,5.381677620170211,3.4018753240445436,1.4991259866776483,0.39850922928941124,Iris-setosa
+107,7.60394569198105,3.0,6.605097518136339,2.0778885017729607,Iris-virginica
+108,6.099453542936477,2.592156491815058,5.620346604817291,1.4003649249015655,Iris-virginica
+109,5.483769338764292,2.4239705571365286,3.689531446552118,1.0317857750595043,Iris-versicolor
+110,4.300000686084138,3.0,1.096699830697647,0.10000010145482319,Iris-setosa
+111,4.797945357513329,3.401456031933702,1.655381180296046,0.19880747657004005,Iris-setosa
+112,6.84935125595592,3.2009108756332534,5.935825107393406,2.2938005329499522,Iris-virginica
+113,6.213925757231079,2.2009081972315396,4.476097818540965,1.4950385824358228,Iris-versicolor
+114,5.010702516101972,3.6102860049264196,1.3943581156178007,0.20041701755046326,Iris-setosa
+115,7.9,3.7726900146444784,6.423669439936304,2.006670365337824,Iris-virginica
+116,6.502647310368866,3.0,5.807492927405897,2.2085327967092274,Iris-virginica
+117,6.6909877551435875,2.4966849591955436,5.799734911964259,1.7848507801445521,Iris-virginica
+118,4.405309540390302,3.203111065745044,1.310252630264719,0.19969496079129334,Iris-setosa
+119,4.794897594646064,3.0,1.4034438128107147,0.2762366276989898,Iris-setosa
diff --git a/iris/tab_ddpm/8_0/19/test.csv b/iris/tab_ddpm/8_0/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/19/train.csv b/iris/tab_ddpm/8_0/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/19/val.csv b/iris/tab_ddpm/8_0/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/2/synth.csv b/iris/tab_ddpm/8_0/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fa1e95aa4c6a7255a77fbe7071fdbb0e8c2526c7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.01799059515832,2.2124998396784408,4.990647501441938,1.514428569126656,Iris-virginica
+1,4.59659210684303,3.6657133564043,1.0,0.20275335760823027,Iris-setosa
+2,6.130670479795109,2.5978788183997663,5.614417473482874,1.409383627516889,Iris-virginica
+3,6.831502618919276,2.792731722812993,4.793877801450344,1.3873195493370747,Iris-versicolor
+4,6.2738522948739694,3.397502643138098,5.604111064159087,2.3744069475514515,Iris-virginica
+5,6.708603359313035,3.1338389722342748,4.70763954921951,1.5107598044434112,Iris-versicolor
+6,4.3,3.0,1.0996991038476254,0.1,Iris-setosa
+7,4.801240687773719,3.3949929640327734,1.595235957201783,0.19692046780519262,Iris-setosa
+8,6.301999365999209,3.296580812194046,5.976707311376351,2.499999774248622,Iris-virginica
+9,5.9118891185835505,2.906031428686055,4.545420742960479,1.4710671265286255,Iris-versicolor
+10,5.531577523457191,4.199998919751914,1.4095769168820027,0.20420605141307052,Iris-setosa
+11,6.754798518370363,3.164379750681078,5.757223446312121,2.2584776721116917,Iris-virginica
+12,5.692898464253522,3.0,3.990249354707042,1.2489955623334297,Iris-versicolor
+13,6.518668082377374,3.1944774138569145,5.094680013604338,2.007862609449561,Iris-virginica
+14,5.830012757533119,2.706607211212853,5.0654766581634325,1.907239592364681,Iris-virginica
+15,5.709874648665301,2.8974971689733477,4.175198039548149,1.3008419539413874,Iris-versicolor
+16,6.089397504763455,2.588037559502105,5.602720163022386,1.4034789027420902,Iris-virginica
+17,5.221180935767466,3.399763470321875,1.395798333619513,0.19731210958155299,Iris-setosa
+18,7.728947772601015,2.6041609115406,6.9,2.302279018583144,Iris-virginica
+19,5.068277558892083,3.3412079534994,1.6554772145303196,0.47602262362960546,Iris-setosa
+20,7.732462733030562,2.6031742398350426,6.9,2.3072450217432854,Iris-virginica
+21,5.7823591951090085,2.7056439187987538,5.083944177412308,1.9095256803935723,Iris-virginica
+22,6.012657406758941,2.1966591603335237,4.98966747848181,1.5109311336356626,Iris-virginica
+23,6.30107985687105,3.3931616830485134,5.595529744037104,2.4018621469852204,Iris-virginica
+24,5.758734532351284,2.7902163985605877,4.063313062535408,1.1066186180922852,Iris-versicolor
+25,4.991754567767372,3.408735701069917,1.7284436014865803,0.3142737075459129,Iris-setosa
+26,6.315158474589083,3.3046908851239998,5.998705261891004,2.5,Iris-virginica
+27,4.599132332511787,3.101584236491897,1.5095148668191616,0.2012151369036994,Iris-setosa
+28,4.808024336330631,3.3999922445185837,1.7841630742125796,0.2025062513629932,Iris-setosa
+29,5.4618849829862075,3.0,4.4937619705988885,1.4986161501808697,Iris-versicolor
+30,4.417203431171523,3.20246269077303,1.3170890734279235,0.19196998709332164,Iris-setosa
+31,4.399543165624164,3.1975939054658666,1.2894477184867217,0.19947560014402085,Iris-setosa
+32,6.010228683170043,2.2000668260536025,4.0254469152329335,0.9545674728493669,Iris-versicolor
+33,5.174561784296463,2.7112981672608907,3.9163108324918587,1.4007790044420356,Iris-versicolor
+34,7.711117148617063,2.5858634511713965,6.9,2.3010837648975064,Iris-virginica
+35,5.7029392907801055,3.0,4.06828058181031,1.2717913801579284,Iris-versicolor
+36,5.125129706212601,2.502709396737341,3.0486659384647137,1.1074135459983174,Iris-versicolor
+37,7.9,3.8005192734563598,6.401511081987815,2.021114395761031,Iris-virginica
+38,6.665452435823044,3.048641417058485,4.594892562897007,1.4469755863619083,Iris-versicolor
+39,5.110307159901142,3.33660591565384,1.5898274104084527,0.4318430014228257,Iris-setosa
+40,5.555589177716918,3.0,4.507366566063103,1.5017350190253715,Iris-versicolor
+41,5.492342617910507,4.2,1.4075147350782538,0.19639460900560232,Iris-setosa
+42,7.689070021364784,3.0,6.085840176724015,2.2783703945990403,Iris-virginica
+43,6.69679724775437,3.1099355256976216,4.703983506823877,1.4952594686866258,Iris-versicolor
+44,5.602250117512837,2.894513571171542,3.5989526769405087,1.3110684599704447,Iris-versicolor
+45,5.01209237445668,2.000000484031533,3.581782375937204,1.025047883601805,Iris-versicolor
+46,6.0337402522105394,2.875102953208189,4.632872215057813,1.441563296094631,Iris-versicolor
+47,6.0184386890425055,3.3986944234764658,4.508216552678884,1.6262527092186827,Iris-versicolor
+48,6.289107416831287,3.3991703458844933,5.620784663509713,2.3962304864375557,Iris-virginica
+49,4.782169489762369,3.0,1.4038275060742968,0.28862018524595273,Iris-setosa
+50,5.872680766056097,2.884418747770584,4.335279282739304,1.4474240852396045,Iris-versicolor
+51,5.4821448376148005,4.199999230569665,1.3733813171848528,0.1924957948032402,Iris-setosa
+52,4.78965749057364,3.4049288996664018,1.7017952588590644,0.20042596871541848,Iris-setosa
+53,5.999683527990122,2.9041653009075854,4.5158704323462535,1.4998421814985248,Iris-versicolor
+54,5.021450650584697,3.0,1.5887019029943077,0.199120947510863,Iris-setosa
+55,6.49309759503682,3.0,5.806969448106435,2.191443816657169,Iris-virginica
+56,5.130932759195663,3.298423776035505,1.7309882421532177,0.4633185024211739,Iris-setosa
+57,5.80029932742116,2.7079635256570436,4.111003197117919,1.0305569693863241,Iris-versicolor
+58,5.209894886033819,2.7102317938073366,3.920148183247416,1.4070105892717608,Iris-versicolor
+59,6.799349529960891,3.212169135497325,5.850872746466307,2.307700693917616,Iris-virginica
+60,6.789789584480654,3.202151821869973,5.903964179498442,2.292665831438201,Iris-virginica
+61,5.637348199773009,3.0,4.512928468764044,1.5087474772999996,Iris-versicolor
+62,6.323767772533884,3.292755490048065,4.695951660893281,1.5948707388676544,Iris-versicolor
+63,6.709545126068546,3.0,4.998355525959382,1.687202433145288,Iris-versicolor
+64,4.811523028748703,3.4025367743243664,1.8569425721894068,0.2027289697627775,Iris-setosa
+65,4.778237287536982,3.0,1.4034949166255082,0.27959994952841577,Iris-setosa
+66,5.473218167168783,3.0,4.4915920561731975,1.4882528202569318,Iris-versicolor
+67,4.974608497931295,2.0,3.575991008045493,1.0546447952943965,Iris-versicolor
+68,5.908959610546248,3.2010893809955734,4.820740611163548,1.7797213216467063,Iris-versicolor
+69,6.856609516967192,3.201662369646572,5.682860413910087,2.3078756964835216,Iris-virginica
+70,5.213781693307348,3.4014179720144955,1.4029027296855188,0.19925053039289745,Iris-setosa
+71,5.997451492079635,3.398129412928147,4.473575046826969,1.6023891027573725,Iris-versicolor
+72,6.236342757149067,2.7704101738444042,4.82194684387467,1.8050789603703092,Iris-virginica
+73,5.602649322031903,2.894239212353013,3.5305107030330225,1.3003482298269355,Iris-versicolor
+74,6.9160255111219815,3.104386479459649,5.079949952384323,2.2992531064833885,Iris-virginica
+75,5.778831881269061,2.682200398623011,5.106646099296048,1.8962490941280403,Iris-virginica
+76,5.1587345325530665,2.6274284670300854,3.7545865600843604,1.328795085349895,Iris-versicolor
+77,5.157645314084884,2.532546892750068,3.3720578592381845,1.1902303825540241,Iris-versicolor
+78,4.3,3.0,1.0937847932835965,0.1,Iris-setosa
+79,6.294532543421065,2.514422410802345,4.994022387385459,1.8784608568662078,Iris-virginica
+80,5.0046226401527,2.000000610621946,3.408722908046637,0.9851938913249423,Iris-versicolor
+81,6.6796426758229925,3.0,5.005536537281302,1.6977806195750977,Iris-versicolor
+82,4.402206507901044,2.9057996999122904,1.4004333533140818,0.20121924308110864,Iris-setosa
+83,6.002672016575616,2.199251384986918,3.993709129063761,1.0177821185537488,Iris-versicolor
+84,4.402611618126781,3.1932530948858617,1.2847634941692156,0.20056551327681096,Iris-setosa
+85,6.456293328734227,3.0,5.745819284892677,2.21711405637126,Iris-virginica
+86,5.353007621674588,3.0,4.494141649903331,1.5036822918457633,Iris-versicolor
+87,5.240327528829917,2.712997771597,3.9546850521317674,1.4142712975778704,Iris-versicolor
+88,6.818478908307733,2.798748967813357,4.787336697516265,1.4015637374002452,Iris-versicolor
+89,6.89397694116233,3.194745637044695,5.703631816550913,2.2690065886846162,Iris-virginica
+90,5.542725216160221,2.5014771807151894,3.818307795881164,1.0985402309655534,Iris-versicolor
+91,5.163422019902241,2.5039562352824567,3.3787242871432985,1.1356203387550223,Iris-versicolor
+92,5.222728852878597,3.3985521914462393,1.3926980154083106,0.19993946534810886,Iris-setosa
+93,5.720430975161757,2.801595234302241,4.502616628747788,1.2762851277438831,Iris-versicolor
+94,6.807106955604425,2.8126424349600883,4.773299410486732,1.3983363638769761,Iris-versicolor
+95,6.708127987119027,3.0,4.9812651125986305,1.6893838785711537,Iris-versicolor
+96,6.68397654774625,3.0,4.970127433626627,1.6935594319793994,Iris-versicolor
+97,5.979742185533973,2.204779681311395,5.016145708794383,1.485741219504558,Iris-virginica
+98,4.604112540701294,3.60961449113209,1.0,0.1894820208228719,Iris-setosa
+99,5.558441816575131,2.442493989097291,3.804159379035266,1.074057280139552,Iris-versicolor
+100,5.840711242792148,2.8939728464827574,4.367870460628922,1.3934529887543627,Iris-versicolor
+101,5.581419234447465,2.502040546929327,3.964385274863436,1.1274705677932444,Iris-versicolor
+102,5.398641970366449,3.0,4.492121059351036,1.4966053724383448,Iris-versicolor
+103,6.6715994844512885,3.028915713319206,4.594646761802133,1.4591807047559897,Iris-versicolor
+104,5.7626798098277785,2.771060139422861,4.413213467248132,1.1828972651620366,Iris-versicolor
+105,5.7773396474875724,2.816537448462799,5.109810100252194,2.400885322673272,Iris-virginica
+106,4.300000497142241,3.0,1.1008362084293737,0.1,Iris-setosa
+107,5.016494390437078,3.759540852504034,1.5820197718708482,0.19782563953798288,Iris-setosa
+108,5.811626149830784,2.698128305112624,4.056547782437165,1.0451644469314958,Iris-versicolor
+109,5.296153123802503,3.375436376609512,1.5325272559369694,0.46351474419333877,Iris-setosa
+110,5.71332194906994,3.807173366054422,1.6732354048929226,0.30360927732878656,Iris-setosa
+111,7.712996738900813,2.600181022691634,6.9,2.2906017866402286,Iris-virginica
+112,6.025525538023383,2.9134628368856177,4.535031810983424,1.499985199975903,Iris-versicolor
+113,5.518808841733189,2.5472482192172183,4.143144726187771,1.3322658165632715,Iris-versicolor
+114,4.591909772383609,3.5874799848433634,1.0000003805050517,0.20462698761964435,Iris-setosa
+115,4.3,3.0,1.1014724677424936,0.1,Iris-setosa
+116,5.214073513456108,3.403086303570164,1.403909128319059,0.20152520815096464,Iris-setosa
+117,6.69350741068968,2.5092653811619954,5.754933901765973,1.7904968244237458,Iris-virginica
+118,6.082199058839878,2.607271844302499,5.584042624138959,1.4129683611718504,Iris-virginica
+119,5.105582375585765,3.7677153527708334,1.6044894926036033,0.19937980142887773,Iris-setosa
diff --git a/iris/tab_ddpm/8_0/2/test.csv b/iris/tab_ddpm/8_0/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/2/train.csv b/iris/tab_ddpm/8_0/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/2/val.csv b/iris/tab_ddpm/8_0/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/20/synth.csv b/iris/tab_ddpm/8_0/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..57bf69e4914f1ee5144d9e8fe1efb2c2182ed39a
--- /dev/null
+++ b/iris/tab_ddpm/8_0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.235520591708796,3.2990113868180044,4.705448571524407,1.641458046910223,Iris-versicolor
+1,5.462404238976224,3.0,4.498564628410389,1.5010463616571377,Iris-versicolor
+2,6.387179808138395,3.203403466790022,5.294746302098636,2.2653569359037196,Iris-virginica
+3,6.80348946040798,3.2052745334654307,5.81696717161339,2.2882526385647117,Iris-virginica
+4,5.209927925890061,2.6936252247973003,3.908634209336335,1.402938319835413,Iris-versicolor
+5,7.712104360167679,2.6183189273765364,6.9,2.308131779522307,Iris-virginica
+6,5.687781567261737,3.0,4.187575887867768,1.2215562123123331,Iris-versicolor
+7,6.278416429624785,3.309392188414791,5.989677339004855,2.5,Iris-virginica
+8,5.697790384597343,3.0,4.1948379139560945,1.2149103997394919,Iris-versicolor
+9,5.11380378406578,3.3033492596893836,1.643574878404585,0.5166930283790254,Iris-setosa
+10,6.2339626308201845,3.397633701011776,5.446908505906722,2.324930621942852,Iris-virginica
+11,6.521362255370621,3.202963283181635,5.147773678869442,1.9752787788973476,Iris-virginica
+12,4.982072287837079,2.00000052419468,3.3749541867094295,1.0460660319335926,Iris-versicolor
+13,5.584798037345788,3.0,4.478369908007361,1.508634420563639,Iris-versicolor
+14,6.441360290910283,3.210876707611622,5.233903579950673,2.1506659010752642,Iris-virginica
+15,4.552892570621822,3.0680242147382577,1.4573304149296544,0.20143988477092592,Iris-setosa
+16,6.308810970982728,2.4808439879705295,4.982673357764552,1.8976053522677145,Iris-virginica
+17,5.456991349010711,3.0,4.516083709302867,1.510249105990687,Iris-versicolor
+18,6.801571956683258,3.201766931154986,5.889805253644352,2.286715702003496,Iris-virginica
+19,6.2882104203009215,3.397577474138696,5.617036121993265,2.4003368981753574,Iris-virginica
+20,5.521393187353492,2.5144603316822507,4.000190718656407,1.3074665553124865,Iris-versicolor
+21,5.381650719460867,3.906387068419331,1.2957653921112302,0.44111542259699255,Iris-setosa
+22,6.017860368030545,2.1996055076610803,3.987999409156907,0.9537825699068718,Iris-versicolor
+23,4.890018388394755,3.0590516626094515,1.4686466384252497,0.1,Iris-setosa
+24,5.243022975088399,2.489793846901456,3.5741537012636777,1.0650265853328316,Iris-versicolor
+25,6.49266400992166,2.8087624002115,4.601629445454116,1.5081037756402529,Iris-versicolor
+26,6.389425315411368,3.200650311667177,5.310874189163286,2.315020952559662,Iris-virginica
+27,4.78493500553439,3.4007890045481353,1.5992896661098372,0.19889246190546597,Iris-setosa
+28,5.142342007453167,3.4327378278996763,1.4033052025955637,0.2011888723527133,Iris-setosa
+29,6.207143124621037,3.3918855661873644,5.444345554577667,2.326914873460552,Iris-virginica
+30,5.885503357543787,3.1710563526958557,4.7946464966965685,1.7933070027043467,Iris-versicolor
+31,6.193726461236912,2.8301507809645767,4.787777358947032,1.8044384415193362,Iris-virginica
+32,4.995743531953532,2.0,3.570494401514196,1.0055519028613964,Iris-versicolor
+33,6.2102936502112405,3.391232663933291,5.349170178091762,2.2676225448173284,Iris-virginica
+34,7.724950854532921,2.569010035428588,6.9,2.303902581381142,Iris-virginica
+35,5.095943743635848,3.7943445496795514,1.5973978677920533,0.20022722888785266,Iris-setosa
+36,5.098845861650709,3.4956150051910924,1.3969791936893765,0.19936071278963238,Iris-setosa
+37,7.687681766621876,2.604561714655589,6.8999987937031255,2.3093011119654783,Iris-virginica
+38,6.530741273861984,3.1876422734299252,5.075343833165411,1.9545401738105506,Iris-virginica
+39,6.306612190434715,3.3978874351853037,5.566229871907966,2.3990126338067372,Iris-virginica
+40,6.287096624371036,3.2998653503363644,6.080069662496475,2.5,Iris-virginica
+41,5.786943376023321,2.6442331778490953,4.048940843341577,1.0204492446269404,Iris-versicolor
+42,6.638495851490904,3.0046357109203705,4.5609538104144365,1.4406710630745003,Iris-versicolor
+43,6.6091055666769964,3.0,4.474987815836266,1.40935861716686,Iris-versicolor
+44,6.8035265502641025,2.8004728922629054,4.768029540410906,1.41536734595904,Iris-versicolor
+45,6.004530801071559,3.4072167674999148,4.508261663503743,1.6060522407806674,Iris-versicolor
+46,4.967549584513436,3.6441201025869994,1.4038443388608266,0.20139622131071955,Iris-setosa
+47,6.231294063837953,2.7701838730313146,4.808038596594187,1.7979165418499692,Iris-virginica
+48,4.395290197565474,3.2124573297844083,1.304274686270188,0.19722280543292256,Iris-setosa
+49,4.808616148723048,3.0,1.403446610658534,0.32511560669775,Iris-setosa
+50,6.211294181389794,2.804460986637732,4.830685363988203,1.8045286231657287,Iris-virginica
+51,7.701951129960671,2.6039135036450074,6.9,2.3071371663501195,Iris-virginica
+52,6.308844955736915,3.3962861586927726,5.60987998434943,2.402249793711454,Iris-virginica
+53,5.993835129407665,2.9127529367053087,4.497377016134884,1.5038825495436061,Iris-versicolor
+54,5.781245787657076,2.7012630006664637,5.0994228317764305,1.888697846206807,Iris-virginica
+55,4.784714253727925,3.398665577427058,1.7878165976291625,0.19633998192062233,Iris-setosa
+56,7.711743649072502,2.6054666957492194,6.9,2.3127146613122225,Iris-virginica
+57,5.1386496225178275,3.776691504415577,1.5932358810412446,0.20132447346245452,Iris-setosa
+58,7.662571079697556,2.967826164869327,6.626602786772375,2.024320613944954,Iris-virginica
+59,6.3082849313329,3.3981139892158265,5.604134991147712,2.3993093119023468,Iris-virginica
+60,6.614392061772172,3.0,4.444308663960212,1.4116565481223438,Iris-versicolor
+61,6.294357526965863,3.299632340654763,6.043716280536371,2.5,Iris-virginica
+62,4.624425294545229,3.5355672591842966,1.0,0.20397631739318564,Iris-setosa
+63,6.289502018154175,3.3099244093179867,4.714466362194078,1.6045306288217904,Iris-versicolor
+64,7.194432803634258,3.20328956750384,5.957340793055629,1.802216224587419,Iris-virginica
+65,6.092832242382289,2.603424598057875,5.585847208798693,1.3924090505590863,Iris-virginica
+66,7.217513282413412,3.1701323598148776,6.010637612542596,1.8097107941172017,Iris-virginica
+67,6.842462792660373,3.101743108467451,5.1089112545794855,2.3020257517463154,Iris-virginica
+68,4.618614709171288,3.161145476675565,1.4379745603119838,0.20004885076846407,Iris-setosa
+69,5.504216521998104,2.409982494215082,3.7224199881798077,1.0373093184315307,Iris-versicolor
+70,7.705311607681031,2.560889325247039,6.9,2.3060101648041296,Iris-virginica
+71,5.603484298297579,2.8927927955293655,3.6250548966686296,1.2942202055560987,Iris-versicolor
+72,4.887292330717645,3.077174151079371,1.4704654385801543,0.1,Iris-setosa
+73,6.064399217045898,2.882452248491986,4.667627922976023,1.3826542845639218,Iris-versicolor
+74,5.015808050261152,3.0,1.5920051405869344,0.1979340671283365,Iris-setosa
+75,5.756867667817819,2.7086703010950695,5.1242157254498615,1.9126196045490336,Iris-virginica
+76,7.704009199451383,2.794207686059932,6.705573359808554,1.9950654207622107,Iris-virginica
+77,4.3,3.0,1.0851903142773365,0.1,Iris-setosa
+78,5.534329277184967,3.0,4.483240601473194,1.4989902761385776,Iris-versicolor
+79,6.886494883131845,3.1191829838389866,5.09220069067854,2.3078852603484794,Iris-virginica
+80,6.693204330971516,3.0953400670786415,4.686554771763466,1.4864809011226483,Iris-versicolor
+81,6.003075433672018,3.400207530682648,4.489621426166623,1.5957769439335114,Iris-versicolor
+82,6.312115808966766,2.510394083339335,5.00168209353592,1.919731759310011,Iris-virginica
+83,5.674382289346855,3.761531511219429,1.589628740539304,0.28072217562206725,Iris-setosa
+84,5.906736152228189,2.7880221993042165,4.602602440529453,1.2334278149181412,Iris-versicolor
+85,7.692021799334542,2.7823576703246538,6.69434739297483,1.9794148590316,Iris-virginica
+86,4.3000005496716724,3.0,1.1027508667108037,0.10000011204385649,Iris-setosa
+87,6.190316795219898,2.7927944164809673,4.769665174022842,1.8045369945020804,Iris-virginica
+88,5.119066030024825,2.533968824714855,3.4112573472023713,1.1315789590212304,Iris-versicolor
+89,5.557232217228228,2.4458726925464545,3.8057929298047566,1.0464228669140276,Iris-versicolor
+90,6.788116439117306,2.801061437802781,4.789225598080707,1.4108763009968892,Iris-versicolor
+91,5.1420268626578585,3.822357238026087,1.7135745685446235,0.1927502505571048,Iris-setosa
+92,6.2800898787654775,3.286928498386652,6.02596747359933,2.4999998143948994,Iris-virginica
+93,6.479526787697096,3.0,5.7738511956905665,2.193871464442563,Iris-virginica
+94,7.176939632532448,3.099959854392279,5.37892800376383,2.292528104012378,Iris-virginica
+95,6.490968317549979,3.183153591893028,5.177581818413583,2.202590063351403,Iris-virginica
+96,4.8066301051962155,3.3979529908732675,1.5812377455736768,0.19863285604030545,Iris-setosa
+97,5.909310536631985,3.2190290663861405,4.794059830263722,1.8103344557303016,Iris-versicolor
+98,5.995299301291696,2.2164472754124827,4.006770033044805,1.030708892501527,Iris-versicolor
+99,6.3150597212437924,3.270591017391003,4.6876498600302545,1.5977430564811743,Iris-versicolor
+100,5.659532466278511,2.981919974051013,3.8101403357406025,1.2760456031234682,Iris-versicolor
+101,5.9160296251346365,3.2016598827402456,4.804663466955525,1.8134624291085886,Iris-versicolor
+102,5.808747979050859,2.697222667309822,5.090930890784948,1.9187801535737747,Iris-virginica
+103,6.120889602838886,2.5821986584449177,5.57392521475609,1.430368588895877,Iris-virginica
+104,4.794141617606225,3.0,1.4044093440509982,0.27751125127298665,Iris-setosa
+105,6.1097031454024755,2.5879838387593415,5.608964777418576,1.3965099434977921,Iris-virginica
+106,4.985568971164141,2.0,3.573430264112018,1.0091771370626306,Iris-versicolor
+107,7.578501051465399,2.7924628376595244,6.587902650303322,1.9883649470504068,Iris-virginica
+108,6.180734934855483,2.8215372882092087,4.803485875247649,1.810121509790368,Iris-virginica
+109,5.7811354056515665,2.2699711748618885,3.844579981561225,0.9384334185865532,Iris-versicolor
+110,5.927244349232704,3.207047498654661,4.82269467337569,1.8186194772934925,Iris-versicolor
+111,5.193029394111818,2.622637184078961,3.7763899232130043,1.342035342177971,Iris-versicolor
+112,5.20028539159606,2.7084653077968954,3.9431777155228938,1.3975763003523527,Iris-versicolor
+113,5.5888200709876,2.898266315805097,3.643204810368259,1.277648084993331,Iris-versicolor
+114,5.813285098711433,2.9124015701330177,4.245477737256325,1.394950040553782,Iris-versicolor
+115,6.196707202103092,3.418675159404972,5.429861822205095,2.268736411783638,Iris-virginica
+116,5.492358754338905,2.3780554574730774,3.640137554760764,0.9617783611371916,Iris-versicolor
+117,5.3975119603852955,3.864155265834169,1.3359300534784821,0.3926477932581174,Iris-setosa
+118,5.90404765237999,2.815969656701545,4.598613585802147,1.254924104207931,Iris-versicolor
+119,5.679721617462787,3.0,4.126758711571117,1.2342333767462472,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/20/test.csv b/iris/tab_ddpm/8_0/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/20/train.csv b/iris/tab_ddpm/8_0/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/20/val.csv b/iris/tab_ddpm/8_0/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/21/synth.csv b/iris/tab_ddpm/8_0/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ba2f1df298f6ad8a6ba2390b8102963b96bb9d95
--- /dev/null
+++ b/iris/tab_ddpm/8_0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.243008088248903,2.8567213057576955,4.834548779168262,1.8461074612443849,Iris-virginica
+1,5.7432936886326225,3.792369471489236,1.5903990165045345,0.29286725803367236,Iris-setosa
+2,6.6986628665316275,3.0,4.992278202613912,1.7036511645986474,Iris-versicolor
+3,4.3,3.0,1.0991477393702929,0.1,Iris-setosa
+4,7.705511858665493,2.7818784452950243,6.720104383493311,2.0548165133068,Iris-virginica
+5,7.665154613568141,2.8735046769470634,6.66394220376105,2.0281014027060085,Iris-virginica
+6,4.406701515814408,2.879196640404306,1.4013660621947823,0.20062661018110153,Iris-setosa
+7,7.693883242029799,2.782595984729228,6.699200875642564,2.029117387123548,Iris-virginica
+8,4.677615869838344,3.1957143628711777,1.4094647059752587,0.19869912934857525,Iris-setosa
+9,5.108213908073944,3.317979139601869,1.7442472996031302,0.5113751139132939,Iris-setosa
+10,5.818728247171576,2.8249908198194724,4.587026319573731,1.288829430087841,Iris-versicolor
+11,6.040342792798238,2.900130029456385,4.580851893578473,1.4517835807459698,Iris-versicolor
+12,7.141953525540112,3.2065207289826883,5.963370604711032,1.8533734130559731,Iris-virginica
+13,6.491665561446315,3.203044205049599,5.123756640390421,1.9799878955059254,Iris-virginica
+14,6.590076015028952,3.0,4.397774544747165,1.3886803445017935,Iris-versicolor
+15,6.93194367983032,3.09225633563604,5.163868391732908,2.299807946385977,Iris-virginica
+16,6.817600416475894,2.796438754397219,4.785341516776719,1.3953402187479207,Iris-versicolor
+17,5.107970937550966,2.5059620951399024,3.1112334364907017,1.0886585725423723,Iris-versicolor
+18,4.3,3.0,1.0909804874345652,0.1,Iris-setosa
+19,7.5989877368044985,3.0,6.571968494827557,2.0943727818245454,Iris-virginica
+20,4.844256974251722,3.0165456731306373,1.461377880947844,0.10000011266170589,Iris-setosa
+21,6.391621105106846,3.198630983528974,5.297408836264602,2.2905323517448215,Iris-virginica
+22,5.9749829518131214,2.9017336868406183,4.5005720488476095,1.5060186076295885,Iris-versicolor
+23,4.589746614567763,3.126443400676234,1.4331573006115688,0.201822755986811,Iris-setosa
+24,5.508477867177498,4.2,1.4009377192893395,0.19927664318797977,Iris-setosa
+25,5.131902245570395,3.400555712272507,1.5914736497489899,0.4441695217063616,Iris-setosa
+26,4.3,3.0,1.0933326202595768,0.1,Iris-setosa
+27,5.795251319610072,2.6947224143988486,5.090604613784376,1.8763504107548825,Iris-virginica
+28,6.228500467367866,3.400743467640035,5.4429757393852,2.3052110252275284,Iris-virginica
+29,5.870540739985606,3.207773029881454,4.779495209920847,1.815740084739362,Iris-versicolor
+30,4.611358739400409,3.6057595859183764,1.0,0.199911052674501,Iris-setosa
+31,5.33886861763106,3.0,4.504955136542423,1.5063619828309875,Iris-versicolor
+32,6.313751039147222,3.3121093040588803,5.391965914370012,2.3458421520866954,Iris-virginica
+33,4.587034003973066,3.097072890413199,1.5031503958470662,0.18643948816391284,Iris-setosa
+34,4.822033668618111,3.4026181672460494,1.7851276740251465,0.19967880169334257,Iris-setosa
+35,5.123333774657093,3.4313773322819254,1.3687395986050934,0.19847846866289542,Iris-setosa
+36,6.0799396682785805,2.7778222215403003,4.656326170376857,1.1678361308485652,Iris-versicolor
+37,5.795257783648225,2.702987443196249,5.088267072610142,1.9250470373465687,Iris-virginica
+38,5.116098012769762,3.8035089733685443,1.6563457198504463,0.20068757231872322,Iris-setosa
+39,7.231048526750727,3.198636631744427,6.015017998792402,1.7931847257249078,Iris-virginica
+40,4.300000482541297,3.0,1.0996210288343313,0.10000011105636002,Iris-setosa
+41,6.482128404256502,2.8067166366519274,4.599757575973807,1.4958845134207928,Iris-versicolor
+42,5.683331435097322,3.801179480534115,1.6314085958130293,0.27756187224359896,Iris-setosa
+43,5.528553633453311,2.4847387771794005,3.9179667669027607,1.2343560681424344,Iris-versicolor
+44,6.2926745038497796,2.7115589752867626,4.900909963143855,1.8002112727628814,Iris-virginica
+45,6.592475750855477,3.0,4.385113704537206,1.4125927186022917,Iris-versicolor
+46,5.514200283877472,2.4051043864009722,3.664130166619217,0.9712209535740332,Iris-versicolor
+47,5.09891154215053,3.7906326874607865,1.5972134274390262,0.20108064098443726,Iris-setosa
+48,7.6928192211153235,2.805565453736675,6.7004785404860066,2.042361480112959,Iris-virginica
+49,6.285947614735594,3.314306970306935,6.023527541568084,2.5,Iris-virginica
+50,4.542506118128885,3.1780339313250288,1.3951749822957946,0.20061240437862207,Iris-setosa
+51,5.696885236886802,2.8623155670833285,4.432524741450794,1.3420919281212453,Iris-versicolor
+52,5.67399311294363,2.798959800131062,4.4886997290563935,1.3132427966043565,Iris-versicolor
+53,6.30942058729423,3.305856820288555,4.68374904456434,1.5886703215299265,Iris-versicolor
+54,4.600363868899898,3.5709572044949724,1.0,0.2014820392459087,Iris-setosa
+55,6.7069006215361995,2.4906392685350447,5.808302154637124,1.7739042804384917,Iris-virginica
+56,5.522580725937031,2.408144278408198,3.7201180233000013,1.0223039390393092,Iris-versicolor
+57,4.405833427644453,2.8930541303741713,1.4065723625267912,0.20404350136639515,Iris-setosa
+58,4.392029038111896,2.928894896879902,1.3832540687841024,0.19732694637645978,Iris-setosa
+59,4.993567550631146,3.404673503476191,1.5872662551006471,0.3887847086614685,Iris-setosa
+60,6.288698562406943,2.5126462090670825,5.004044351198628,1.9350310469645473,Iris-virginica
+61,4.605215555538541,3.1352448334239034,1.4653138937688759,0.2002271647793997,Iris-setosa
+62,5.205082433572239,2.730147205842718,3.9845479437101146,1.4054176326956602,Iris-versicolor
+63,6.314181790740999,2.6804616162781794,4.879959855092768,1.8124219763211369,Iris-virginica
+64,5.026516416105314,3.3970033844871184,1.5894077976667387,0.44110374327124835,Iris-setosa
+65,5.54148930170379,2.4043638893291446,3.7237196921665947,1.0300224639789102,Iris-versicolor
+66,6.306885440818282,3.2987156446922667,6.007979092025966,2.5,Iris-virginica
+67,5.895318224753421,3.189739094794017,4.78623306678425,1.791480674134554,Iris-versicolor
+68,6.176721563847365,3.3202567888689414,4.682335304781911,1.6310559656567425,Iris-versicolor
+69,4.873454788464613,3.029683387361372,1.4790421545777472,0.1,Iris-setosa
+70,5.098927508773011,3.5189265568991264,1.4046066663771304,0.20406906772003452,Iris-setosa
+71,4.807163235265869,3.403240036603748,2.0145488526970614,0.19850317838054815,Iris-setosa
+72,6.567297048433945,2.772692290805616,4.655797917025769,1.4947976695054233,Iris-versicolor
+73,6.190346076682013,3.3951378064657374,5.396931659818376,2.2768698014034867,Iris-virginica
+74,6.011944192869824,3.397162005582659,4.511616473983564,1.6022721187029647,Iris-versicolor
+75,6.06631681522196,3.3695421614801466,4.594486838050326,1.607345465369895,Iris-versicolor
+76,6.279212712784656,3.298691353551686,6.030396692801879,2.4999997521766506,Iris-virginica
+77,7.718564979291928,3.0,6.094085135051692,2.308506496548621,Iris-virginica
+78,7.222286564383552,3.210575259846507,5.9600118685382535,1.8019140541601402,Iris-virginica
+79,6.305476171644127,3.402387991209148,5.576083193734988,2.401944702410165,Iris-virginica
+80,7.604527510268176,3.0,6.592927672813226,2.082244686580039,Iris-virginica
+81,5.788871248202005,2.796405954663385,5.08153345305007,2.4122427768398644,Iris-virginica
+82,6.859389105359154,3.120576573739485,5.132166855797678,2.2785506253274996,Iris-virginica
+83,7.710846944568194,2.603211554541461,6.9,2.3074830805421462,Iris-virginica
+84,7.899998278689012,3.776685787685378,6.3395260008131675,2.006894025381265,Iris-virginica
+85,6.327521780587501,3.2999158215134545,5.985426642664769,2.5,Iris-virginica
+86,5.5401548201873085,3.0,4.474222719800238,1.485400086196223,Iris-versicolor
+87,5.997722415226273,2.204799256680438,3.975936316783451,0.9903636051369021,Iris-versicolor
+88,5.674470203209154,2.9236623156651484,3.873235299011349,1.2943257320361916,Iris-versicolor
+89,6.2895270285304665,2.5024303078147367,4.995563673157469,1.8668053550659371,Iris-virginica
+90,6.468333532184752,2.8111082760359793,4.595953151976798,1.4561739470824502,Iris-versicolor
+91,4.812090510550115,3.0,1.3985776639988876,0.30475745769483614,Iris-setosa
+92,5.194190747471251,2.6850404692388667,3.8947725954288885,1.3971676264311916,Iris-versicolor
+93,4.891686446667284,3.1143018882655933,1.4924364134657113,0.1,Iris-setosa
+94,5.453615578543516,2.4544230892660575,3.6998350394795843,1.051744018497842,Iris-versicolor
+95,4.904837626449216,3.11185338619282,1.5203694707018935,0.10000010926764782,Iris-setosa
+96,4.808964218659418,3.4054982089299606,1.6365927621314795,0.2001395402225804,Iris-setosa
+97,6.275353444453893,3.396658072057284,5.64423925918062,2.4025137469046034,Iris-virginica
+98,5.965385128253587,2.17706076746693,3.958063871352041,1.0022864252847543,Iris-versicolor
+99,6.628437262351003,3.0,4.4769426668470285,1.420360679754465,Iris-versicolor
+100,4.601172322050559,3.167779430043254,1.3881255919081148,0.2070895092549806,Iris-setosa
+101,6.7143740926039115,2.494483450321717,5.858315494421932,1.7984757967190568,Iris-virginica
+102,6.282711412926043,3.2909124076131353,5.976137664344561,2.5,Iris-virginica
+103,6.208221530005766,3.404078854462007,5.3513353035649125,2.282314433467335,Iris-virginica
+104,6.317235810938301,3.2901848995652587,5.952279248006746,2.4999997766854176,Iris-virginica
+105,6.270678729174707,2.7586372639375045,4.828567093850191,1.7808254359755455,Iris-virginica
+106,7.700883942596521,3.0,6.157851643793143,2.299815452385362,Iris-virginica
+107,5.44934944756985,4.2,1.3947405696343358,0.19818446967993092,Iris-setosa
+108,7.197210949088007,3.192885397458179,6.012654990617612,1.7968838647381684,Iris-virginica
+109,5.602259965117575,2.488109948683341,3.9238108280352932,1.1288986364888252,Iris-versicolor
+110,6.1114277839281925,2.8960207990949236,4.686136463682899,1.3896112331325825,Iris-versicolor
+111,6.578238952616458,2.782727718631015,4.6555974835662814,1.4768001709306795,Iris-versicolor
+112,5.482814696076543,4.2,1.4068331273139687,0.20300230487961013,Iris-setosa
+113,5.814736542843201,2.7063666383473195,5.096535644824662,1.8912418495678818,Iris-virginica
+114,5.872505077154108,2.911375103953658,4.457233190839898,1.4519286855336242,Iris-versicolor
+115,5.136845080439141,3.3104815032130683,1.566792548344702,0.2735774463095554,Iris-setosa
+116,4.620476932206844,3.2093321927732155,1.401272925768152,0.19851795286121288,Iris-setosa
+117,5.657904603238004,3.762920694139969,1.6885054759061267,0.3753109940986271,Iris-setosa
+118,4.609077971389389,3.2014304767979973,1.4047060525997352,0.20250628065778342,Iris-setosa
+119,4.789720495347458,3.0,1.3969294701825126,0.29311239883268175,Iris-setosa
diff --git a/iris/tab_ddpm/8_0/21/test.csv b/iris/tab_ddpm/8_0/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/21/train.csv b/iris/tab_ddpm/8_0/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/21/val.csv b/iris/tab_ddpm/8_0/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/22/synth.csv b/iris/tab_ddpm/8_0/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bf1f519c4c398418c7aecd3b126fdfd57825f898
--- /dev/null
+++ b/iris/tab_ddpm/8_0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.244026519481329,2.751572500252859,4.842103395544517,1.7885021577795466,Iris-virginica
+1,5.8909481436747715,2.8717170288714793,4.554897605096598,1.3996409149420954,Iris-versicolor
+2,5.107348819611377,3.301208618070573,1.7149997283504812,0.5831253438754103,Iris-setosa
+3,5.87075020116031,3.2033322513342366,4.83426283055895,1.7849410426184047,Iris-versicolor
+4,5.982703548539805,2.2131832997980245,3.9673341050184816,1.0036838231034573,Iris-versicolor
+5,7.677804187623528,2.8166370119523263,6.675756433710452,2.0086199525952693,Iris-virginica
+6,5.680702729892079,3.8142941137420174,1.6128861858792993,0.3230674444468549,Iris-setosa
+7,5.692287712204006,3.797502715442664,1.8110330276137991,0.33427350939190886,Iris-setosa
+8,6.11440502143495,2.8164465411619197,4.672866993414786,1.1865210684039602,Iris-versicolor
+9,6.774492362072967,3.200146366341431,5.817120826367101,2.2961911694293953,Iris-virginica
+10,6.03148746253094,2.893414236327591,4.552092891267572,1.4701760467152858,Iris-versicolor
+11,5.9040210948918235,2.929295825901172,4.513003701617516,1.5106354423651602,Iris-versicolor
+12,5.442263441197905,3.0,4.485067660171355,1.501618758670897,Iris-versicolor
+13,6.106838034383322,2.603093661456655,5.612525169662322,1.3919302314444228,Iris-virginica
+14,5.1138319176261815,3.485800776975972,1.3871672623333022,0.1999525696560865,Iris-setosa
+15,6.097601692979194,2.807594447413999,4.744021749792515,1.2118777951311697,Iris-versicolor
+16,4.854986028928258,3.0226623873161955,1.4555052992297606,0.1,Iris-setosa
+17,6.689528677701187,3.1131118945349723,4.702094869901212,1.5121712801632847,Iris-versicolor
+18,4.990239820694441,2.0,3.4180260029730896,0.9698618239321395,Iris-versicolor
+19,6.054751837017298,2.8105251629718366,4.678645214861709,1.241111650424735,Iris-versicolor
+20,6.863793155153889,3.171293819648842,5.465233915652925,2.2141494455133426,Iris-virginica
+21,5.186705405960376,2.6937946706126477,3.8918018142863366,1.4093658565726643,Iris-versicolor
+22,6.293101154273149,3.3067744619807127,5.953842524776007,2.5,Iris-virginica
+23,6.412389052765711,3.1875966199692,5.266266190650391,2.270152941770897,Iris-virginica
+24,5.5300086727073055,2.4719604234643304,3.885426365733621,1.1984600760050461,Iris-versicolor
+25,6.252044063917205,2.894052531060212,4.749904444443579,1.3732514564220288,Iris-versicolor
+26,7.616356666985919,3.0,6.607869307972906,2.090584069888238,Iris-virginica
+27,4.7884648359135396,3.0,1.3749785385144504,0.10000011758744685,Iris-setosa
+28,6.309743221828238,3.3010568171823986,6.098455535886043,2.5,Iris-virginica
+29,4.392597568973573,3.2056530045027336,1.2825007073911936,0.2009674189972986,Iris-setosa
+30,6.686369348111263,3.0853835817526143,4.685302960304154,1.4970333826805982,Iris-versicolor
+31,5.510245623901364,3.0,4.507619351796849,1.5252129981200246,Iris-versicolor
+32,6.551656766520911,2.811900458006354,4.6589771426256785,1.504000996328565,Iris-versicolor
+33,5.000064094578659,3.0,1.5935385410693677,0.20079764445617398,Iris-setosa
+34,7.248886968559593,3.1831315016917117,6.047975039160376,1.7793722192184915,Iris-virginica
+35,5.679709506253492,3.0,4.192199928987634,1.1790644997309796,Iris-versicolor
+36,5.6009541948306945,2.9054924725564546,3.664533693811227,1.3113150899679413,Iris-versicolor
+37,7.632560058945454,3.0,6.508848636271045,2.1700028816048476,Iris-virginica
+38,6.91211315963957,3.094220614630588,5.094649044966853,2.2971924625633475,Iris-virginica
+39,4.805845110983315,3.398783138842176,1.5960579290025863,0.20108320021435316,Iris-setosa
+40,5.597089425001014,2.500942565987621,3.9147711126001057,1.105130893470052,Iris-versicolor
+41,5.53720977544094,3.0,4.500572488084007,1.4909953917630818,Iris-versicolor
+42,6.348150103578653,3.2802265068779195,4.702939633718611,1.601704978463066,Iris-versicolor
+43,6.034180953015519,2.916741145412169,4.548020566756011,1.4700940772432263,Iris-versicolor
+44,5.721243641127499,2.804573622988024,4.5045963810043075,1.281490488836302,Iris-versicolor
+45,5.490431729112116,3.0,4.488421077510304,1.506240235856393,Iris-versicolor
+46,5.115336422669812,3.484451623117418,1.4009663750620944,0.20036863014960882,Iris-setosa
+47,5.526134269211044,2.410174785954581,3.778481158674774,0.9937416452572045,Iris-versicolor
+48,6.775415850578097,2.809565736752068,4.783926394091992,1.408559496066172,Iris-versicolor
+49,6.10145571562573,2.605440221538492,5.576168294782214,1.3845947653179709,Iris-virginica
+50,6.0087782952006945,3.3964611242194516,4.527141873102643,1.605660886997778,Iris-versicolor
+51,6.187482095566973,3.3988596991613256,5.456184703479201,2.3068684957041827,Iris-virginica
+52,5.7836993729948825,2.6895017707217685,5.114285844903345,1.8897299916264463,Iris-virginica
+53,4.981448564672371,3.3981395045708376,1.8663018938158893,0.3739414065017705,Iris-setosa
+54,4.610017487934512,3.199261513359414,1.379698795109314,0.19833911657808817,Iris-setosa
+55,6.009113880584533,2.197464343667834,5.001913977391385,1.5041633331526036,Iris-virginica
+56,6.20723427523423,3.39727744229283,5.421061396900438,2.3037703057266112,Iris-virginica
+57,4.401781484515514,2.906644832742291,1.4009095458670209,0.19928741426435276,Iris-setosa
+58,6.067315121862983,2.85398877773424,4.669537027078838,1.3584900108297453,Iris-versicolor
+59,6.267606976390958,3.3084971629488114,5.98136866258052,2.499999810171679,Iris-virginica
+60,6.282318738653511,2.7370892486583727,4.853511383696763,1.7909833625395861,Iris-virginica
+61,5.635314545992229,2.934541700307939,3.7466904457713426,1.3105798121619774,Iris-versicolor
+62,4.801506025920094,3.399567337658772,1.5986898535954124,0.20032085442714062,Iris-setosa
+63,7.692760202791041,2.5973074318230673,6.899998980428612,2.3039250169136363,Iris-virginica
+64,6.231622779539728,3.393746968382943,5.400953524020729,2.2711864756870837,Iris-virginica
+65,5.810202833802479,2.793469543779829,5.100845037396795,2.406993200710615,Iris-virginica
+66,6.679152823597412,2.4905459161533847,5.7927355046168385,1.780920710442234,Iris-virginica
+67,5.950133625470226,2.8906067615252957,4.487422573417403,1.4799978247417758,Iris-versicolor
+68,5.116725240265986,3.501088582222014,1.4128182557141833,0.20553698297442013,Iris-setosa
+69,5.543688350389709,3.6027848452048294,1.5554964316690436,0.31724948375992784,Iris-setosa
+70,6.0702472344886855,2.8999862222498964,4.705817112220165,1.3814886924979155,Iris-versicolor
+71,4.412991940170033,2.9416751879487824,1.3943205393104086,0.2004560107497927,Iris-setosa
+72,5.804112251527859,2.8068606193354477,5.1744103859283435,2.4042441616158663,Iris-virginica
+73,4.590497723962201,3.212689827676854,1.3873860795146697,0.19848895326497612,Iris-setosa
+74,4.998015468317594,2.000000455504146,3.3851236059647385,0.9953613663816374,Iris-versicolor
+75,4.8099705861660995,3.0,1.3958389357917345,0.10000010391756145,Iris-setosa
+76,4.9888946506809875,2.0,3.5646245246742243,0.9758109525207393,Iris-versicolor
+77,7.689410323487811,3.0,6.090934206725169,2.302748814291101,Iris-virginica
+78,5.358338190918833,3.401355589943845,1.510175441506386,0.3777451642565014,Iris-setosa
+79,4.3,3.0,1.0863128025168238,0.1,Iris-setosa
+80,5.052542709054635,3.578794114414652,1.4044555225461113,0.20009428076453145,Iris-setosa
+81,5.6559447721712015,2.944249370558663,4.193143290516491,1.311297611180295,Iris-versicolor
+82,6.796676645294987,3.2025007193548913,5.845767977579574,2.311328103829844,Iris-virginica
+83,4.39674920884096,3.1935659201839375,1.3083537288210734,0.19850630442750128,Iris-setosa
+84,6.627832871580866,2.7835500182745156,4.674785904077248,1.4558182137588016,Iris-versicolor
+85,7.899998663590848,3.7594857035933225,6.396344059263031,1.977912877368259,Iris-virginica
+86,5.818989092461772,2.711213181719651,4.110799217862419,1.016173696998195,Iris-versicolor
+87,6.940766144087311,3.203451022433687,5.712111642800928,2.2980232901847475,Iris-virginica
+88,6.711271037579865,2.498943301859833,5.803845350551597,1.7948559407353288,Iris-virginica
+89,5.613811917087378,2.901043912724693,3.6529069033593737,1.3012847590108179,Iris-versicolor
+90,4.300022223542648,3.0,1.107273200945847,0.1000001109750291,Iris-setosa
+91,6.24602430433624,3.3284921806333627,4.6774031347108735,1.6033253926640234,Iris-versicolor
+92,5.6764504150251875,2.932370694341393,4.1117715570266515,1.297337547988279,Iris-versicolor
+93,4.780056448364917,3.0,1.3995852551521264,0.291209450108982,Iris-setosa
+94,6.19451654691252,2.8175710066995374,4.802737963913289,1.8037095351818357,Iris-virginica
+95,5.795804647299928,2.6754353539205193,4.098262841715654,0.9430031105534453,Iris-versicolor
+96,4.411176247374308,3.1959792990449976,1.3195073568883062,0.20369456488351928,Iris-setosa
+97,5.035792981109693,3.5353922831389752,1.4028056805007578,0.20166529876697137,Iris-setosa
+98,6.882435062298612,3.099123224276299,5.106513879530613,2.3006997220935332,Iris-virginica
+99,6.689908700638872,3.0735954711473292,4.674350504851771,1.4930172491344407,Iris-versicolor
+100,7.042079451783024,3.11181212427572,5.215441341825838,2.300029462926492,Iris-virginica
+101,4.803439190040713,3.0,1.3985930736261398,0.1,Iris-setosa
+102,4.60834043624589,3.557589935620519,1.0,0.20570513738677237,Iris-setosa
+103,5.615050713496197,3.0,4.41660784225201,1.4280951832645816,Iris-versicolor
+104,4.803008784440244,3.402677171337425,1.7503152209396222,0.19592769569437263,Iris-setosa
+105,5.9548230157470785,2.886757916962171,4.601912319518803,1.386081370806968,Iris-versicolor
+106,6.80861520818055,2.787139616909277,4.790995569937582,1.390845642886981,Iris-versicolor
+107,6.688637549312052,2.468864959730545,5.812833271638883,1.8156862051260008,Iris-virginica
+108,5.591560148439701,2.915431899999862,3.6372713321989303,1.2945022450575456,Iris-versicolor
+109,5.493530776152462,2.3821287346586937,3.7023093275554024,1.0109635531106091,Iris-versicolor
+110,6.493066861855139,3.0,5.790506162016016,2.2088606531773993,Iris-virginica
+111,5.485846207357874,4.2,1.3985869550023629,0.2023199477545816,Iris-setosa
+112,7.685705228433336,3.0,6.134433395044651,2.300274604991391,Iris-virginica
+113,7.695931149390072,3.0,6.138415097373622,2.283495096127165,Iris-virginica
+114,7.899998456833947,3.8238758230451197,6.356227695055535,2.0388887031065788,Iris-virginica
+115,6.9493402735620045,3.149979845112566,5.432447234018241,2.298390967808987,Iris-virginica
+116,6.776023454963347,3.2231754143257647,5.823598619311668,2.230681468706453,Iris-virginica
+117,5.491946135786359,2.5183315482929878,4.025688118844487,1.3071811300037846,Iris-versicolor
+118,5.772647789379849,2.692236012204255,5.09787205048275,1.8918885428108283,Iris-virginica
+119,4.877684182287379,3.0508813833517894,1.4674136799614554,0.10000009203070898,Iris-setosa
diff --git a/iris/tab_ddpm/8_0/22/test.csv b/iris/tab_ddpm/8_0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/22/train.csv b/iris/tab_ddpm/8_0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/22/val.csv b/iris/tab_ddpm/8_0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/23/synth.csv b/iris/tab_ddpm/8_0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..82404e1dbc24835441ad6d50408aa32ca398050b
--- /dev/null
+++ b/iris/tab_ddpm/8_0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7344126747029955,2.8026152843941343,4.502328641257848,1.3018779326536,Iris-versicolor
+1,6.6131960319941,3.0,4.389511836623372,1.3990442083509198,Iris-versicolor
+2,6.103961591492902,3.376362466442636,4.57160514680744,1.6085880937003239,Iris-versicolor
+3,5.229192610418507,2.6961942051970715,3.878824863723427,1.3981347400302475,Iris-versicolor
+4,7.615475228884553,3.0,6.625751092784233,2.0786362019630036,Iris-virginica
+5,5.897607506475042,3.2086951312215106,4.805926487592574,1.8170229102278335,Iris-versicolor
+6,5.40150155688676,3.896463478436478,1.2940975558306467,0.3843345247623191,Iris-setosa
+7,6.268466556851911,3.3956558263112355,5.547888445160355,2.37473819530821,Iris-virginica
+8,6.000588662300831,2.199271283782003,5.034731797821788,1.4951044304650871,Iris-virginica
+9,5.493131372057994,2.4269694388040235,3.7630781086861873,1.0263455464101532,Iris-versicolor
+10,5.117194162338223,3.307977959600422,1.602581582948119,0.5385659058174816,Iris-setosa
+11,5.418037232170476,3.0,4.551554839232058,1.4930459455149043,Iris-versicolor
+12,5.01526644084606,2.0,3.3171290540776335,0.9693427813213669,Iris-versicolor
+13,4.8087410612287895,3.4023928833734383,1.9698060972963871,0.19857237391156835,Iris-setosa
+14,6.7861396022928915,2.790186827572872,4.7914615291906895,1.3985557854724493,Iris-versicolor
+15,6.725440623003266,2.51256563674648,5.827344235999882,1.8012955805654476,Iris-virginica
+16,6.487587819657571,3.2000578279484917,5.1041167806363115,1.997669252908159,Iris-virginica
+17,4.577657623731946,3.216903002859339,1.3876881420077822,0.19928215357035814,Iris-setosa
+18,6.701110991045923,3.0,4.993052527926078,1.7168592054354264,Iris-versicolor
+19,6.33280482782488,2.5149480449347665,4.9943847697419175,1.89830088034247,Iris-virginica
+20,6.790717544054442,2.7969448597332596,4.782401365207322,1.4062247870670312,Iris-versicolor
+21,4.993069225167686,2.0,3.520242187459348,1.0041027241070752,Iris-versicolor
+22,4.804542711494907,3.0,1.4029336684535427,0.27746235053373136,Iris-setosa
+23,4.300000526755046,3.0,1.0919059522002406,0.1,Iris-setosa
+24,5.10819885802616,2.508357103042979,3.0419777545879945,1.1248881968172737,Iris-versicolor
+25,6.179287961082667,3.4002831858229254,5.397190342173225,2.2974264242417077,Iris-virginica
+26,6.709659247006601,3.127804291478467,4.680374207488681,1.4970048702426981,Iris-versicolor
+27,6.793693311407776,2.8019465142459348,4.773780492450695,1.3823222862414835,Iris-versicolor
+28,6.493528208759617,2.803203916265422,4.562642556751919,1.5023500188617598,Iris-versicolor
+29,6.540744806201571,3.0,5.793429717838314,2.2172775624301213,Iris-virginica
+30,4.3,3.0,1.0940468347895018,0.1,Iris-setosa
+31,5.116679381407688,3.4653806345183344,1.383697500800868,0.20121944905903336,Iris-setosa
+32,4.40189588610125,3.2004681092482024,1.3223170578318235,0.2033867515511184,Iris-setosa
+33,6.723868081109253,3.095097038153444,4.649465629051735,1.4854874287732702,Iris-versicolor
+34,6.451956897261609,3.1949306702933686,5.232612706999458,2.1642626798011504,Iris-virginica
+35,6.887829085650785,3.120860094905621,5.118044426283535,2.302512793510545,Iris-virginica
+36,5.480149177240556,3.0,4.489231600549424,1.5014612894652688,Iris-versicolor
+37,4.585305521256592,3.614704564145062,1.0,0.1995794155345581,Iris-setosa
+38,7.701567433620469,3.0,6.074737514997521,2.2999925293328265,Iris-virginica
+39,4.868915623517388,3.04159026534125,1.4735273657703665,0.1,Iris-setosa
+40,5.499153956008287,4.2,1.3840584856942253,0.19531599445357922,Iris-setosa
+41,5.713494214223369,2.822303533443337,4.47324582708411,1.313172891334937,Iris-versicolor
+42,5.148322918662215,3.457215710999024,1.4030037552187051,0.20639979139624987,Iris-setosa
+43,4.602575421045788,3.595176802777479,1.0,0.19765682561640374,Iris-setosa
+44,4.7969656709208985,3.3992669585797515,1.8566035703068084,0.20002601183114033,Iris-setosa
+45,6.278396658216878,2.705684822210211,4.903251399428461,1.785643073860653,Iris-virginica
+46,5.8891445245362295,3.1933126824057645,4.802161374734145,1.8090797133779348,Iris-versicolor
+47,5.582353792356461,2.8758543265326466,3.5111169154520177,1.2783310636035226,Iris-versicolor
+48,4.404311983204055,2.9205835333816337,1.4047304557078584,0.2013681975748373,Iris-setosa
+49,6.702714983724627,3.086547015424719,4.689366226398333,1.4837148978535233,Iris-versicolor
+50,5.801561251677425,2.871952764293115,4.280415078603539,1.349066787654288,Iris-versicolor
+51,6.2164665085719335,3.3988344880945993,5.399022298680007,2.309221946383424,Iris-virginica
+52,6.095690267674078,2.6109574247843046,5.576638870736595,1.4025341656467314,Iris-virginica
+53,4.397616920554407,2.8910219596705566,1.3831024250557407,0.19808863770047597,Iris-setosa
+54,6.707586772415929,2.4714207096831458,5.854721802921285,1.8018428526994115,Iris-virginica
+55,6.164511853175669,3.3994040033205564,5.3695325226321415,2.290232971753524,Iris-virginica
+56,5.996791972899174,2.2072527501696295,5.01086503696008,1.4926255163397397,Iris-virginica
+57,4.3994461704746985,3.19702042062997,1.2963056226438359,0.20240506859452337,Iris-setosa
+58,5.0034379840368395,3.0,1.59231171313574,0.19832420140719648,Iris-setosa
+59,6.180234912425739,2.2037223060815765,4.480842899280907,1.5057890011502348,Iris-versicolor
+60,6.2021943535750585,2.7984824204888614,4.80038219453439,1.79035712068726,Iris-virginica
+61,6.70783803700625,3.0,5.0106215557806255,1.726434338560749,Iris-versicolor
+62,6.300967299630303,2.7297713501750582,4.849426503556736,1.7845621652268147,Iris-virginica
+63,6.690121174107167,2.50547714881981,5.761854697680298,1.800708539330828,Iris-virginica
+64,6.468055770817675,2.797951162386107,4.583725583312035,1.5054221982808413,Iris-versicolor
+65,6.203476755103245,2.7818218197156392,4.793595718331819,1.7873270105538088,Iris-virginica
+66,5.133163081141838,2.4921418953835293,2.8535797398239664,1.0866607403125639,Iris-versicolor
+67,5.091943191740271,3.8027061674576013,1.6195978216727536,0.20247521855847633,Iris-setosa
+68,7.704177174935077,2.6148724084112276,6.89999899294669,2.3048641688157994,Iris-virginica
+69,5.012704270748422,3.6205623809667897,1.3984095663728344,0.20342941787571758,Iris-setosa
+70,7.694851051054859,2.8835194011497376,6.690714466282343,2.048145887819057,Iris-virginica
+71,5.79986563485401,2.702136464376175,5.121441908082488,1.9095438475192996,Iris-virginica
+72,6.067036206309852,2.8981497700074867,4.609233414297311,1.4780494797608859,Iris-versicolor
+73,6.622435812546495,3.0,4.406269736645698,1.4048179416514484,Iris-versicolor
+74,5.097151108564099,2.476457481902371,3.0511162636844578,1.125260946629805,Iris-versicolor
+75,6.081642419209315,2.840803210990167,4.692360133005932,1.3364918928167426,Iris-versicolor
+76,6.792950977013662,3.1913919430619293,5.912532477171844,2.302910670460327,Iris-virginica
+77,4.806091641239826,3.0,1.3973711930046764,0.31938159757692247,Iris-setosa
+78,5.030427951015375,2.000000469006089,3.539251117637808,0.9945253879478392,Iris-versicolor
+79,5.5934543595995825,3.0,4.535252339647393,1.4766176253720014,Iris-versicolor
+80,6.077074662339575,2.9370718210060693,4.67027805075033,1.473724959211581,Iris-versicolor
+81,6.097681059430984,2.6013374583426785,5.580552246327098,1.4103908501387752,Iris-virginica
+82,7.5827577102520385,3.0,6.6070724903706175,2.1037457431967312,Iris-virginica
+83,5.0129318962495235,2.000000502305155,3.597514566289545,1.0481044046855958,Iris-versicolor
+84,5.607372096733402,3.0,4.3642235616497125,1.362768122160786,Iris-versicolor
+85,6.21518892229363,3.399553031213458,5.370552115918095,2.3109907057820704,Iris-virginica
+86,4.394815431299861,2.8800803976586398,1.4034713410754422,0.19841847110313485,Iris-setosa
+87,4.593581782273496,3.10776213550307,1.4811338318770924,0.19830289153613762,Iris-setosa
+88,5.891998549389208,3.199023827552103,4.825687595582499,1.811677947842826,Iris-versicolor
+89,7.702640977751134,3.0,6.171199728048664,2.2878353406837824,Iris-virginica
+90,6.693687354675364,2.5038297106965235,5.800794044110092,1.7980741268222422,Iris-virginica
+91,6.5774498207631105,3.0,5.8233368204076985,2.1906139839017142,Iris-virginica
+92,5.795032528211057,2.8953608457354014,4.3170914895747625,1.391324830537687,Iris-versicolor
+93,5.991863764184571,2.2087413157109475,5.0302299171403675,1.4883147447602065,Iris-virginica
+94,5.006078443026326,3.4020707355548936,1.5937206093881553,0.46809595469287796,Iris-setosa
+95,4.396996953972605,3.183703977489124,1.2950177644291685,0.20034657920308804,Iris-setosa
+96,5.69146411249924,3.0,4.193981258479296,1.1938583747101523,Iris-versicolor
+97,5.559940066642617,2.548015597913628,4.121159519854638,1.3152640322294753,Iris-versicolor
+98,6.179957358496743,2.8073453467198313,4.784045101985754,1.8073777716323212,Iris-virginica
+99,6.306463138500837,2.7082038706016447,4.888008309028194,1.78824511680463,Iris-virginica
+100,7.7256746922250885,2.616543112265603,6.9,2.29234793268467,Iris-virginica
+101,7.711102971091449,3.0,6.130058232971816,2.3003273082240425,Iris-virginica
+102,6.292395776453761,2.5018102419892316,4.990923437615706,1.8956797529609994,Iris-virginica
+103,6.091693496136255,2.925320178128785,4.67058912043387,1.4467854199836114,Iris-versicolor
+104,5.180333018094723,3.4080190002379585,1.4065640709336626,0.20016080203701797,Iris-setosa
+105,6.220245160684756,3.39586456919345,5.4244372681869395,2.2941357804043983,Iris-virginica
+106,6.32536922925098,3.3282069352495296,6.050393210522043,2.5,Iris-virginica
+107,4.603126563292474,3.6139616857565207,1.0000004028252043,0.20380867992127802,Iris-setosa
+108,7.723426730708702,2.794504293382279,6.718156625607103,1.9999256017201232,Iris-virginica
+109,6.308848671799416,2.7007759714524746,4.896325154839775,1.7941747765617906,Iris-virginica
+110,4.619630098589252,3.2056667178304394,1.4027773781112416,0.20063264480767348,Iris-setosa
+111,6.16804647298589,3.353131437277451,4.638582916690736,1.6012266822108845,Iris-versicolor
+112,5.211861522081173,3.407864553585257,1.4024486831135896,0.2020985484016649,Iris-setosa
+113,6.11807852871354,2.887070432427183,4.7109682961281925,1.3617333561540244,Iris-versicolor
+114,6.857533087384052,3.1199035930403767,5.159817296940392,2.3020684572446375,Iris-virginica
+115,5.008999454266343,3.5391554504326423,1.4110585368177317,0.20024668427200015,Iris-setosa
+116,5.768323974564413,2.7928412299951524,5.069158201367714,2.370330003085328,Iris-virginica
+117,5.706289761890657,3.7536631981593613,1.6682896070030628,0.2694025497947123,Iris-setosa
+118,5.009687883898863,2.0000005343368197,3.4457241454539136,1.015378429610784,Iris-versicolor
+119,5.540525364157548,3.0,4.480558932219511,1.4937687478793473,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/23/test.csv b/iris/tab_ddpm/8_0/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/23/train.csv b/iris/tab_ddpm/8_0/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/23/val.csv b/iris/tab_ddpm/8_0/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/24/synth.csv b/iris/tab_ddpm/8_0/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9dacc64fe670264bc8c934236a79c2ffe3990361
--- /dev/null
+++ b/iris/tab_ddpm/8_0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.798954908183924,3.4029175840169805,1.8629314787361002,0.19738675795799127,Iris-setosa
+1,5.412190201143321,3.0,4.497200982414626,1.4982927812656954,Iris-versicolor
+2,6.800936967358276,3.1780319720415195,5.672553668915212,2.3003559580780504,Iris-virginica
+3,6.324107547995848,2.496549983486166,4.98782561445825,1.8824918693071822,Iris-virginica
+4,5.370647423389582,3.0,4.498943270102744,1.5004527173364626,Iris-versicolor
+5,4.5762165556782985,3.1637601810333877,1.398452523058193,0.1978766729811839,Iris-setosa
+6,6.003865639540467,2.1986412191910834,5.00052673590065,1.492578784930191,Iris-virginica
+7,7.9,3.8192697078320395,6.416029176424423,2.008223368962412,Iris-virginica
+8,6.7768558995162795,2.8072031145353185,4.751971996523329,1.4108303782267482,Iris-versicolor
+9,5.975391838604253,2.9063272697748785,4.47654155499857,1.4843045438926132,Iris-versicolor
+10,5.558599959907278,2.46956543759002,3.837348229569301,1.0671582745413222,Iris-versicolor
+11,5.62554730772421,2.931229446093328,3.6897665096791523,1.2888387512904622,Iris-versicolor
+12,4.992684262093687,2.0,3.5821838067437684,1.0325043294923912,Iris-versicolor
+13,5.730792969314568,3.0,4.152264314003698,1.2144198205783419,Iris-versicolor
+14,6.915244159645217,3.192514128437247,5.9208884012607985,2.2655204595393004,Iris-virginica
+15,5.673549850645372,3.0,4.222412037720306,1.2529559226300466,Iris-versicolor
+16,7.181528804776988,3.177864612358923,5.995886738870778,1.7831852546541633,Iris-virginica
+17,5.736675181591908,2.6474739252659387,4.067089904941038,1.0055077850356644,Iris-versicolor
+18,4.983667353457114,3.0,1.595025099118395,0.20378664824988543,Iris-setosa
+19,6.260765172455241,2.7268370417519128,4.870319381153283,1.798118066489479,Iris-virginica
+20,4.5825168247017025,3.6251134262662665,1.0,0.19795921649064335,Iris-setosa
+21,5.792206587911308,2.7919802534968703,5.095595245126138,2.3991138460624453,Iris-virginica
+22,6.599357239873526,3.1994874128785606,4.720050111131588,1.5388024468702428,Iris-versicolor
+23,4.397701360287003,2.861046640942989,1.4030944289507508,0.20148623785330802,Iris-setosa
+24,5.5409299294690175,2.4177753410899814,3.720446221921234,1.0398383253287813,Iris-versicolor
+25,5.1772859224677665,3.4070551539707914,1.4022820459020595,0.19914878660086616,Iris-setosa
+26,4.6671794044130195,3.040565237671609,1.38334893372589,0.22818523272772567,Iris-setosa
+27,4.600601734254319,3.5651083239928396,1.0000003771361052,0.19611050117512052,Iris-setosa
+28,6.807162202999552,3.2033328398138523,5.853301944164765,2.2679473340166636,Iris-virginica
+29,4.3,3.0,1.0978516825135425,0.10000010448095649,Iris-setosa
+30,5.198682648397169,2.6805536113907533,3.843670179715464,1.382909771376283,Iris-versicolor
+31,4.8948485933055546,3.070049741923312,1.474122407806608,0.1,Iris-setosa
+32,6.534516054756343,3.0,5.7967836164602,2.2005047141542655,Iris-virginica
+33,4.969420842425126,3.6144054317374237,1.3959022462185242,0.20081631339243566,Iris-setosa
+34,6.324175764061128,3.304100243498373,6.071687180052658,2.5,Iris-virginica
+35,5.661137494071481,3.0,4.095835708129957,1.239422028098356,Iris-versicolor
+36,5.563579380985338,2.437986034106147,3.7830802649604967,1.0531715616565167,Iris-versicolor
+37,5.475550128067556,4.199999133145353,1.3854706708007263,0.20188232295306163,Iris-setosa
+38,6.6447413573695595,3.0,4.507024017861672,1.4623629459183125,Iris-versicolor
+39,6.008827479637994,2.8903053785431743,4.515399631850714,1.499056063983176,Iris-versicolor
+40,7.620754420160117,3.0,6.599214579814988,2.090849838954398,Iris-virginica
+41,6.338043398042162,2.721945032494727,4.8786571026596715,1.800933175412196,Iris-virginica
+42,6.204860966198049,2.809150884854765,4.791842432977359,1.8111222621276521,Iris-virginica
+43,5.620349145072818,2.3854677645851976,3.822246694523018,0.9989288564513303,Iris-versicolor
+44,7.711285211916285,2.7889449689144414,6.685698380240461,2.043800827950988,Iris-virginica
+45,6.460980439473162,2.8472201908667367,4.570413741743344,1.5115967203544363,Iris-versicolor
+46,4.864808792831973,3.061135115247973,1.4801548228379775,0.1,Iris-setosa
+47,4.609419527761457,3.5870892856022536,1.0,0.2005655194848136,Iris-setosa
+48,6.1097877265945355,2.602242750065486,5.579865396644272,1.402885700043839,Iris-virginica
+49,7.692311995413747,2.5999085138229825,6.9,2.2845580751689702,Iris-virginica
+50,6.5183339574441606,2.8026568470000686,4.6309648382764586,1.4962795195035683,Iris-versicolor
+51,5.394772230704903,3.397896859466561,1.4959239428652462,0.3756540350564763,Iris-setosa
+52,4.993303664807017,3.3976342318905126,1.5875138394420556,0.4181341021723213,Iris-setosa
+53,6.424669218330827,3.208716439322693,5.274993831997332,2.303682192481669,Iris-virginica
+54,6.108372840421246,3.3569999811715356,4.605652127044171,1.6155628580535744,Iris-versicolor
+55,6.784531848589771,3.185392704773203,5.62608374137527,2.293834567553237,Iris-virginica
+56,5.550313248570625,2.4511097396070562,3.8266717869325566,1.0309034526496368,Iris-versicolor
+57,5.8388204149911624,2.864850384408703,4.494958129288637,1.3340185538640739,Iris-versicolor
+58,6.272097579986384,2.7370026819369446,4.868216511921354,1.7975537323419268,Iris-virginica
+59,6.0655993131245225,2.9084902379940103,4.631037305546564,1.4651780320580767,Iris-versicolor
+60,4.3,3.0,1.092076546386408,0.10000009395089808,Iris-setosa
+61,6.682280326581539,3.125156636399792,4.707874898497234,1.5144153286630622,Iris-versicolor
+62,6.247953402308404,2.7275264746716004,4.855150081195077,1.8037984565243224,Iris-virginica
+63,6.688109274653879,3.1394197946574898,4.7227269567570005,1.523122553461663,Iris-versicolor
+64,5.084162805741858,2.5227827484738787,3.0001266277861447,1.1186552083274974,Iris-versicolor
+65,5.97281253047286,2.8836818455442983,4.490889749222829,1.475722789653971,Iris-versicolor
+66,4.863629321607829,3.03185303356608,1.4531731417226643,0.10000011124929971,Iris-setosa
+67,5.539925496781891,2.473039312335777,3.9282786666936733,1.24534710716148,Iris-versicolor
+68,6.726272068719242,3.091070416165253,4.713326603672956,1.504365886043831,Iris-versicolor
+69,4.577267044975706,3.1969064960586513,1.3911101784649529,0.19793667888922192,Iris-setosa
+70,5.536076277030526,2.4122128018594537,3.773786237468638,0.9919085363626129,Iris-versicolor
+71,4.796738765567257,3.0,1.4045227498635597,0.29093054364402166,Iris-setosa
+72,5.380157528456775,3.892664742423627,1.3034033732731938,0.42281093192553015,Iris-setosa
+73,6.274761466351548,3.3013306518827608,5.957266678038983,2.5,Iris-virginica
+74,7.9,3.7864613368779545,6.433632350590893,1.993022369699332,Iris-virginica
+75,6.262874659569932,3.299442606712617,5.989533393328565,2.5,Iris-virginica
+76,6.3860996351770405,3.211267206761988,5.314154076110139,2.305131122533168,Iris-virginica
+77,6.012208585981938,3.4029826688996794,4.49971646452877,1.6008128119300848,Iris-versicolor
+78,5.373690488697378,3.398883392184336,1.5036292876733122,0.4513394078038225,Iris-setosa
+79,7.688890074568487,2.602964936782932,6.9,2.3029911994085364,Iris-virginica
+80,4.405275186035007,2.911306477880185,1.4044865206767987,0.1981275869071244,Iris-setosa
+81,7.690768013444501,3.0,6.11331430542058,2.300225999469084,Iris-virginica
+82,4.99658435683252,3.4000355177541737,1.5995916293461705,0.3659231529556888,Iris-setosa
+83,5.551516965401216,2.498514310199111,3.885265259791182,1.2424302603161013,Iris-versicolor
+84,6.294632716403624,3.3052727864926417,5.993879304996913,2.5,Iris-virginica
+85,5.545872030418349,2.415936381840142,3.755685935764784,1.0549305001018652,Iris-versicolor
+86,4.791868054991258,3.3990509221025946,1.5917636875535304,0.19517790192857276,Iris-setosa
+87,5.192554403614919,2.6931857821911267,3.9685417817399427,1.4086588522779917,Iris-versicolor
+88,5.418269389978802,3.0,4.4761625200321085,1.492212245263993,Iris-versicolor
+89,6.205931377133978,2.197368523599043,4.478704358216182,1.504244837960941,Iris-versicolor
+90,6.164129605376325,2.878212289133994,4.726330994026859,1.3430107575213122,Iris-versicolor
+91,5.38854892807433,3.8252269512095336,1.3415763136799355,0.3456428896903424,Iris-setosa
+92,6.989297391910108,3.0828070158147654,5.125748507540856,2.301366559722778,Iris-virginica
+93,5.076686125261985,3.326107860091438,1.6248494054047828,0.40889564632037695,Iris-setosa
+94,6.456654922659024,3.0,5.758045935190055,2.1933448948916294,Iris-virginica
+95,5.31391592570287,2.732924532349865,3.4365664224628025,1.3340175390017643,Iris-versicolor
+96,6.382717038094262,3.187040774177227,5.299742495571895,2.3017718209059628,Iris-virginica
+97,5.119964938256748,3.2963318126410788,1.591995093323098,0.4946482686111925,Iris-setosa
+98,5.692337301643397,3.0,4.1158339129026364,1.205257618169545,Iris-versicolor
+99,6.280896413069522,3.292256626317168,5.971612959352558,2.4999998125111764,Iris-virginica
+100,4.892261503928647,3.104329479748319,1.5011920204894558,0.1,Iris-setosa
+101,6.67745595019007,2.505443284419611,5.894019935465312,1.7926879501751847,Iris-virginica
+102,4.5874286494495635,3.092771413236849,1.4932378575992422,0.19878762781489223,Iris-setosa
+103,6.304433885563884,2.6508329736962324,4.91497595330536,1.8043745795716182,Iris-virginica
+104,6.324233784339562,3.3093746078516926,6.003546008049568,2.4999998063049667,Iris-virginica
+105,6.570523609183629,3.0,4.393199184855443,1.3834584120999007,Iris-versicolor
+106,5.778817643618701,2.801132293230435,5.086060975616639,2.401325359153609,Iris-virginica
+107,5.9882423708063595,2.203428180379799,3.9821429140762916,0.9704688672541952,Iris-versicolor
+108,7.718402991171797,2.5968488902458735,6.9,2.3233205138511304,Iris-virginica
+109,4.8049567262713175,3.4032589792455332,1.8269936913049578,0.20074805393340345,Iris-setosa
+110,5.2184819244710425,2.671347273570429,3.8308058911163214,1.3461991733843728,Iris-versicolor
+111,5.598366902347379,3.0,4.4774940825927185,1.4817713996923345,Iris-versicolor
+112,7.694915930950396,2.6009727294825598,6.899998805243708,2.2744710155079844,Iris-virginica
+113,5.163472079078929,2.610610926993807,3.743818906290306,1.3393706162415213,Iris-versicolor
+114,4.403436578779042,2.900532982034539,1.407319559863801,0.20070777685747393,Iris-setosa
+115,5.697346388795397,2.801536667415331,4.498378184132763,1.2860277641142566,Iris-versicolor
+116,5.99884042916684,3.4083096602944005,4.492927859026468,1.593847458484319,Iris-versicolor
+117,4.588350841075025,3.5944647812990143,1.0000004784797363,0.20360128836806252,Iris-setosa
+118,5.085337426540969,2.498343118514087,2.9347948574701306,1.1274660720336607,Iris-versicolor
+119,5.754931589344283,2.810677594862418,4.44695669079189,1.2480480392071305,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/24/test.csv b/iris/tab_ddpm/8_0/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/24/train.csv b/iris/tab_ddpm/8_0/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/24/val.csv b/iris/tab_ddpm/8_0/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/25/synth.csv b/iris/tab_ddpm/8_0/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ce8847a6069af296588272b937446f0fc1820c30
--- /dev/null
+++ b/iris/tab_ddpm/8_0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.095881818302109,3.760585285184476,1.5863101674346676,0.19449800975590592,Iris-setosa
+1,6.161338158939943,2.147117430384079,4.42813188339152,1.414653005125193,Iris-versicolor
+2,4.572193109980096,3.593273404855201,1.0,0.19688300666595582,Iris-setosa
+3,7.719941540418646,2.582537847734417,6.9,2.305558398743259,Iris-virginica
+4,6.426447076633112,3.0520082386415575,5.551971363616206,2.2274321043187433,Iris-virginica
+5,6.640876406257772,2.853184952431227,4.720482042546236,1.5153648024238637,Iris-versicolor
+6,7.674169042186104,2.621207268115262,6.899998549523077,2.300273978585263,Iris-virginica
+7,5.007155134158706,3.0,1.5691291410068722,0.20225924899762843,Iris-setosa
+8,4.988578518696172,3.405347157952223,1.655958476226789,0.4007059183934308,Iris-setosa
+9,6.893567793334465,3.18843757881802,5.657247136641789,2.3081405261528176,Iris-virginica
+10,5.171935418340173,3.4067642062186447,1.4054213945716896,0.1992245175394075,Iris-setosa
+11,5.9856891234066865,2.1972052726043483,3.9953684463245858,0.93245443963173,Iris-versicolor
+12,6.678770560670627,2.9532593498583317,4.594902734174244,1.4119458121465023,Iris-versicolor
+13,5.7858147270719895,2.6956099845990575,5.096085190468388,1.9044842266482935,Iris-virginica
+14,6.649358356374672,3.1651709588555548,5.706947419858367,2.2974433431603876,Iris-virginica
+15,6.69098594318956,3.0,4.980507129791497,1.700158672390903,Iris-versicolor
+16,6.816911640433783,3.2034568718110132,5.74870753745936,2.30098940657817,Iris-virginica
+17,7.9,3.7948673455495863,6.466513379389566,2.0215504073924135,Iris-virginica
+18,6.804698449908672,2.8047777872872874,4.79439335720371,1.3832019712379748,Iris-versicolor
+19,6.891981405842063,3.0918288865390133,5.145289822798094,2.284305877074698,Iris-virginica
+20,7.184073677009987,3.190658827541628,6.026085009432181,1.8256965804548058,Iris-virginica
+21,6.862235223731812,3.2085768826480376,5.778844962585591,2.293936369749354,Iris-virginica
+22,5.672875249962118,2.8248381482089413,4.313830023912579,1.2823707093524594,Iris-versicolor
+23,5.780126942645886,2.6994558343488273,5.153205104493949,1.909842390401048,Iris-virginica
+24,4.3,3.0,1.0975662905826422,0.1,Iris-setosa
+25,7.715057044022262,2.6143433414640236,6.8999989328369775,2.3068953679990805,Iris-virginica
+26,5.382874990848386,3.0,4.504042965004948,1.4981047354346435,Iris-versicolor
+27,5.525744851639921,2.4343559886571766,3.8096970534481827,1.0472629572473762,Iris-versicolor
+28,4.993819318332772,3.561593042506565,1.3980197781500276,0.1985283838590718,Iris-setosa
+29,7.708112137794843,2.6011383584907355,6.899998726634529,2.3006838887424266,Iris-virginica
+30,7.694628616555399,2.799626382138547,6.678087318666023,2.0019252237444243,Iris-virginica
+31,6.470350833750231,3.0,5.7470795069641625,2.207961606285889,Iris-virginica
+32,6.488403619689717,2.8097241088515457,4.594530946895012,1.5005978310451966,Iris-versicolor
+33,4.787105940055575,3.394455973521611,1.7230724390696945,0.20213797733402392,Iris-setosa
+34,5.996681307248977,2.2061374583291187,4.0476064070769,1.0443112100129723,Iris-versicolor
+35,6.806986013181181,3.2024176957796295,5.846969770486368,2.304189465132085,Iris-virginica
+36,6.668346581330855,3.1231059820976825,4.7047013899314996,1.5052245297978246,Iris-versicolor
+37,6.519337137850141,2.7989217524773253,4.615872907929336,1.4912538495515402,Iris-versicolor
+38,6.215215681326978,2.2027920173757543,4.493743207444694,1.48960022317358,Iris-versicolor
+39,5.779554560642184,2.704365505317853,5.081095273790285,1.8900121701545982,Iris-virginica
+40,7.688865730011267,2.5845152619672893,6.9,2.3126525535800924,Iris-virginica
+41,6.500146492453075,3.201047894181594,5.1061078659897365,2.01687017151371,Iris-virginica
+42,5.791733225540032,2.8726832275521117,4.4782696509628135,1.326804480192556,Iris-versicolor
+43,7.697860060976714,2.8146405943563693,6.705841424878546,2.029095806972913,Iris-virginica
+44,5.175969401676674,3.4670918292284023,1.3991741650983274,0.1982860646004656,Iris-setosa
+45,6.0958650725078565,2.6000061199112285,5.5749071751514405,1.4152200363050036,Iris-virginica
+46,4.3,3.0,1.1146356960236063,0.10000012599991184,Iris-setosa
+47,5.806904873757423,2.674786911461527,4.079822032375455,0.9792097826214847,Iris-versicolor
+48,5.195255046744698,2.7145809289427,3.936080842856296,1.402507282032761,Iris-versicolor
+49,5.691381309403186,3.800892481340663,1.727381937264895,0.3451878415023236,Iris-setosa
+50,4.795579799174946,3.402453303845209,1.6529322096780685,0.19863416016424223,Iris-setosa
+51,6.487603261530833,3.0,5.798634265991459,2.208868526393452,Iris-virginica
+52,4.3,3.0,1.096600148419464,0.10000010182304525,Iris-setosa
+53,7.679639509285712,2.589028633594056,6.899998695600114,2.2899838190296746,Iris-virginica
+54,5.578123996575445,2.4739898361123,3.8298600924126713,1.0703378905143315,Iris-versicolor
+55,7.708868185561216,3.0,6.131196645327979,2.2835504999185288,Iris-virginica
+56,7.153218455542175,3.192659515323924,5.971466805154968,1.8449711063554903,Iris-virginica
+57,5.408792912449114,3.929603566352785,1.2805135360787778,0.36523507191790394,Iris-setosa
+58,6.60971259475844,3.0,4.420188915310417,1.4103903084413545,Iris-versicolor
+59,6.701132169514366,3.1052689210663873,4.690504006343803,1.4824326534695835,Iris-versicolor
+60,5.006954672915038,3.3942096921242766,1.5898346223806998,0.42135559893677205,Iris-setosa
+61,6.208487162098606,3.3944475788362345,5.3729315441316885,2.2722954722846835,Iris-virginica
+62,6.591426808742417,3.0,4.364370934125835,1.386482195365263,Iris-versicolor
+63,6.693454217855545,3.0,4.995883646404616,1.7135631639457767,Iris-versicolor
+64,7.191180432941376,3.183141049928589,5.947226201962793,1.799914168257593,Iris-virginica
+65,6.315774605404169,3.3063263321136476,6.0341465857584815,2.4999997690913327,Iris-virginica
+66,6.475469613894449,3.202910897721204,5.127033647017745,2.04333866109254,Iris-virginica
+67,4.8215630335037885,3.0,1.404743154999118,0.10000010159727087,Iris-setosa
+68,7.707840090498245,2.8129453226796715,6.689758769429828,2.001089066241471,Iris-virginica
+69,6.500774648846345,3.0,5.800740217121681,2.1913419994365926,Iris-virginica
+70,5.0924053859570675,3.812997009188608,1.5978244273107198,0.1990067934376195,Iris-setosa
+71,6.698185013796031,3.0986978265516405,4.705017630360386,1.5085856894400445,Iris-versicolor
+72,4.896245286741656,3.055072703279252,1.4854846814700111,0.1000001132278002,Iris-setosa
+73,5.375922077856719,3.3972662112098626,1.50667037318082,0.3810972851033555,Iris-setosa
+74,4.793815014268662,3.0,1.405860051441739,0.10000010920838065,Iris-setosa
+75,6.183596659923736,2.184684521722922,4.505171668848089,1.491727147923949,Iris-versicolor
+76,4.596984762310988,3.6064028995240274,1.0,0.19797401201008336,Iris-setosa
+77,6.220318992611604,3.3994053679332468,5.453110793469852,2.284769686832793,Iris-virginica
+78,6.214466658381689,2.793073124386671,4.828948388844368,1.7840717704166815,Iris-virginica
+79,6.624252314599839,3.177146919734267,4.720452678563281,1.5322734540668337,Iris-versicolor
+80,6.469270593538697,2.8049549715536375,4.596884214199789,1.4969094661794093,Iris-versicolor
+81,6.319777180005444,3.2971386932678577,6.018361233400471,2.5,Iris-virginica
+82,6.0163404699544545,2.1979236572383734,5.0052911600998815,1.5197890657406805,Iris-virginica
+83,5.52045357990149,2.375562661608222,3.699609156987689,0.9942169312319066,Iris-versicolor
+84,6.102781599988513,2.601772626303376,5.6386518552431255,1.3744192832844149,Iris-virginica
+85,6.626068178164465,2.8046197903571533,4.66653320138009,1.461596754597305,Iris-versicolor
+86,5.995964256850057,3.3966492378481963,4.520083747411152,1.6131284284841565,Iris-versicolor
+87,4.3000005850073855,3.0,1.1012159620077866,0.1,Iris-setosa
+88,6.440094804650858,3.0,5.74165532205879,2.2410332550657013,Iris-virginica
+89,6.930840888750003,3.1112472541244194,5.092932805638814,2.2903981643615454,Iris-virginica
+90,6.010576234784046,3.3923930743141746,4.53774902825675,1.6052620637584016,Iris-versicolor
+91,4.80114779988049,3.397969301623202,1.8453264523564175,0.20310914235863192,Iris-setosa
+92,6.3120990724139245,3.3034739116559706,6.0338375573195195,2.5,Iris-virginica
+93,5.686821495807658,3.763324312223804,1.6516513397956605,0.27615724737009695,Iris-setosa
+94,7.711006551373447,2.6021837987642877,6.899998898143506,2.300185395983176,Iris-virginica
+95,4.5944778208741415,3.665984879055997,1.0,0.191018002819887,Iris-setosa
+96,6.721906373515957,3.0,5.016343278148881,1.6887979489397582,Iris-versicolor
+97,4.40342590723439,2.9074576846694296,1.4015075020382146,0.1994693925804823,Iris-setosa
+98,6.182170799777685,2.7824226503979217,4.840116001271226,1.8207199966625573,Iris-virginica
+99,5.677433441212957,3.0,4.486866118953593,1.4719940890276582,Iris-versicolor
+100,7.652639799819757,3.0,5.963854872426786,2.2741522187644305,Iris-virginica
+101,5.59185312389237,2.917104871597021,3.6441668771242717,1.3127334993196624,Iris-versicolor
+102,5.601650109043377,2.506985103103508,3.9202461822265082,1.12499998226816,Iris-versicolor
+103,6.6896509522331815,3.0,4.989514876457373,1.7028441449890162,Iris-versicolor
+104,5.644912062073252,3.7296468569076104,1.5872368734992244,0.2762538371076231,Iris-setosa
+105,6.677762544891298,2.5073643904218845,5.753112480175059,1.7984562931613806,Iris-virginica
+106,4.300000490682801,3.0,1.099105096335363,0.1,Iris-setosa
+107,5.084050483030183,3.2681905473443695,1.6800742423237933,0.4261461309444692,Iris-setosa
+108,5.007504473642099,3.0,1.5993154183604898,0.1950527138704795,Iris-setosa
+109,5.067868612200373,3.7704715726487965,1.5120287089204627,0.20550469728028917,Iris-setosa
+110,6.044581165142029,2.263513326948523,4.169987444164043,1.1182552369240788,Iris-versicolor
+111,5.2197913409717405,3.403011039366829,1.3997137821248844,0.19969070507975006,Iris-setosa
+112,5.539076682128022,3.0,4.519271318334774,1.5021661098642651,Iris-versicolor
+113,5.799850640068523,2.6923406399526937,5.109407476764151,1.9024311027452765,Iris-virginica
+114,7.5859403525134335,3.0,6.607664251098487,2.1050524428553623,Iris-virginica
+115,6.791146117052676,2.7916941396252124,4.784857687105702,1.4322533360814083,Iris-versicolor
+116,6.062012133617918,2.789768394829468,5.0503097654398745,1.886612832098537,Iris-virginica
+117,5.535573538725757,2.508372643546462,4.036527845526666,1.2751533003965776,Iris-versicolor
+118,5.561440257153176,3.0,4.491163079299711,1.5010965298662016,Iris-versicolor
+119,5.791073735084004,2.7118859533792055,5.083041173343567,1.912966749261049,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/25/test.csv b/iris/tab_ddpm/8_0/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/25/train.csv b/iris/tab_ddpm/8_0/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/25/val.csv b/iris/tab_ddpm/8_0/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/26/synth.csv b/iris/tab_ddpm/8_0/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d217454bfd95b3ab7e540090d69c31190ed8782f
--- /dev/null
+++ b/iris/tab_ddpm/8_0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.862516537157951,2.2206016195006852,3.821747856320729,0.9862521392405582,Iris-versicolor
+1,6.196141116013277,3.4031504749645607,5.420239752756147,2.3040420921616955,Iris-virginica
+2,5.420788443137215,3.0,4.4882430687922605,1.4994604889233143,Iris-versicolor
+3,5.484493793786736,2.4932168582346512,3.9735176247990154,1.2871767986155527,Iris-versicolor
+4,6.312740150399988,3.3923444858976883,5.572226073460467,2.396473144735116,Iris-virginica
+5,6.276696378222256,3.2983714638684978,5.9918657970884475,2.499999584558733,Iris-virginica
+6,6.328913059183345,3.2967338062953413,5.999750893751486,2.5,Iris-virginica
+7,5.111925145499827,3.783258977729809,1.6938906317628775,0.2000722445373235,Iris-setosa
+8,6.271577772996429,3.40098699434471,5.5876373974818465,2.3683456106690484,Iris-virginica
+9,5.011469574659777,3.3961856121071765,1.621567966856308,0.378143208631908,Iris-setosa
+10,4.300000480180784,3.0,1.0983546240252215,0.10000009489047602,Iris-setosa
+11,6.192882080193583,2.1972427128265264,4.486066457140789,1.509863225893403,Iris-versicolor
+12,4.988147386603216,3.400337795199574,1.5993917847177173,0.3408359271277397,Iris-setosa
+13,5.175792018117476,2.473799837185324,3.300850745242179,1.091670451695402,Iris-versicolor
+14,6.521009515583838,2.974652595697317,4.452521413206197,1.4388617344623764,Iris-versicolor
+15,5.204964580053095,3.405098097379804,1.3874625550737976,0.20015951265469153,Iris-setosa
+16,5.079767293939408,3.2833657595155463,1.5953258337867295,0.46998104657023876,Iris-setosa
+17,5.096672226326008,3.3018848233940887,1.6659092086327958,0.5471641110787919,Iris-setosa
+18,5.579134193823013,2.904370626307974,3.579896012247025,1.331520310946482,Iris-versicolor
+19,4.617281655113394,3.097956687731779,1.5151654136382604,0.20331752833423272,Iris-setosa
+20,6.928602981102189,3.092681210039177,5.0684790716070145,2.2967185073005303,Iris-virginica
+21,4.7842826636052544,3.3985727837068724,1.7930242277939223,0.202480527824703,Iris-setosa
+22,5.142157431870084,3.4069040126267627,1.3787584973216305,0.19795231313209818,Iris-setosa
+23,6.198508442879492,3.3975448821305707,5.371901969693635,2.303948587448819,Iris-virginica
+24,6.0686531956162035,2.9076088092514256,4.676212338369383,1.3431131771848528,Iris-versicolor
+25,7.9,3.842281273487618,6.414638273600021,2.0171485190651364,Iris-virginica
+26,5.567936184229796,2.434259888982559,3.841740513056845,1.106199306343021,Iris-versicolor
+27,4.395779069338327,2.9062786154062037,1.4058361712632645,0.1969449633356884,Iris-setosa
+28,5.691867952779739,3.7613722213697423,1.6036470639042002,0.27521793631778724,Iris-setosa
+29,4.602355545195986,3.6154961103748073,1.0,0.2013203629975844,Iris-setosa
+30,6.155803476700433,2.832072066115481,4.693755957619504,1.2318197148725096,Iris-versicolor
+31,6.338865032013949,3.286475675564192,6.005262274409517,2.5,Iris-virginica
+32,5.497115743033554,4.2,1.4065788384360904,0.2073436861700236,Iris-setosa
+33,4.639269721365397,3.1099760589017187,1.4325680540589105,0.20668150897662363,Iris-setosa
+34,6.587853146045855,3.0,4.405607335701317,1.396303856458506,Iris-versicolor
+35,6.09374278899689,2.599950101016187,5.5762627661475275,1.4155018485122266,Iris-virginica
+36,4.8039982460288755,3.0,1.3954463491897398,0.27088743111134506,Iris-setosa
+37,5.814297053195931,2.8136064215529024,5.100641929533614,2.4065392155959326,Iris-virginica
+38,5.3894896533869145,3.8860889414249264,1.2930645534866074,0.35873406559886617,Iris-setosa
+39,6.267803046701882,3.399214195381558,5.5089616039408,2.3722888222276164,Iris-virginica
+40,6.887557733136111,3.1857438648091474,5.585824405614839,2.300183191863591,Iris-virginica
+41,6.451312210058773,3.0,5.76856024774861,2.1701837486736824,Iris-virginica
+42,4.894523094065799,3.093915872083928,1.488505127443067,0.10000011189104466,Iris-setosa
+43,7.690272065705846,2.58087253733523,6.899998264145481,2.2456502035263783,Iris-virginica
+44,7.693456453600543,2.602333447517192,6.899998697644464,2.2789351917269203,Iris-virginica
+45,5.047024016627561,3.749918324936082,1.5600293814948953,0.20057461331545026,Iris-setosa
+46,5.803838920312325,2.69149972941512,5.097211103255938,1.8795508906034437,Iris-virginica
+47,5.007112369538478,2.0,3.4427143408658734,0.9982936664959922,Iris-versicolor
+48,6.006242970399867,3.4031776904077686,4.5278536703366665,1.610738944226187,Iris-versicolor
+49,5.770758455898445,2.707854024713094,5.139702161375471,1.8977265550188895,Iris-virginica
+50,6.337495069922609,3.3022350039371444,6.036605660565204,2.4999998197803417,Iris-virginica
+51,5.517049723101991,2.4455690592112194,3.8121170610169783,1.0711321917755872,Iris-versicolor
+52,6.192228493490084,2.1951141873533575,4.4836271256595985,1.5019332257679257,Iris-versicolor
+53,6.599063295873331,3.0,4.3952150833610215,1.3754668255177813,Iris-versicolor
+54,5.090113257800891,2.4807401399058975,2.9759068226813814,1.112254361653776,Iris-versicolor
+55,4.3,3.0,1.0905328386687148,0.1,Iris-setosa
+56,4.3,3.0,1.0999994166663287,0.1,Iris-setosa
+57,6.310261616095787,2.589074640983016,4.940601854782215,1.8519487039586857,Iris-virginica
+58,6.807192298876345,3.174442146019074,5.807235734783947,2.3041253103885895,Iris-virginica
+59,5.538361383791413,2.34545674359828,3.6610001151872007,0.930717435483046,Iris-versicolor
+60,4.803190293393713,3.0,1.3986128273362106,0.1,Iris-setosa
+61,6.306846499924113,2.7022177460945853,4.879243799289438,1.796699255278563,Iris-virginica
+62,6.622217876918625,3.0,4.502471473120529,1.4362618871070865,Iris-versicolor
+63,7.691784640578595,2.8301796736521534,6.662968465149428,2.0354250034510866,Iris-virginica
+64,5.109233670863056,2.51446016479749,3.085877696040683,1.1005960409786568,Iris-versicolor
+65,6.928643778510809,3.151378006067375,5.315008129361704,2.2980523421174444,Iris-virginica
+66,6.191389971879845,3.3998990017505237,5.4098833989869455,2.3098540634147473,Iris-virginica
+67,4.3,3.0,1.1013029455020407,0.10000009383531652,Iris-setosa
+68,5.050941047595755,2.485940993441727,3.034674600618902,1.098196063007261,Iris-versicolor
+69,7.514138202125011,3.0,6.517904043624238,2.1078752161841066,Iris-virginica
+70,7.699828570519945,3.0,6.0784072175609065,2.299457286225764,Iris-virginica
+71,5.099055060186698,3.2949371600046375,1.5992792358181613,0.5853937184062412,Iris-setosa
+72,6.743327095165675,2.802487983676848,4.7805190717815105,1.4668493995704848,Iris-versicolor
+73,6.010889452454948,3.4046032373414503,4.501112210484561,1.6019974131991674,Iris-versicolor
+74,4.591285436554713,3.6311584603298646,1.0000004323264466,0.19579064007262736,Iris-setosa
+75,4.6076775124782126,3.185932272895178,1.4092595963635794,0.19828162855196776,Iris-setosa
+76,4.5972681619614395,3.1048788649689807,1.5090302943467815,0.19854213896515333,Iris-setosa
+77,5.681217963807059,2.965501891475596,4.104568466774525,1.2688978430519664,Iris-versicolor
+78,4.396137124596222,3.0,1.3547106372507893,0.19826321053929913,Iris-setosa
+79,4.89113496335027,3.108916195515229,1.5026352328171364,0.10000010215881412,Iris-setosa
+80,6.320794741279818,3.3095223062479,6.047531167178092,2.5,Iris-virginica
+81,5.065120872043076,3.56753002913097,1.4083684594971042,0.19847495984322772,Iris-setosa
+82,4.868454267847662,3.033940093080217,1.4562637604164974,0.1000001131472099,Iris-setosa
+83,6.689291928027257,3.0,4.965295696304676,1.6837330418153864,Iris-versicolor
+84,5.673149646058595,3.7515709641275303,1.5931773276882533,0.28479460757607117,Iris-setosa
+85,6.088722823808993,2.5941643529448455,5.604531835463733,1.4190336969611599,Iris-virginica
+86,6.326871459687032,2.5902546178582933,4.950286339040709,1.8050138461028713,Iris-virginica
+87,5.996542003910413,2.194701830254804,4.049983076295529,1.010667467831356,Iris-versicolor
+88,5.909536307754354,3.1893175955617794,4.821309922480831,1.8003074146549563,Iris-versicolor
+89,5.774374361404897,2.710811173642068,5.096246434842902,1.8982284776490521,Iris-virginica
+90,6.45208945981269,3.0,5.796398805598989,2.236520616689672,Iris-virginica
+91,4.802124332052622,3.0,1.380468393369338,0.1,Iris-setosa
+92,7.723282841214475,2.5656060530373375,6.9,2.306669058320915,Iris-virginica
+93,5.112808287805864,2.5054493874804638,2.9447268182510884,1.1099176305682545,Iris-versicolor
+94,6.537629831604867,3.0,5.84289422452713,2.221292331622446,Iris-virginica
+95,7.690337604626377,3.0,6.1190879759685,2.2958453608111373,Iris-virginica
+96,6.503227615733736,3.199559043596926,5.128185866562127,2.004473643842929,Iris-virginica
+97,5.712279409951601,3.0,4.230999231058104,1.2138931082348745,Iris-versicolor
+98,5.60435417334617,2.883721386366155,3.64603391232668,1.2916696022037253,Iris-versicolor
+99,7.689538809920272,2.578982060149988,6.9,2.3100611232726544,Iris-virginica
+100,7.899998972569631,3.7968532686076006,6.38725955769712,1.98789250076296,Iris-virginica
+101,6.000173887496922,2.1991067543153306,4.009590159612096,1.013848314855859,Iris-versicolor
+102,7.658247997847212,2.590742813004372,6.9,2.29059094577919,Iris-virginica
+103,6.316680517817717,2.496270733273717,4.991155717200498,1.9155903537603856,Iris-virginica
+104,5.892379790032281,2.770109658224278,4.567806118972036,1.1956086710161682,Iris-versicolor
+105,6.087000993563283,2.611034208005271,5.575228415619978,1.396875058301858,Iris-virginica
+106,6.127677582322438,2.8788644381590327,4.696712987060558,1.3626347681230777,Iris-versicolor
+107,5.773823540832693,2.7348839125185913,4.332840263842843,1.1227358494013002,Iris-versicolor
+108,6.200016263009976,3.399373192194185,5.3814988540123,2.2824045414608207,Iris-virginica
+109,5.422604736649299,3.4037527840543174,1.5163495565887481,0.3856446626315385,Iris-setosa
+110,4.300000545704744,3.0,1.10800588194481,0.10000009402206853,Iris-setosa
+111,5.846857198194512,3.0,4.246693747314247,1.2606713130610916,Iris-versicolor
+112,5.99508122373768,2.210540970193585,4.037540180014396,0.9742516780256182,Iris-versicolor
+113,6.013873066620138,3.39699670193152,4.498659198043172,1.59836421662557,Iris-versicolor
+114,6.813755773689034,3.203599907111156,5.952864897561972,2.3062353057321547,Iris-virginica
+115,5.532092695891361,2.415618537805528,3.771254241227935,1.0296065449129579,Iris-versicolor
+116,6.257217986173566,3.303385836519745,5.992540397082228,2.5,Iris-virginica
+117,5.318850710013938,2.469494723728005,3.631902125426839,1.1353492020735096,Iris-versicolor
+118,5.092435925911667,2.5005367985883518,2.8948373585800766,1.1010396609186022,Iris-versicolor
+119,4.784267671180058,3.397749695098909,1.8442303309419232,0.20104080498340926,Iris-setosa
diff --git a/iris/tab_ddpm/8_0/26/test.csv b/iris/tab_ddpm/8_0/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/26/train.csv b/iris/tab_ddpm/8_0/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/26/val.csv b/iris/tab_ddpm/8_0/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/27/synth.csv b/iris/tab_ddpm/8_0/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a775059b76105b0893a2a8a291b358613bbf7ff3
--- /dev/null
+++ b/iris/tab_ddpm/8_0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899998232176653,3.7840907555208547,6.441159607298702,1.9821364436249092,Iris-virginica
+1,4.827477871813127,3.0,1.4428686000046478,0.1,Iris-setosa
+2,4.881224867143927,3.0694163062734043,1.4874036077567412,0.1,Iris-setosa
+3,6.516289063108729,3.194349680597037,5.106404355698579,2.0172251956716685,Iris-virginica
+4,4.913461216096466,3.089177639396197,1.4889297414999894,0.1,Iris-setosa
+5,7.689718351510959,2.8049976857988077,6.684512089704257,2.0035579449259164,Iris-virginica
+6,4.406258925219686,2.9129491293034526,1.3987749664917342,0.20077969489070316,Iris-setosa
+7,6.188819081060911,2.1973595713998204,4.519492119463474,1.5071866015035988,Iris-versicolor
+8,4.845031937989472,3.451489423440886,1.852088799064623,0.19921229621969397,Iris-setosa
+9,4.300000451738591,3.0,1.1004860908580962,0.10000010058220463,Iris-setosa
+10,4.603547717180508,3.1804282345456825,1.4198741077041352,0.2017946682756557,Iris-setosa
+11,4.591537933353591,3.642179136482166,1.0,0.19730885077952753,Iris-setosa
+12,5.548203582406255,3.0,4.525901551219151,1.4895332874443417,Iris-versicolor
+13,4.406014264184663,3.183578768717521,1.3127536691193753,0.19930103996563614,Iris-setosa
+14,6.125430491079669,2.8075758778622406,4.691737600779833,1.1959269737338027,Iris-versicolor
+15,6.4550781425451715,3.0,5.8032376555160265,2.2213786751936775,Iris-virginica
+16,6.305080996619665,2.680028073080728,4.894749918296233,1.8256747112648257,Iris-virginica
+17,6.005904722799054,3.3996202070639034,4.495131443875628,1.6093102117660303,Iris-versicolor
+18,5.13823540346442,2.5872512318661833,3.7642476506962486,1.3183011062999201,Iris-versicolor
+19,4.3,3.0,1.088456229634403,0.1,Iris-setosa
+20,5.0782700187070065,3.798103170902648,1.7459275241038679,0.19806628380403002,Iris-setosa
+21,6.700314331422808,2.489313118690274,5.793488946806091,1.8044272634621534,Iris-virginica
+22,5.029603167158103,3.0,1.6948167028406937,0.20022855025564318,Iris-setosa
+23,6.00454015359964,3.39662765927545,4.496168462444091,1.592472060169561,Iris-versicolor
+24,6.6900565670426895,3.2142826272676497,5.567688929135919,2.3120055416217262,Iris-virginica
+25,6.006972490071491,2.202967666446543,5.005830430673941,1.4993235935641536,Iris-virginica
+26,5.769964059958401,2.899033820082782,4.261695355198235,1.3263950878671535,Iris-versicolor
+27,5.162018119015736,2.711960925786325,3.925984448682045,1.4117271717431001,Iris-versicolor
+28,5.721952372512313,3.0,4.236654018424916,1.1871059256856977,Iris-versicolor
+29,6.309643204070549,3.3000697006635917,5.999418810307166,2.5,Iris-virginica
+30,6.2842929115348465,3.4023419088137103,5.556288059234779,2.3889352941140563,Iris-virginica
+31,6.925809459939277,3.1930443003279985,5.613844812173344,2.308521627095758,Iris-virginica
+32,5.596614168957619,2.8989410724965468,3.566264941407212,1.31207230815292,Iris-versicolor
+33,5.370981899489691,3.0,4.500324430503068,1.5027139425229343,Iris-versicolor
+34,4.804093673824248,3.402780983501155,1.8304731941893972,0.19999119257176595,Iris-setosa
+35,4.6085458506757595,3.622178151766822,1.0,0.1989011963184898,Iris-setosa
+36,5.5883511741664424,2.894706820249506,3.663706902972076,1.3107715947917409,Iris-versicolor
+37,5.586300477338665,2.4857628956303905,3.891714113767018,1.0856785274289034,Iris-versicolor
+38,6.312482350839767,3.4001933895266063,5.566521637617744,2.381612635035464,Iris-virginica
+39,6.669170960003963,2.796558128397412,4.682122978237703,1.4438004641676598,Iris-versicolor
+40,5.796590271356999,2.7302768233254544,4.157155710847374,1.0227691268957717,Iris-versicolor
+41,6.113554926873119,3.364715469927644,4.599118799063422,1.60751651230274,Iris-versicolor
+42,4.9906519452447204,3.620734555688685,1.4051926832959818,0.19981306231721196,Iris-setosa
+43,6.276663821611937,2.7150722750479175,4.899502062812116,1.804835122651805,Iris-virginica
+44,4.388914964992944,3.167544444601476,1.2741419541213097,0.19841360858699536,Iris-setosa
+45,5.010253693790151,2.0000005329341257,3.3568310917605624,0.9315786434095276,Iris-versicolor
+46,6.388049752719082,3.20093307354187,5.266118882721003,2.3027101813251503,Iris-virginica
+47,6.47508199970605,2.806832979329706,4.6080968838401954,1.5009862275412422,Iris-versicolor
+48,5.021924841021015,3.566335185150129,1.382972763185093,0.2029672900177562,Iris-setosa
+49,7.695813176201094,2.5907722694280593,6.899999003719443,2.308657788212722,Iris-virginica
+50,4.817278407621205,3.0,1.4017613818527757,0.1,Iris-setosa
+51,7.708518801904249,3.0,6.1379908359486866,2.297856070461299,Iris-virginica
+52,5.180325403184799,2.687340555751977,3.839612078845682,1.3956834007576728,Iris-versicolor
+53,6.54564179028465,3.0,5.8628631766854165,2.2184093500088062,Iris-virginica
+54,4.529821694896356,3.189871376262226,1.37056944209924,0.20438965172009096,Iris-setosa
+55,5.78846271154662,2.7050222750647275,5.097459620512019,1.9128133766029007,Iris-virginica
+56,4.85730206719938,3.0,1.4627874288363325,0.10000009473415662,Iris-setosa
+57,5.208852264893835,3.400876002637412,1.402861407040174,0.2061694201472164,Iris-setosa
+58,4.594651417845546,3.646427095449554,1.0,0.20055619375334607,Iris-setosa
+59,6.817484557268562,3.203299947759958,5.80665204402746,2.304080917495794,Iris-virginica
+60,6.816239671940681,3.1926984246103993,5.882123367003031,2.3012684984822416,Iris-virginica
+61,6.299081632148307,3.293951211510838,5.997269918643346,2.499999804395378,Iris-virginica
+62,7.1548764276672285,3.202576839921392,5.954978955667598,1.8039242860815419,Iris-virginica
+63,5.466486095370179,4.2,1.4020307029627086,0.19467165497543165,Iris-setosa
+64,5.109957657255899,3.2550210444280383,1.7854849052832504,0.31431016221987224,Iris-setosa
+65,5.843023308992283,2.714296304296502,5.077003752069677,1.933791446955329,Iris-virginica
+66,6.691644880315698,2.5035211979315517,5.786663058977679,1.8039776797711637,Iris-virginica
+67,7.704708772996888,2.589856912875669,6.9,2.2995190083180486,Iris-virginica
+68,4.609051880314214,3.2072140388822006,1.4028244689814278,0.20034268736784805,Iris-setosa
+69,5.041383741052828,3.4038705342067317,1.5883007656163963,0.35497302333820896,Iris-setosa
+70,6.697624666267709,3.0,5.004942906398992,1.688662278400497,Iris-versicolor
+71,5.895978343524217,3.204955591907319,4.772947665981663,1.7918433485109377,Iris-versicolor
+72,5.45292557759633,2.5060798871650922,3.9713856008800743,1.3062060175454677,Iris-versicolor
+73,7.693593858986221,2.605964566864909,6.899998942014365,2.2960737234917103,Iris-virginica
+74,6.103995769621357,2.597022620252471,5.624155079468499,1.4153447511500454,Iris-virginica
+75,6.2697557724152375,3.4022474525915505,5.551059480574246,2.3693967730166903,Iris-virginica
+76,6.551529949802257,3.0,5.862102920867544,2.2185024686429204,Iris-virginica
+77,5.687654302604601,3.7970544125623396,1.9015544340865929,0.34719544327229546,Iris-setosa
+78,6.521034823400771,3.211389955116936,5.121643061521951,1.9897329464354319,Iris-virginica
+79,4.416051137451563,2.908844920823057,1.4110012146466195,0.20261286267337253,Iris-setosa
+80,5.156399878603586,3.311898080195878,1.6562966145536766,0.454733406552411,Iris-setosa
+81,5.673125035156385,2.793033559473574,4.463972239570174,1.2239998049845038,Iris-versicolor
+82,5.520023286639032,2.457392165583237,3.952238372215479,1.250064128657817,Iris-versicolor
+83,5.490979381887029,4.199999273337993,1.4031574248458032,0.2000645165610243,Iris-setosa
+84,6.601417893282873,3.0,4.407959754696229,1.3973431039661808,Iris-versicolor
+85,6.052738902470826,2.822592176557797,4.654325787113996,1.2388385352542075,Iris-versicolor
+86,5.790070002025948,2.7028176642617514,5.176030488076858,1.8904374922223715,Iris-virginica
+87,4.791600613340045,3.0,1.4031185014029866,0.2744511671283263,Iris-setosa
+88,4.3,3.0,1.0992228761034266,0.1,Iris-setosa
+89,6.578840640644052,2.7961795323380128,4.638479016199507,1.4932353178803948,Iris-versicolor
+90,6.964475367078976,3.182139131703124,5.7732469790023355,2.2988689928504367,Iris-virginica
+91,6.313805718136618,3.301944475461507,5.963197278448825,2.4999996047383783,Iris-virginica
+92,6.4641893702961255,2.7940883972928443,4.620506815069905,1.490332513779107,Iris-versicolor
+93,6.189218942349445,3.4001934360625623,5.371101878630401,2.3004337183862305,Iris-virginica
+94,5.553228027818156,2.433061124670693,3.8951515224774758,1.1012150894631227,Iris-versicolor
+95,4.608795963153027,3.166127476676369,1.4067956305962674,0.20321310857900537,Iris-setosa
+96,6.19212790664586,2.202591515169748,4.476147730110173,1.494773289349398,Iris-versicolor
+97,6.289388358395968,3.2966330417705314,5.920133249773725,2.4999996978847614,Iris-virginica
+98,6.209736459506383,2.187509944826001,4.491932069905197,1.510314704695165,Iris-versicolor
+99,6.772886705213114,2.878868179283447,4.8203781836085895,1.4841443890246098,Iris-versicolor
+100,7.715503209166611,2.597925476134927,6.9,2.2968452555436754,Iris-virginica
+101,5.679229824995566,3.0,4.016717565541069,1.2026600655851398,Iris-versicolor
+102,6.477462515050596,2.8011304926392993,4.590001622242813,1.4956105283210832,Iris-versicolor
+103,5.065335532425687,3.539000669789079,1.3921663303929268,0.19477885002124262,Iris-setosa
+104,6.530335516803753,3.0,5.8333144667681225,2.1924919089093566,Iris-virginica
+105,5.811344766672733,2.703461234983104,5.105586006401429,1.9136237418028699,Iris-virginica
+106,5.674468886604295,3.8122261617389026,1.6244272473454138,0.30620621625942934,Iris-setosa
+107,6.482011392494379,2.8015713422721875,4.554568012578836,1.4748682424440673,Iris-versicolor
+108,6.20942047362409,2.2105573358203396,4.480492993362842,1.4812810886689491,Iris-versicolor
+109,6.362447199138907,2.827233569084725,4.647888947861639,1.4612462920509053,Iris-versicolor
+110,7.651352537958536,3.0,6.420354962339635,2.216680360844846,Iris-virginica
+111,6.697510483759071,3.140198480049926,4.720332469715507,1.515253529539882,Iris-versicolor
+112,6.805665220250447,3.197689365666306,5.813041387407593,2.2820760999126675,Iris-virginica
+113,6.595743637549714,3.1742130905078905,4.709580649090605,1.5309317809199,Iris-versicolor
+114,4.406666189893269,2.9292113835881843,1.4099625323358302,0.1994899504265256,Iris-setosa
+115,4.99940563247234,2.0,3.5742810876575613,1.0110068197712785,Iris-versicolor
+116,4.988818341240041,2.0,3.4899415316598668,0.9997954695631169,Iris-versicolor
+117,6.2989244819252646,2.3161255964602376,4.538963545337054,1.5097502006696182,Iris-versicolor
+118,6.533458435411532,2.8038172543052235,4.6106677578824025,1.5074918382376568,Iris-versicolor
+119,5.411746918198885,3.0,4.503340417437312,1.5106350303735623,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/27/test.csv b/iris/tab_ddpm/8_0/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/27/train.csv b/iris/tab_ddpm/8_0/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/27/val.csv b/iris/tab_ddpm/8_0/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/28/synth.csv b/iris/tab_ddpm/8_0/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e30cc3fe1b804e45e021dc595939a459af0e9f8f
--- /dev/null
+++ b/iris/tab_ddpm/8_0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.410879307534049,3.905826327790526,1.3071922587575844,0.3865581208694784,Iris-setosa
+1,6.6642801697265455,3.0,4.4612883655895565,1.4375271177093978,Iris-versicolor
+2,6.496403844341162,3.205018505365296,5.088225890259744,1.9921514252756598,Iris-virginica
+3,5.147992910567136,3.4234663374002583,1.4020201496804887,0.19950810444750122,Iris-setosa
+4,5.409770369750262,3.4034339850755333,1.4918205967858424,0.38583392740019673,Iris-setosa
+5,6.021906697997907,2.214982255427352,3.962007899734103,1.0030086807641614,Iris-versicolor
+6,5.22770584374303,3.393251800049925,1.4044033486029694,0.19775257608471541,Iris-setosa
+7,6.118365709444266,2.5969874023954698,5.583802648399585,1.3996800538087402,Iris-virginica
+8,6.019660624708818,3.3934863874931214,4.533039728984077,1.6008758344499738,Iris-versicolor
+9,6.305446153288062,2.6916849121123296,4.900344522963449,1.7986256235496179,Iris-virginica
+10,5.9161911248508074,3.190091745979711,4.811285981382396,1.7844290249967298,Iris-versicolor
+11,5.690705682180029,3.792788773835769,1.6580917599670535,0.27301332914534654,Iris-setosa
+12,6.35894498369978,3.305576302129823,5.963952651236074,2.499999812965542,Iris-virginica
+13,6.3118331378167944,3.317666994899182,5.995152512463008,2.5,Iris-virginica
+14,6.020245673477721,3.39618040814137,4.5159444379677804,1.614607328827541,Iris-versicolor
+15,6.235808720764459,2.789007735060369,4.843041185632235,1.8027774457905752,Iris-virginica
+16,4.906152721899326,3.1215859697202015,1.5000455940598247,0.1,Iris-setosa
+17,5.496199345022695,2.5039198387350923,4.075119513407876,1.3237580803622193,Iris-versicolor
+18,6.003405096338036,2.217047596906242,4.9953875118980955,1.4783767548867268,Iris-virginica
+19,7.5600486997541,3.0,6.52022796452944,2.0933666550447554,Iris-virginica
+20,7.719520105466043,2.6055844545528744,6.899998735550133,2.276442840590875,Iris-virginica
+21,7.7166925772966035,2.8026291115883732,6.697902664993937,1.9761677460617983,Iris-virginica
+22,6.293282501329056,3.3092324847734793,5.992712314533819,2.5,Iris-virginica
+23,7.899998989752622,3.792651388114498,6.4543320482141535,1.9923506011425656,Iris-virginica
+24,6.082486299235784,2.9106547144481127,4.703131943276677,1.4119898441208383,Iris-versicolor
+25,6.393106319211663,3.2029987338484536,5.273212989167223,2.2788346523539427,Iris-virginica
+26,4.603846984335527,3.1542066880634825,1.4324945206292146,0.20179751370996615,Iris-setosa
+27,5.485934711875252,2.4037189570316597,3.6914765657373287,0.9356901483674855,Iris-versicolor
+28,6.346437454556739,2.5089565080215843,5.008633381923437,1.9036781327302292,Iris-virginica
+29,6.292598502053248,3.4006231968572047,5.611248902017942,2.3958099962905903,Iris-virginica
+30,6.213153646722041,2.2101676143235456,4.500941441313131,1.4909763104733254,Iris-versicolor
+31,4.817199678262343,3.3985157165100737,2.034824510924071,0.20149658141547203,Iris-setosa
+32,6.570468260885352,3.0,5.889924901616215,2.2144286935061848,Iris-virginica
+33,6.096703661024291,2.6147077303309096,5.5809972282008395,1.3862823647237321,Iris-virginica
+34,6.233640406349468,2.205994330590618,4.475566203146422,1.4822971022021962,Iris-versicolor
+35,5.007838281450429,3.4059187151872794,1.5982366018480216,0.3972166790274933,Iris-setosa
+36,4.80732175479957,3.402096003710447,1.736927868872166,0.20119175362709024,Iris-setosa
+37,5.228787127431692,3.402343282998296,1.4091527315498604,0.20733312044238686,Iris-setosa
+38,5.661085586907132,2.9877413468005884,4.216115189948203,1.2746500233667137,Iris-versicolor
+39,6.236740156908716,2.7673365499370672,4.832669406221938,1.8010321480431521,Iris-virginica
+40,6.475291897763594,2.8053852617306267,4.635101595465166,1.5137199289867855,Iris-versicolor
+41,5.6088467399196595,2.897266875007173,3.7935656640354307,1.3043577449111465,Iris-versicolor
+42,6.5773218596452345,3.0,4.383846688063832,1.4121207553177395,Iris-versicolor
+43,5.41030621859506,3.9136090608771914,1.2874619514607992,0.44358111848085213,Iris-setosa
+44,5.81887819431886,2.688199354855266,4.110636595184546,0.8734029565872343,Iris-versicolor
+45,4.627123630021232,3.5841458049444035,1.000000407761313,0.19623138250081512,Iris-setosa
+46,5.371691154402721,3.8585601269680243,1.3124145753317724,0.3802119793345637,Iris-setosa
+47,5.542091903157875,2.482447832518379,3.793475356091897,1.0563488702803008,Iris-versicolor
+48,6.665246864900087,3.0,4.982028946058921,1.6873339856214806,Iris-versicolor
+49,5.9006061042732725,3.206410351603948,4.762286721843992,1.8233547104940697,Iris-versicolor
+50,4.8083147826630945,3.3963050784391857,1.591782522255018,0.20046214128380715,Iris-setosa
+51,4.3,3.0,1.0985503396996679,0.1,Iris-setosa
+52,4.8857460249011755,3.0450941275439947,1.4789145394544136,0.1,Iris-setosa
+53,4.781143490349256,3.0,1.3981283704824974,0.3159227923862226,Iris-setosa
+54,5.048424889585019,2.0,3.5097386466544105,1.0005306874905049,Iris-versicolor
+55,6.606891776093595,3.0,4.41739334432875,1.3868502952661976,Iris-versicolor
+56,5.44191484509822,3.0,4.464324244190703,1.4932070175112924,Iris-versicolor
+57,7.9,3.7853730236145777,6.3988935706325565,1.9944630297032346,Iris-virginica
+58,6.297366733994436,2.5127002658533155,4.985209267611895,1.886537170559815,Iris-virginica
+59,7.702239826871285,2.605817823511202,6.899998848428249,2.2798542844763077,Iris-virginica
+60,6.2979383134831615,3.3999556429932594,5.61556035369028,2.402657967892887,Iris-virginica
+61,6.4357887140250325,3.1215597891891136,5.39765017129106,2.283703251201528,Iris-virginica
+62,5.379108389468666,3.832765831441916,1.326674460471117,0.2776823979451685,Iris-setosa
+63,6.111992376084896,2.5990023371532307,5.601921197101797,1.415627802411863,Iris-virginica
+64,6.2873288651547785,3.3118388549255533,5.983064593566624,2.5,Iris-virginica
+65,5.516158163131873,4.199999123230385,1.3699958012038418,0.2037220704412874,Iris-setosa
+66,5.012476585640473,2.0000006726339463,3.435879159176355,1.0204273545458367,Iris-versicolor
+67,7.602128179345313,3.0,6.559782027138258,2.129359653194115,Iris-virginica
+68,7.70242489195229,2.804688873715052,6.69616260121812,2.0273629311606904,Iris-virginica
+69,5.7894118829399,2.703002672927208,4.088302292943747,1.0155687358277568,Iris-versicolor
+70,4.3,3.0,1.0993359454737783,0.1,Iris-setosa
+71,5.485766075008038,4.199998851115195,1.4057475216012425,0.19630598985292216,Iris-setosa
+72,6.285653111810647,3.399687043607797,5.608744338837088,2.391298245476888,Iris-virginica
+73,5.400233402386509,3.8826345783125715,1.3104402246229903,0.4600963005120874,Iris-setosa
+74,5.199429756463116,3.3970170508817974,1.4017820318347232,0.2010038181674664,Iris-setosa
+75,4.778903831712338,3.0,1.4084045475108764,0.31470117323334046,Iris-setosa
+76,5.105852759165988,3.476582556010532,1.3844703393304405,0.19453110575647636,Iris-setosa
+77,5.646406812733119,2.9146221939874772,3.874350115998226,1.2937562162900793,Iris-versicolor
+78,5.707633442562722,3.0,4.211023656112474,1.2280395885113697,Iris-versicolor
+79,5.317152881145111,3.681353963042022,1.3771868763965096,0.2758289092236942,Iris-setosa
+80,5.14781202311015,2.544317649687046,3.4602979443852155,1.1865493842086192,Iris-versicolor
+81,4.586095057154442,3.067027783697199,1.4950717190895846,0.20052862848495107,Iris-setosa
+82,5.801710289903135,2.6990463136961798,5.100590223724627,1.8930640585106109,Iris-virginica
+83,5.68841929871415,3.0,4.201792199955134,1.2043426458812223,Iris-versicolor
+84,5.413327309054912,2.3761079242420284,3.6230857720088694,0.9173252919029601,Iris-versicolor
+85,5.792363782912319,2.724208929880476,4.123989482383692,0.9475063281815757,Iris-versicolor
+86,5.376891036075535,3.8300684623744408,1.313046817927232,0.3353656717728841,Iris-setosa
+87,4.300000571636333,3.0,1.0913475189533144,0.10000010842631993,Iris-setosa
+88,5.04193802154125,3.3999448545318414,1.5955934525931714,0.3996214062035635,Iris-setosa
+89,4.788082987893581,3.3932944495731814,1.9140015418366403,0.19520445598064307,Iris-setosa
+90,6.01401705685643,3.395357132334264,4.508662125863952,1.5868006788646492,Iris-versicolor
+91,6.27462945861182,3.3987930444936953,5.582716965879924,2.392564756254296,Iris-virginica
+92,5.610570704270362,2.5049031543763345,3.923781307818858,1.103343796328584,Iris-versicolor
+93,4.300000532350218,3.0,1.1071768186551216,0.1,Iris-setosa
+94,6.2865906008593235,3.2918115356175432,5.917446436124317,2.4999997504982687,Iris-virginica
+95,7.6675680058203515,2.5943922839565947,6.8999989330701474,2.2847402183204024,Iris-virginica
+96,5.448238640880084,3.0,4.453759776414255,1.4922239372692532,Iris-versicolor
+97,4.3,3.0,1.096757704225488,0.1,Iris-setosa
+98,6.376581646100042,3.2395309015585547,5.28514299557696,2.257958543428112,Iris-virginica
+99,5.906474687780062,3.1671242655650738,4.769631471839976,1.8204892613705677,Iris-versicolor
+100,4.616478117265292,3.189681204384099,1.4008417539996136,0.2022001787170757,Iris-setosa
+101,6.078241496887707,2.905782680064622,4.691901666869131,1.3967210077131658,Iris-versicolor
+102,6.218527282681501,3.401569145910458,5.427256409177994,2.307528865769157,Iris-virginica
+103,4.822107287940423,3.0,1.4028993919123383,0.3118498994581767,Iris-setosa
+104,6.753605708017422,2.7823139243834114,4.755334217816985,1.4514908685621737,Iris-versicolor
+105,5.772392927966478,2.700430536971084,5.089736458952921,1.894678458705762,Iris-virginica
+106,4.605181364254064,3.113593204293321,1.4861779318058608,0.19792064412655472,Iris-setosa
+107,5.01485040550668,3.0,1.6428810591057583,0.19839460683434101,Iris-setosa
+108,4.610654585316691,3.6262753980277376,1.0000004045231428,0.19691752578395894,Iris-setosa
+109,6.631727147725433,3.0,4.390367521432819,1.4099078145427504,Iris-versicolor
+110,5.044468779647806,3.5570756601689903,1.387816248151025,0.2020047673440133,Iris-setosa
+111,5.098878217753377,2.4563183406724236,2.881188930222134,1.081608910557236,Iris-versicolor
+112,4.862478890966102,3.0,1.4551779891912526,0.1,Iris-setosa
+113,6.202678871621727,3.399357929622842,5.420699760325794,2.301876264316024,Iris-virginica
+114,5.780339839540113,2.799294289494946,5.157890102066486,2.4093608455662765,Iris-virginica
+115,7.2129071582122934,3.1853203851421363,5.988269198090177,1.8346445565145104,Iris-virginica
+116,6.8115990604505585,3.2044008742189574,5.82581235605228,2.2961400847907267,Iris-virginica
+117,5.040236420058043,2.0000004639486018,3.5210003112000843,0.9652774377950069,Iris-versicolor
+118,7.68624261165178,2.79299592359683,6.70821854767183,1.9876856333721682,Iris-virginica
+119,6.202739563705629,3.3984375211082436,5.398674390876273,2.2901241570045516,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/28/test.csv b/iris/tab_ddpm/8_0/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/28/train.csv b/iris/tab_ddpm/8_0/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/28/val.csv b/iris/tab_ddpm/8_0/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/29/synth.csv b/iris/tab_ddpm/8_0/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f39238956ee607249f5afe36420a49d5e60badc3
--- /dev/null
+++ b/iris/tab_ddpm/8_0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.508848180852037,3.184147310782535,5.090673312042674,2.056523471779725,Iris-virginica
+1,5.507226112066889,2.5049625683632306,4.013915979379182,1.3032159574792417,Iris-versicolor
+2,5.0079903985943135,3.0,1.5819139441048076,0.2016177392194302,Iris-setosa
+3,5.172322213196794,3.4140023893193687,1.4066016671076906,0.2028242234432768,Iris-setosa
+4,5.5323085335917535,4.2,1.4038087228930631,0.2018182233694416,Iris-setosa
+5,5.792794023242509,2.715881177207575,4.143000182814621,1.0018049085161078,Iris-versicolor
+6,4.978233164826529,3.0,1.5931981490585272,0.1955468738473337,Iris-setosa
+7,6.676758578488245,3.0,4.960467507349582,1.6678763312088023,Iris-versicolor
+8,4.582745153919453,3.626770438364701,1.0,0.19344376609231084,Iris-setosa
+9,6.805114597881537,2.819253804772107,4.805208352076853,1.4085545323216955,Iris-versicolor
+10,5.720487513343838,3.0,4.19824623693546,1.1722888702389955,Iris-versicolor
+11,5.0039987360188025,3.5546276073367298,1.4122142361132815,0.19913113737017984,Iris-setosa
+12,5.427204026273721,3.0,4.482596962862842,1.4591765633978608,Iris-versicolor
+13,5.560229053199481,4.2,1.4172687860472037,0.1996462211908443,Iris-setosa
+14,6.219470120355556,2.2084580405450978,4.496956904486192,1.5066783031770747,Iris-versicolor
+15,4.3,3.0,1.0961265905237967,0.10000009180443221,Iris-setosa
+16,4.300000527698495,3.0,1.0898862620123437,0.1,Iris-setosa
+17,7.706926306965572,3.0,6.0997090101095655,2.2987513396803063,Iris-virginica
+18,4.807223508979609,3.4017368441561717,1.7581426821057877,0.1991691900258786,Iris-setosa
+19,4.800344602233199,3.396710473104592,1.9721476165264786,0.19922172826796575,Iris-setosa
+20,5.143678454552028,3.4312299627773344,1.3950927365849544,0.20072936512671408,Iris-setosa
+21,5.906879059777314,3.2096514095023383,4.802678013225635,1.8099677122783568,Iris-versicolor
+22,5.670794360558875,2.9162447805106315,4.075052076313146,1.3009267315698751,Iris-versicolor
+23,6.196801927457887,3.396777189344837,5.404559469066822,2.295622501977662,Iris-virginica
+24,6.394294848217493,3.202251014034575,5.3193507690160216,2.309796909175638,Iris-virginica
+25,7.677497863151925,3.0,6.294751935392636,2.2789180081760088,Iris-virginica
+26,6.2669398652147965,2.704806988609051,4.8487758654587285,1.7804106546737206,Iris-virginica
+27,5.672640644462613,2.8278132475169735,4.445271140829471,1.3134867182663315,Iris-versicolor
+28,6.021957664424012,2.185326429441933,4.005280309649184,1.0128041874226792,Iris-versicolor
+29,6.866669098114626,3.1861703903966885,5.757370669788028,2.2871006437735506,Iris-virginica
+30,5.133902460003454,3.410893803781252,1.394637163851584,0.2014932304897308,Iris-setosa
+31,5.395858645477702,3.9038085165568353,1.303798569251244,0.38399951516612196,Iris-setosa
+32,5.156490327636679,3.400483127565727,1.347969018161838,0.19605800862880648,Iris-setosa
+33,7.688112326636705,2.802179718270553,6.7018451767112746,2.0037636672398125,Iris-virginica
+34,7.598166626878486,3.0,6.596434942783603,2.1187533731960886,Iris-virginica
+35,4.875330053164362,3.056776727139862,1.4798971916370562,0.1,Iris-setosa
+36,6.185144786378002,3.322184346863755,4.683785299111565,1.6249832323650943,Iris-versicolor
+37,6.8212997308903045,3.188347073856182,5.813582616157158,2.296329246451099,Iris-virginica
+38,4.76681106427741,3.0,1.4024864967847201,0.31826423685089356,Iris-setosa
+39,6.007216294567382,2.197114159524026,3.988272453538531,1.0116011036203556,Iris-versicolor
+40,5.995184352311492,3.3944304769516567,4.470160603226342,1.5852222451696445,Iris-versicolor
+41,4.791317460739082,3.0,1.384774445705379,0.10000011320926794,Iris-setosa
+42,7.69466153586961,3.0,6.055839623028747,2.304989710310963,Iris-virginica
+43,5.401574894349314,3.896244437824322,1.2860349062541325,0.4028388592700688,Iris-setosa
+44,6.489356859546583,3.0,5.806845214827302,2.1919951138064833,Iris-virginica
+45,6.685244409442925,3.0514059889016223,4.675469280802951,1.4871017465774055,Iris-versicolor
+46,5.531285492780216,3.0,4.485905872773997,1.5031481811947953,Iris-versicolor
+47,7.65649124567665,3.0,6.652266344028824,2.07896920305934,Iris-virginica
+48,5.589188573450595,2.9295893939763653,3.649830563889265,1.2808999192167172,Iris-versicolor
+49,5.529946497855596,4.19999923028108,1.3810359826539949,0.20145110079713952,Iris-setosa
+50,6.3717236528003465,3.2774083198506005,4.714122801962032,1.5988131090507336,Iris-versicolor
+51,5.796740681118781,2.6963044880178533,5.139994576891866,1.8912900574285658,Iris-virginica
+52,4.7990960489977015,3.4030776607840085,1.7585118361128356,0.19888250932077173,Iris-setosa
+53,6.601639408347849,3.0,4.429505297992276,1.4011425243635145,Iris-versicolor
+54,5.780509471801649,2.697471175635842,5.097042319694285,1.887919545803872,Iris-virginica
+55,6.011614384736365,2.1852342868564043,4.029850669766355,1.0132850688121746,Iris-versicolor
+56,6.212104943817607,2.197547305871935,4.487705319052348,1.4980835973087583,Iris-versicolor
+57,6.691760090184056,3.0,4.993820496662979,1.6909691996620713,Iris-versicolor
+58,5.996906792299608,2.1857597961926034,4.130351364222852,1.0638563868793187,Iris-versicolor
+59,5.370126695193451,3.407122207233889,1.5018015264564533,0.36494261699512254,Iris-setosa
+60,5.020622533646365,2.000000573723324,3.4442909302989957,1.0087867647897373,Iris-versicolor
+61,4.790676700717576,3.398121861956852,1.5925863067432426,0.20124092606066185,Iris-setosa
+62,4.766371411870466,3.0,1.3837509915243917,0.1,Iris-setosa
+63,5.4388299973979395,2.3816665443194616,3.659808914537677,0.9797728489137717,Iris-versicolor
+64,6.707106853442835,2.7784431280854727,4.725368121973209,1.4179268850944662,Iris-versicolor
+65,5.8608041690005175,2.8308281256419945,5.120889691300714,2.403075379091266,Iris-virginica
+66,6.527411809505663,3.1942263221155387,5.093696141588756,2.0242233825135525,Iris-virginica
+67,5.11978599572624,3.299767307601123,1.7797937351147344,0.5882035985737468,Iris-setosa
+68,4.807107382284454,3.0,1.407484583392093,0.3244143329228884,Iris-setosa
+69,6.10697727051026,2.809948707125065,4.696786017738871,1.2146299913989704,Iris-versicolor
+70,6.6117483990765455,3.0,4.397709540808535,1.4307385510473696,Iris-versicolor
+71,4.300000598293141,3.0,1.1138381476023154,0.10000011588429918,Iris-setosa
+72,6.8920264841226855,3.207049342913674,5.710422708782925,2.300258403463374,Iris-virginica
+73,6.4983522392405435,2.801619077211241,4.615122025050251,1.4972865136608915,Iris-versicolor
+74,6.424400213506238,3.191579791505226,5.3457032266350675,2.308785723722791,Iris-virginica
+75,6.471847101402508,3.0,5.841122671401533,2.221820532819498,Iris-virginica
+76,5.878892649578919,3.1822043355586938,4.798273549930679,1.7874999715352768,Iris-versicolor
+77,5.1324537884013965,3.81328401606387,1.5933718495168225,0.20131338651899455,Iris-setosa
+78,6.250415642087256,3.3034891723737108,4.6792499464728765,1.6032841435075995,Iris-versicolor
+79,5.66215370171734,2.9022922914169267,3.9946947463271316,1.276347333496565,Iris-versicolor
+80,5.649468004513176,3.0,4.37775630896368,1.3907935335849455,Iris-versicolor
+81,6.217983948033659,2.1816763251922975,4.505400531007346,1.5130724020391222,Iris-versicolor
+82,6.931362524103158,3.109373770544436,5.100838858708711,2.286488550212474,Iris-virginica
+83,4.8043213578228885,3.4022614366511292,2.0109308355975335,0.19798571738242315,Iris-setosa
+84,5.118372396251976,2.5288912572771407,3.4053560215827634,1.161510962373768,Iris-versicolor
+85,6.601992268858614,3.0,4.400178972061673,1.3946799916134487,Iris-versicolor
+86,6.108803253811142,2.8003427564123,4.6835799112213445,1.210482136291699,Iris-versicolor
+87,6.20615072684032,2.1972429916278378,4.481466867726123,1.4928053588887318,Iris-versicolor
+88,5.89670810318803,3.1949303609842854,4.804526189032313,1.7970509724791321,Iris-versicolor
+89,6.316201983101708,2.680045961761422,4.927499676546632,1.8093778401600074,Iris-virginica
+90,6.2163849405166225,2.1982931135324013,4.508837502426671,1.4899987356967057,Iris-versicolor
+91,6.699756158656763,2.494945275479218,5.818125007625425,1.7891201198680518,Iris-virginica
+92,5.239476184073541,2.4927275513363973,3.5949529772422277,1.145140389940308,Iris-versicolor
+93,4.8019829894400194,3.3989791379955463,1.6923951456816662,0.1997078579764981,Iris-setosa
+94,6.890173860493222,3.1918214069666626,5.726914680760806,2.295329887510746,Iris-virginica
+95,7.239385738728222,3.2032505786728436,6.040498629259994,1.8007002557279617,Iris-virginica
+96,5.680687720371551,3.8313012634346766,1.780175256502456,0.27296285491612066,Iris-setosa
+97,6.292373982759534,2.5049399347656625,5.004519929755152,1.8943671455929554,Iris-virginica
+98,4.991004526679841,2.0000005162826735,3.559899444893797,1.0027421291005065,Iris-versicolor
+99,7.580994692953235,3.0,6.582215933737576,2.095209491611339,Iris-virginica
+100,4.523925259307059,3.2056993975574204,1.3560516407498968,0.20076928566029464,Iris-setosa
+101,5.008060883777341,3.0,1.5972254642272363,0.19965957953335553,Iris-setosa
+102,5.696296166357761,2.900720706175778,4.2157487820398485,1.3017183577645082,Iris-versicolor
+103,6.390377965952164,3.1810284773656576,5.271572939131725,2.300493398993559,Iris-virginica
+104,5.699653926956612,3.0,4.089897156080472,1.2053275953921407,Iris-versicolor
+105,7.9,3.8336512547551758,6.384957857289846,1.964162650866351,Iris-virginica
+106,6.217196470017708,2.214335860107572,4.5318243041098185,1.5050818476764356,Iris-versicolor
+107,7.58003978614016,3.0,6.597891369417768,2.1066041674228857,Iris-virginica
+108,5.484865564752016,2.483963581101923,3.9687982021172217,1.2684636601213486,Iris-versicolor
+109,5.804163160318398,2.7970521220047835,5.127815520792323,2.401964689918844,Iris-virginica
+110,4.80530191350004,3.0,1.415332881812768,0.1,Iris-setosa
+111,7.9,3.7822901024201747,6.390135648793931,1.996697222427649,Iris-virginica
+112,5.486651559854976,3.0,4.49361651295586,1.4828932167161786,Iris-versicolor
+113,5.011666460188895,3.5337524640918874,1.3972292956646548,0.20382289605871648,Iris-setosa
+114,7.185941140514594,3.1944193418084934,5.998262704107394,1.8195078188475158,Iris-virginica
+115,5.979625046219212,2.2004923791419344,3.9643590403105824,0.9652363421812301,Iris-versicolor
+116,7.611817854634361,3.0,6.629208056657896,2.0961129857657763,Iris-virginica
+117,6.202382801863494,2.8068586652106924,4.804170624337686,1.794984718252422,Iris-virginica
+118,5.9367318996816305,2.8816648218082497,4.3914831728633095,1.4798936304881447,Iris-versicolor
+119,4.812459772130522,3.0,1.410365442456374,0.10000010370438137,Iris-setosa
diff --git a/iris/tab_ddpm/8_0/29/test.csv b/iris/tab_ddpm/8_0/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/29/train.csv b/iris/tab_ddpm/8_0/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/29/val.csv b/iris/tab_ddpm/8_0/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/3/synth.csv b/iris/tab_ddpm/8_0/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f24d2a632daa24cd425332bd902c9b4fc0ebb056
--- /dev/null
+++ b/iris/tab_ddpm/8_0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.620429025943694,3.195297835451289,1.4247605929217668,0.1994976083446215,Iris-setosa
+1,4.300000491066254,3.0,1.1019054625680416,0.1,Iris-setosa
+2,7.015424913945167,3.129052137853557,5.248740096543801,2.3034629765724133,Iris-virginica
+3,4.631322264069235,3.122262151334899,1.4616941043232425,0.19772883755055337,Iris-setosa
+4,6.482414074593262,3.185305623140545,5.2261899927724285,2.0508279367033024,Iris-virginica
+5,5.517148974401179,2.5000714147010683,3.804579784710084,1.114525315505689,Iris-versicolor
+6,4.398543686805082,3.192608152758609,1.2998188771800923,0.2005467187085717,Iris-setosa
+7,6.0309999715342215,2.906664868101777,4.550964479051104,1.4906951379993723,Iris-versicolor
+8,5.004281737290572,2.0,3.6049321915990227,0.9535784960500714,Iris-versicolor
+9,7.8999987698346095,3.787850983026784,6.3732792528483655,1.9757526729347517,Iris-virginica
+10,5.492779343344345,4.199999037934466,1.3963117606151658,0.20203383527593796,Iris-setosa
+11,6.072610802522283,2.9033862054873736,4.631424435168904,1.4423440397717724,Iris-versicolor
+12,5.796271874110741,2.6677033073875127,4.0899729034203505,0.9126006611774767,Iris-versicolor
+13,5.358186723543785,3.0,4.4875359950498686,1.4883025660228155,Iris-versicolor
+14,6.083154948914619,2.598581991237429,5.61365553765297,1.4061697160564257,Iris-virginica
+15,5.389496930959176,3.9091946379352347,1.298074851960059,0.4163372117921609,Iris-setosa
+16,4.600082396542476,3.1612609994043614,1.409278352551114,0.20204775320353455,Iris-setosa
+17,5.612145546301103,2.899403186281783,3.6232465088704995,1.3173791255889093,Iris-versicolor
+18,6.410271310299405,3.2061695068829987,5.351110035201312,2.30425997776875,Iris-virginica
+19,5.026195195830299,3.6775509208342183,1.4508333073858746,0.20122856245039017,Iris-setosa
+20,6.0996960820732316,2.8943031115834246,4.6764298331614915,1.3398242867414047,Iris-versicolor
+21,6.20395024683512,2.1952416603010616,4.519888398686238,1.5138651872049635,Iris-versicolor
+22,5.6428649766739944,3.7284101159595657,1.5655442318677346,0.34436519373482627,Iris-setosa
+23,5.23720278836318,3.4017901662775056,1.3908254313151724,0.202564004722485,Iris-setosa
+24,5.171478701892622,2.6777708898866934,3.8194298409094696,1.3742208808139345,Iris-versicolor
+25,5.652189902096983,3.728339585119788,1.7272125696048235,0.34336428308331,Iris-setosa
+26,6.80029400842604,2.804999696921244,4.798112094275439,1.3895120965797907,Iris-versicolor
+27,5.483735143843581,3.0,4.468435311463631,1.493222622752088,Iris-versicolor
+28,5.393125135779876,3.0,4.498193961575899,1.510441307976952,Iris-versicolor
+29,6.406517219109891,3.2061695200448894,5.269728726548087,2.2937795219336965,Iris-virginica
+30,6.39659956307829,3.2097433045391806,5.352492935147648,2.318757623334986,Iris-virginica
+31,4.3,3.0,1.0984862010916896,0.1,Iris-setosa
+32,5.076247001579283,3.5219206412906363,1.4005791656154298,0.20145780103336464,Iris-setosa
+33,4.991786196111645,3.0,1.5922449891426291,0.1991737105234827,Iris-setosa
+34,5.134860027614708,3.334337197322797,1.5901992413570554,0.4606806470726992,Iris-setosa
+35,6.709082665549053,2.506090868908884,5.813189430385018,1.8046257370467775,Iris-virginica
+36,4.6131055266143175,3.5904948737871245,1.0,0.19662935314708552,Iris-setosa
+37,5.804030754703831,2.917556273522503,4.226782717954768,1.3179591738635221,Iris-versicolor
+38,5.52876463525387,2.4979487806679543,3.9909633885841185,1.2538308362311619,Iris-versicolor
+39,6.830118987658149,3.2025610721144284,5.898763996488827,2.288927295400308,Iris-virginica
+40,5.561701225628022,3.0,4.502738430107756,1.50764691695331,Iris-versicolor
+41,5.873913827168227,2.855354453344501,4.5738554009362895,1.3667511919478617,Iris-versicolor
+42,5.6363359101215025,2.909793347097317,3.750352745460459,1.2869997924438352,Iris-versicolor
+43,5.694796875030278,3.0,4.202767507207263,1.1948199119691871,Iris-versicolor
+44,5.680226938861903,3.0,4.114290558406345,1.248569759889008,Iris-versicolor
+45,5.741520570357118,2.796539112857912,4.344394289521767,1.2626907848044306,Iris-versicolor
+46,5.8114744864614165,2.7043804976422496,4.123751275092164,1.0072543476151818,Iris-versicolor
+47,5.872484110472881,3.2086768602414866,4.800961929614921,1.7838799287771803,Iris-versicolor
+48,5.367018824277586,3.3989894821276394,1.4935723747874772,0.4028334686613484,Iris-setosa
+49,4.3,3.0,1.0935451635617943,0.1,Iris-setosa
+50,6.29841979218372,3.306657233129806,5.987672217942427,2.5,Iris-virginica
+51,6.022238625804065,2.8701645257322728,4.639246621848452,1.3381075017808162,Iris-versicolor
+52,7.18849934469181,3.197189503469753,6.002820784447388,1.8240917018348606,Iris-virginica
+53,6.705342437654074,3.124498359565935,4.69701911887031,1.4967605613369392,Iris-versicolor
+54,5.939967978756982,2.750561501432131,4.516275906016378,1.156064616619369,Iris-versicolor
+55,6.498753920181463,3.0,5.792494090411476,2.2026729099539843,Iris-virginica
+56,6.653218719905328,3.0,4.9217043596650285,1.6220202614407029,Iris-versicolor
+57,5.796372813608489,2.725496265984294,4.203448914031054,1.0252813737300228,Iris-versicolor
+58,5.541252640214802,3.0,4.50158864877982,1.502686428732267,Iris-versicolor
+59,6.588231863577053,3.0,4.401071874211543,1.3844968119855168,Iris-versicolor
+60,4.3,3.0,1.0964009970694044,0.1,Iris-setosa
+61,6.781669950094705,2.7978711529314775,4.775482251357513,1.433142623710316,Iris-versicolor
+62,4.612918342521375,3.0768571554810866,1.5061062299552013,0.19837850178583497,Iris-setosa
+63,5.339409417766939,3.725015989133717,1.3935602130628948,0.3963891599417409,Iris-setosa
+64,5.1035129468542415,3.8078301674393042,1.7156075713160288,0.19937700058824237,Iris-setosa
+65,5.713992131211459,2.8277048663683733,4.50284163264332,1.3192030928505956,Iris-versicolor
+66,4.3,3.0,1.094860658625325,0.10000009491217897,Iris-setosa
+67,6.230058824110858,3.3946464194799697,5.355261908324297,2.2935858006742547,Iris-virginica
+68,7.000305333103683,3.160980525453686,5.684084911446932,2.2885175103415754,Iris-virginica
+69,5.396215676732037,3.4084149516096662,1.503512884272109,0.3413823461664672,Iris-setosa
+70,4.545046948034826,3.5559820908248785,1.0,0.2037693013372404,Iris-setosa
+71,5.050312327253339,3.3617703351953288,1.6590466267019017,0.4286288068567718,Iris-setosa
+72,6.009949376294756,2.223071303388654,3.9769184140703864,1.0370205518070634,Iris-versicolor
+73,6.35351936189925,3.0,5.574211149324076,2.288437286706312,Iris-virginica
+74,6.686687789577094,2.46908013320403,5.805057442340186,1.7641189794207186,Iris-virginica
+75,5.49181758773972,4.2,1.3910417112447422,0.20251402105359712,Iris-setosa
+76,4.998295492008901,2.0,3.605298055428709,1.0076027417873215,Iris-versicolor
+77,6.711250452583298,3.1087740040481004,4.709872429859505,1.5218737182227073,Iris-versicolor
+78,4.79298118051984,3.399203469875313,1.599598505341915,0.20031457554008128,Iris-setosa
+79,4.568270162965406,3.2193827550733665,1.4012085270683663,0.20111064265922574,Iris-setosa
+80,6.8434478594102,3.1320233331007676,5.349568766052299,2.264721128126681,Iris-virginica
+81,4.300000480753079,3.0,1.0992955361430472,0.1,Iris-setosa
+82,6.013998343209994,3.3990354198215424,4.506913036393004,1.593507293225817,Iris-versicolor
+83,7.6908084603462115,2.8477453218428916,6.6909454121468785,1.994930148785702,Iris-virginica
+84,7.72848127363951,2.613788663186422,6.899998794803079,2.312033338458933,Iris-virginica
+85,4.867714453081047,3.031078550341067,1.4516863584153277,0.10000011444006414,Iris-setosa
+86,6.689494179834704,3.0,4.999434312438993,1.6941740026207428,Iris-versicolor
+87,4.984539407800347,2.0,3.340556502777031,0.9614558995423808,Iris-versicolor
+88,7.7083329829400355,2.617018286845785,6.899998283895062,2.3154567067110317,Iris-virginica
+89,6.014050588637659,2.1932989633279436,5.036600271775289,1.4774859516898444,Iris-virginica
+90,6.215253043967334,2.1858232278948373,4.50423337451612,1.4732374298458206,Iris-versicolor
+91,5.704213927928346,2.7087018590482685,4.248338908928768,1.1118149511851008,Iris-versicolor
+92,5.494658688043324,2.506497808286003,3.9559690641090595,1.3285928535776215,Iris-versicolor
+93,4.805504371428899,3.0,1.3949086241798567,0.1,Iris-setosa
+94,6.715541470376616,3.0980996896717663,4.713852410069114,1.513207423193539,Iris-versicolor
+95,6.105842100186255,2.600535506556664,5.588251641904488,1.396158752690801,Iris-virginica
+96,6.3238398074629485,3.3156865177545303,6.025285961136561,2.499999809153374,Iris-virginica
+97,6.029884327266936,2.9191815911795103,4.552896621778422,1.4897663188376684,Iris-versicolor
+98,4.3,3.0,1.095550428761792,0.1,Iris-setosa
+99,5.008991892583208,3.0,1.5937929714124346,0.19760169324411742,Iris-setosa
+100,5.583961866081824,3.0,4.490577569507219,1.455508363588387,Iris-versicolor
+101,5.087233325732077,3.3379721025368254,1.597256900630843,0.5211219127966932,Iris-setosa
+102,6.201897611715424,2.196425340165401,4.500150685137676,1.5031193410660646,Iris-versicolor
+103,7.579686467897438,3.0,6.529557765997801,2.070412316187937,Iris-virginica
+104,6.901019959068112,3.0985220571077967,5.0936849170277325,2.2949218628001957,Iris-virginica
+105,4.402085186422809,2.89112216993708,1.4033842017372853,0.20228342728194945,Iris-setosa
+106,5.809570084371597,2.6933945074633594,5.137842184773923,1.890951141030848,Iris-virginica
+107,4.60838375379924,3.117867368233086,1.4335135346956331,0.20057088491029723,Iris-setosa
+108,5.522928068147872,2.4823806934219084,3.9277370658198163,1.2986805444820586,Iris-versicolor
+109,4.786320670290299,3.3972299484794886,1.8060676248355962,0.20086271999267866,Iris-setosa
+110,5.520598211368105,2.4425574487978308,3.80465265998962,1.0235855061157868,Iris-versicolor
+111,6.187287504717264,2.188793497432665,4.493993829334908,1.4966497857243617,Iris-versicolor
+112,6.0919987127531465,2.911140365111186,4.637753908382655,1.4437363734855198,Iris-versicolor
+113,6.196122256440039,3.395072234509365,5.3822255799575185,2.3138480710670857,Iris-virginica
+114,7.707121972318206,3.0,6.154209603495017,2.2945996967487186,Iris-virginica
+115,6.5938300145909965,3.0,4.36247661885651,1.3872953178771419,Iris-versicolor
+116,4.3,3.0,1.0947303494617344,0.1,Iris-setosa
+117,5.101014078221793,2.512428418997591,2.9706774420987907,1.1050787090099765,Iris-versicolor
+118,4.300000477214838,3.0,1.0979060032748396,0.10000014564500954,Iris-setosa
+119,6.196711481244332,2.2044860448496992,4.462351251860117,1.4680086862391888,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/3/test.csv b/iris/tab_ddpm/8_0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/3/train.csv b/iris/tab_ddpm/8_0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/3/val.csv b/iris/tab_ddpm/8_0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/4/synth.csv b/iris/tab_ddpm/8_0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..faa466848bde58a44338da25f65361d88738cd15
--- /dev/null
+++ b/iris/tab_ddpm/8_0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5615540454191565,3.0,4.52325968152885,1.474772442975675,Iris-versicolor
+1,7.213966817451303,3.1953957123709134,6.026712152049125,1.7581000394331532,Iris-virginica
+2,4.6184996635318365,3.5911910657070822,1.0000004290395996,0.20105506696717343,Iris-setosa
+3,7.6827632317400365,3.0,6.076185861834847,2.292078298355262,Iris-virginica
+4,6.579380318284027,3.018061106787774,5.819998236839278,2.235468763142351,Iris-virginica
+5,6.053226927869242,2.9063815461947384,4.649090882644346,1.4371014138760239,Iris-versicolor
+6,6.5884861936685,2.7889960239262868,4.640211304616231,1.500337435439162,Iris-versicolor
+7,5.791746952212719,2.694022391344321,5.0853514793913215,1.918642177027474,Iris-virginica
+8,4.999880083332854,3.6156535616417584,1.3902333369351423,0.20435425475650096,Iris-setosa
+9,5.946693059994797,2.888889701390352,4.4653191449688325,1.4720761039609118,Iris-versicolor
+10,5.3960497904760345,3.8941554324871444,1.3366581939894486,0.30819373831621666,Iris-setosa
+11,7.717801134116491,2.5850276167285706,6.9,2.260794559313095,Iris-virginica
+12,6.71483098998085,3.1225455578395316,4.719798819849461,1.5070922693868036,Iris-versicolor
+13,4.405668790714562,2.896657092731471,1.404306422160495,0.19940292566881246,Iris-setosa
+14,6.043579172517194,3.3568800834800703,4.531659979247376,1.5741726589345402,Iris-versicolor
+15,5.644699083948195,2.874777500734604,4.06360204381626,1.3115366605215046,Iris-versicolor
+16,5.961807192841247,2.881536434965929,4.556244755064556,1.4347595648379667,Iris-versicolor
+17,6.466848663403062,3.0633131436330183,5.664551333313576,2.2447646892404,Iris-virginica
+18,5.77217770852966,2.778309761845683,4.086386284917619,1.129983688647858,Iris-versicolor
+19,4.812171547531888,3.0,1.4027597703967645,0.1,Iris-setosa
+20,4.39979913320097,3.212588256671598,1.2948228086934805,0.19670328994443156,Iris-setosa
+21,4.994568162465335,2.0,3.478310656988155,1.003651874920767,Iris-versicolor
+22,6.502832713236019,2.804694824725178,4.592279843142269,1.4975409333120346,Iris-versicolor
+23,5.092619415979489,3.3034391121243676,1.6694727861367724,0.48208314292194343,Iris-setosa
+24,4.977336752662607,2.0000005750741323,3.5832857673331997,1.0566734067101438,Iris-versicolor
+25,5.883309453262256,3.206759167585394,4.783255626709561,1.7886214576083692,Iris-versicolor
+26,5.839370453442944,2.676104378102151,4.112832547590188,1.0233413000286335,Iris-versicolor
+27,5.0725192675054185,3.5622524267156925,1.402677249243813,0.20022924894463348,Iris-setosa
+28,6.706810054379642,2.5000176538764443,5.811043622031183,1.8131392677160083,Iris-virginica
+29,6.237886018177988,2.19660248667486,4.5192562806435355,1.4934196218504112,Iris-versicolor
+30,4.81304789260071,3.0,1.4156240257048094,0.1,Iris-setosa
+31,4.6612086399501,3.0,1.4667590130461092,0.23505848344228547,Iris-setosa
+32,6.509731750382839,2.799936270893088,4.577868826846406,1.5018838309225717,Iris-versicolor
+33,6.19964993512377,2.2028546393011506,4.497264563340211,1.498755042821876,Iris-versicolor
+34,4.586982093499805,3.176137514660681,1.4195137610544986,0.19746480047136053,Iris-setosa
+35,5.634290796192896,2.502341024889311,3.902764602780438,1.0929756601626084,Iris-versicolor
+36,6.952054455337249,3.1042311357797607,5.160403619363036,2.287697072151648,Iris-virginica
+37,6.331718123999634,3.405353933659244,5.590654586146829,2.396452697194684,Iris-virginica
+38,4.4116746880109625,3.1957765506756868,1.3137719061705313,0.19882671469396096,Iris-setosa
+39,6.02385307749617,2.289952106098496,5.085284122528488,1.4797045312255124,Iris-virginica
+40,7.716627736048318,2.588450599202896,6.9,2.296348378509234,Iris-virginica
+41,7.596565358159235,3.0,6.586888870060948,2.0932933087328984,Iris-virginica
+42,6.187871927069419,2.213391272693875,4.485134608372087,1.4959833146675763,Iris-versicolor
+43,5.620986748257036,2.9084151586832037,3.7850128999018247,1.2978260532893802,Iris-versicolor
+44,5.002338654889386,3.712484358990709,1.4445053556649048,0.19936945489754287,Iris-setosa
+45,4.793538057824345,3.4003579290198847,1.612320972389546,0.1983382985665563,Iris-setosa
+46,4.400401285309889,2.959876846096581,1.4014783631640242,0.2000966874937,Iris-setosa
+47,6.107098971826139,3.3759489221154824,4.5551620569330264,1.5837744475748556,Iris-versicolor
+48,4.999639440200513,3.0,1.5873137933534036,0.19607670489654647,Iris-setosa
+49,7.514276042474146,3.0,6.53110500892242,2.1018338673361425,Iris-virginica
+50,6.338981366450271,2.645690617639007,4.933724929586182,1.839196251638425,Iris-virginica
+51,5.69381525838478,3.781383690745054,1.71400821182766,0.32380278959384007,Iris-setosa
+52,6.5034730052528165,3.201586073670007,5.0749178209361085,2.0079921226146493,Iris-virginica
+53,4.912169011323016,3.090948680917628,1.5026563476203896,0.10000010534344915,Iris-setosa
+54,6.197402765054343,2.203535985255289,4.498748192092867,1.5006560437866365,Iris-versicolor
+55,5.673017268443716,3.0,4.5572215153351765,1.559215220656419,Iris-versicolor
+56,6.221006812348452,3.3965415208824905,5.431224884240103,2.308265711543861,Iris-virginica
+57,4.970809595048717,2.0,3.3866526587470993,1.0147395863755329,Iris-versicolor
+58,4.3000007302848005,3.0,1.100263852059172,0.10000011339775487,Iris-setosa
+59,6.017492556951477,2.2014199169612754,3.9239804433070895,1.0198715749038125,Iris-versicolor
+60,6.001980235255529,2.2087951923019826,5.006912050303918,1.5048700999347089,Iris-virginica
+61,5.698773350441504,3.786230741161944,1.5995928718169106,0.27644912717669573,Iris-setosa
+62,4.423913780944768,3.1959304164941087,1.2959274573799024,0.20322344361739572,Iris-setosa
+63,5.799974214628302,2.691651328884788,5.121230124665537,1.948555646836182,Iris-virginica
+64,5.557328568496086,2.4646921944410605,3.817177082572287,1.076827493317235,Iris-versicolor
+65,6.799315498558325,2.7905745693494857,4.831884252978001,1.4145159052238954,Iris-versicolor
+66,6.513177562079191,3.202945732261704,5.1229635030385134,1.9833912787569554,Iris-virginica
+67,6.196422495827208,2.2073830353752024,4.517276136795857,1.5036610508917043,Iris-versicolor
+68,5.695437437433521,3.7867318368225007,1.8089481045530078,0.3026844167993795,Iris-setosa
+69,5.785034539209747,2.8036882945126576,5.078335135610536,2.3986223960497144,Iris-virginica
+70,6.687820827060872,3.0982865577925374,4.731258134111494,1.5018509060884084,Iris-versicolor
+71,5.46404340697479,3.885782855662032,1.3142450354609265,0.3415554949834665,Iris-setosa
+72,4.627324203508762,3.1903931744791,1.4073124994460933,0.20048547952016296,Iris-setosa
+73,4.404582713769819,3.19461378387792,1.2918393619232864,0.19830117272008957,Iris-setosa
+74,5.103161037297156,3.292605068315771,1.6359876491855823,0.4607574792830976,Iris-setosa
+75,5.38995298433113,3.8232466869122117,1.3688076789508892,0.3752806441103779,Iris-setosa
+76,6.519493753397174,2.804686592319116,4.581677634427501,1.5045749049511588,Iris-versicolor
+77,5.200717452656551,2.6749668768310135,3.8712421360931417,1.3893163947930656,Iris-versicolor
+78,6.800641581914171,3.204260478612715,5.762881952663507,2.274672643637092,Iris-virginica
+79,5.976298467840624,2.210399826112281,4.015797319622186,1.017169170505136,Iris-versicolor
+80,6.007238625295275,2.7940578744431397,4.64951851853497,1.2249593112144586,Iris-versicolor
+81,7.68723110809107,3.0,6.125136753090003,2.2845100164770002,Iris-virginica
+82,6.272448582636612,3.401704687185576,5.5718991979915735,2.3937487546713547,Iris-virginica
+83,5.2056811393331985,3.3974467927937075,1.395362808250607,0.20052272394586018,Iris-setosa
+84,6.8068396684317,3.202155717792197,5.895304553217069,2.3072705310689874,Iris-virginica
+85,6.308526673923362,2.5131265394250497,4.989974333943073,1.8901938828392688,Iris-virginica
+86,7.700967775178414,2.592650798508455,6.9,2.3059501709046213,Iris-virginica
+87,5.08057477731485,3.786267324990089,1.5940172758358384,0.19199115361147645,Iris-setosa
+88,6.7996289911924395,3.2031854853363733,5.904955690025138,2.3046258345125783,Iris-virginica
+89,6.29102937082809,2.525458155931994,5.007981327623004,1.8845673623396397,Iris-virginica
+90,5.792454937542956,2.6966228580406884,5.138733686695391,1.9006999859103855,Iris-virginica
+91,5.49563849922754,2.438422576144232,3.89701906591521,1.1685394115399443,Iris-versicolor
+92,6.078287628162848,2.8206950195516134,4.674682538819842,1.1630483522470292,Iris-versicolor
+93,5.0965440132381215,3.6025541654026902,1.4009204092834622,0.20250383822693685,Iris-setosa
+94,5.509700787189686,2.5050860179560126,4.006280757899925,1.2879831659766576,Iris-versicolor
+95,5.081077639400115,3.306769462749083,1.5794046221137197,0.5907184594998649,Iris-setosa
+96,7.637566662216524,3.0,6.606361247336675,2.086560762310296,Iris-virginica
+97,5.564246954038192,3.0,4.486128044538802,1.505231039912497,Iris-versicolor
+98,5.013727775645155,2.0000008087533563,3.637563648833301,1.0389521789486038,Iris-versicolor
+99,5.5789483585960165,2.502940857121879,3.8683634525567814,1.0866233308095172,Iris-versicolor
+100,5.216079801196634,2.697142470119042,3.9426399886415995,1.3860946685517535,Iris-versicolor
+101,6.086609063608875,2.596118081233308,5.581913647109611,1.4292468543687349,Iris-virginica
+102,4.401996608766896,3.212363835877148,1.294121280777063,0.20059380202552107,Iris-setosa
+103,4.605922155293905,3.612920558058665,1.0000004612468294,0.19357086149205943,Iris-setosa
+104,5.407752724021578,3.9061460832174992,1.2902073123187787,0.3818801220298182,Iris-setosa
+105,4.3,3.0,1.1030645288364505,0.1,Iris-setosa
+106,5.751917935520312,2.8822286622055935,4.2098859273208875,1.348809361976242,Iris-versicolor
+107,4.80260097455827,3.0,1.4152261420911043,0.10000010562705396,Iris-setosa
+108,5.803040380761987,2.6913061848575457,5.097999907396934,1.8946290339027505,Iris-virginica
+109,6.799921658328693,3.2062926506745257,5.784867653520499,2.3012686316043034,Iris-virginica
+110,5.966384580703271,2.649507758592916,4.490748377175994,1.263560471494779,Iris-versicolor
+111,6.685414122889013,3.0,4.9823715828151265,1.6955636585254295,Iris-versicolor
+112,4.804793669023158,3.399384774993113,1.737172221319427,0.19867759456112238,Iris-setosa
+113,5.810415112450367,2.7004024612769104,5.087610183445836,1.895533643496161,Iris-virginica
+114,6.186563181753993,2.2049129511367447,4.482874779911272,1.5065270028548245,Iris-versicolor
+115,6.12402795967554,2.5952918658359425,5.621013251551387,1.42136760462229,Iris-virginica
+116,6.260994010266593,3.3021441523297983,6.013136607917192,2.4999997753203362,Iris-virginica
+117,6.88845364592482,3.0763666367865063,5.09595073597945,2.292889326089268,Iris-virginica
+118,5.796563362963771,2.8145980442035903,5.094536607668503,2.407293591692779,Iris-virginica
+119,5.526199221351778,2.432604135333358,3.757855037245802,1.041776703227494,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/4/test.csv b/iris/tab_ddpm/8_0/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/4/train.csv b/iris/tab_ddpm/8_0/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/4/val.csv b/iris/tab_ddpm/8_0/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/5/synth.csv b/iris/tab_ddpm/8_0/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..43de084780ff2c6ea86d6a237770c7130333d6f2
--- /dev/null
+++ b/iris/tab_ddpm/8_0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.605071441672482,2.9206337916347342,3.5990433754826667,1.3024784016049553,Iris-versicolor
+1,4.826926131388302,3.0,1.432181279622882,0.1,Iris-setosa
+2,6.224908482878854,2.219324773668767,4.5248900573997854,1.500558615426824,Iris-versicolor
+3,5.223035348094227,2.7575565739625394,3.999077539925115,1.4305783805455432,Iris-versicolor
+4,4.596894318150136,3.0903870829873683,1.5007942329107968,0.2012910934265689,Iris-setosa
+5,6.704157271138136,2.501114151978891,5.789809862337453,1.8014835148652553,Iris-virginica
+6,5.779927360896092,2.7797849401509387,4.222755629385964,1.1360726924250528,Iris-versicolor
+7,6.8806588110369375,3.197081767214643,5.693026988185625,2.305938180335631,Iris-virginica
+8,7.582370109830304,3.0,6.580980887277235,2.0996974972341107,Iris-virginica
+9,5.978692427941727,3.4075204345058276,4.490932421643809,1.6010917883652138,Iris-versicolor
+10,5.576754391818472,2.3939060364971776,3.8438893548880166,1.054210685024346,Iris-versicolor
+11,5.230650636592184,2.7021112318569283,3.905224741317519,1.4019483434730307,Iris-versicolor
+12,6.002470271822172,2.1799355505829405,5.00745883694847,1.4927203257947546,Iris-virginica
+13,5.081047968616975,3.80912875732045,1.6301459247815306,0.19956125688370835,Iris-setosa
+14,5.383018603013477,3.408048862504076,1.4979070282732452,0.4135166551896038,Iris-setosa
+15,5.462452058340891,3.0,4.493377364748262,1.5040630109482653,Iris-versicolor
+16,5.986546158058109,3.404208096674239,4.486266067733452,1.5888151351857829,Iris-versicolor
+17,5.545033845612059,3.0,4.519047889404961,1.5046177583423932,Iris-versicolor
+18,7.173774719038112,3.202784847746816,5.985421760072557,1.7942481538142707,Iris-virginica
+19,6.66518525059252,3.15975839759807,4.716642324907034,1.5045136586441672,Iris-versicolor
+20,6.694356677690396,3.0,5.001164030031023,1.7126096242607662,Iris-versicolor
+21,5.582643928305947,2.528591477819158,3.9266754308070246,1.1607808669079716,Iris-versicolor
+22,4.3,3.0,1.105127326744701,0.1,Iris-setosa
+23,5.978752733903155,2.8992611232274528,4.485021399675716,1.4866381653548815,Iris-versicolor
+24,6.534600772556708,3.211174965176956,5.095542381221718,1.9872117576095112,Iris-virginica
+25,5.161110915894552,3.459850122711726,1.3881010017236979,0.20017267641004385,Iris-setosa
+26,5.3984540832610675,3.8312242382079336,1.340128824287685,0.27034471913220504,Iris-setosa
+27,4.977421300335332,3.6126373211955807,1.4017177920532518,0.19669692128436145,Iris-setosa
+28,6.294834271417892,3.299504699267278,4.673794334603613,1.5996621215284825,Iris-versicolor
+29,5.797091482563214,2.7956871708446647,5.122332907909185,2.399334149932397,Iris-virginica
+30,6.085559049622349,2.606771202613738,5.567230508362901,1.3885721769775796,Iris-virginica
+31,6.300648567345681,2.7012798763777885,4.893499065373282,1.8094853265775153,Iris-virginica
+32,4.97750597013765,3.5770049374695247,1.4032590304721033,0.20014915123744112,Iris-setosa
+33,6.009062866909489,3.394987196783953,4.465857744444214,1.5896064860380263,Iris-versicolor
+34,5.830944610686158,2.780547724432799,5.088330536562639,2.368332503199138,Iris-virginica
+35,4.300000590548965,3.0,1.1120634049667248,0.10000011173521076,Iris-setosa
+36,5.16779087300261,2.654205768028675,3.8471782793524723,1.378570753964662,Iris-versicolor
+37,6.760843169590985,3.203539345432377,5.886205479229273,2.2855488496902505,Iris-virginica
+38,4.568028212241904,3.191944109710252,1.409231167385624,0.19885633953263027,Iris-setosa
+39,5.519249685372538,2.372431635896361,3.725333817129317,1.016471869414461,Iris-versicolor
+40,5.64993151571117,2.575169174794595,3.935789966617791,1.0781854351331193,Iris-versicolor
+41,5.016028165233065,2.0000004760382604,3.512735355685471,1.0121295466107278,Iris-versicolor
+42,6.681765877610959,2.5008587972326266,5.797471219140645,1.7958093623255778,Iris-virginica
+43,6.264668596644025,3.3964696597557165,5.580657415425414,2.390365181396315,Iris-virginica
+44,6.694953370457748,3.0,5.012609978075532,1.7213135148193195,Iris-versicolor
+45,6.112456631361504,2.8977147766420255,4.591555397757135,1.4881034254721617,Iris-versicolor
+46,5.346188898418415,3.3874100394199567,1.5226271843776202,0.41765370439079863,Iris-setosa
+47,5.019786971089053,3.0,1.5917666386546867,0.19518869887769907,Iris-setosa
+48,5.169975958122328,2.5381392185257523,3.53390927648253,1.2136262862512204,Iris-versicolor
+49,4.572467256208141,3.576683188514229,1.0,0.19638628869964747,Iris-setosa
+50,5.995989606515045,2.1934073612150913,4.993394786217349,1.4838291157242571,Iris-virginica
+51,5.417864304968204,3.883925781027731,1.315336170085057,0.3875949427797664,Iris-setosa
+52,5.421717863231769,3.0,4.437497798705872,1.5129065454194066,Iris-versicolor
+53,5.69086467224017,3.7939392371997154,1.5930678260726807,0.36428330810853216,Iris-setosa
+54,5.709433262872952,3.797908713112701,1.651562268615193,0.27257025874157337,Iris-setosa
+55,6.702487553321617,3.0,4.999802466651153,1.7037227088487694,Iris-versicolor
+56,4.790860856945261,3.3995852577419665,1.8401060218447183,0.19944092624455564,Iris-setosa
+57,7.702199545791956,3.0,6.020978828111776,2.3049500050623477,Iris-virginica
+58,6.692897296957888,3.0,4.988391510583683,1.6682096731179399,Iris-versicolor
+59,5.500884301825951,2.385818316389917,3.6205780763756,0.9331035096495304,Iris-versicolor
+60,4.807409094698425,3.0,1.411069014891477,0.29387434619302316,Iris-setosa
+61,7.658328526853695,2.8680891587458768,6.6812846829936685,2.0069934591704834,Iris-virginica
+62,6.762997301992438,3.1688271406260964,5.7435306372535395,2.2930095768007854,Iris-virginica
+63,4.901902426373572,3.108946295416654,1.503802678017077,0.10000011122579046,Iris-setosa
+64,4.793183118471025,3.0,1.3987788659657705,0.31832234820281574,Iris-setosa
+65,5.864984051748453,2.711619538961847,5.075924574512298,1.8652460747785673,Iris-virginica
+66,6.157439585648381,2.881411292023637,4.72973116116914,1.3760062979012357,Iris-versicolor
+67,6.229442266398637,3.395909562050005,5.452899645783736,2.3084280849010073,Iris-virginica
+68,6.104104163578481,2.603918922332616,5.549109662523857,1.4039009210483147,Iris-virginica
+69,6.550433528825662,2.8062660313071905,4.604299446152939,1.464893118793227,Iris-versicolor
+70,5.80191051655661,2.812525891918721,5.092876226304334,2.402952007182887,Iris-virginica
+71,5.969171614172351,3.3974325049156837,4.528304186421487,1.6040968485382896,Iris-versicolor
+72,5.982319787474782,2.1743566417566362,4.025128339031202,1.033539270120623,Iris-versicolor
+73,5.553707261050061,2.4486199481885165,3.7633861795868246,1.0367702564187904,Iris-versicolor
+74,6.661546654238352,2.968767290165605,4.519576453407792,1.4209223527872767,Iris-versicolor
+75,5.4265737145694946,3.397201339761327,1.4944976999741764,0.3976111706050929,Iris-setosa
+76,5.706823987708548,2.924144668412072,4.214973464549386,1.3056324584737449,Iris-versicolor
+77,6.707969407559487,3.0933534110651526,4.692811687128357,1.4954566494335462,Iris-versicolor
+78,4.3,3.0,1.0966608098095405,0.1,Iris-setosa
+79,6.28859313278653,2.7145267290843504,4.909770400614146,1.7857814005146484,Iris-virginica
+80,5.829044848164442,2.6555678075919067,3.950024950512885,0.9450153129996325,Iris-versicolor
+81,5.755072545275354,2.6906051977447287,5.093622010091162,1.9017310334123698,Iris-virginica
+82,6.093277579695485,2.8201899337891123,4.706268659312157,1.2556022218110274,Iris-versicolor
+83,5.408843554538881,3.0,4.459282334752538,1.502692747455286,Iris-versicolor
+84,5.708471408727518,3.0,4.211883270677482,1.219229831974255,Iris-versicolor
+85,4.600731540577196,3.0989283932618643,1.5145177079432273,0.19714712581768862,Iris-setosa
+86,5.096701991303637,3.303832718836811,1.74583271816851,0.45983010193517426,Iris-setosa
+87,5.652369492566274,2.9143933346141937,3.829839251465345,1.279238502001729,Iris-versicolor
+88,7.688351384982273,3.0,6.081297538833869,2.302340694382307,Iris-virginica
+89,5.6809192378958375,2.9247855761903354,4.0103339788838825,1.281645693692747,Iris-versicolor
+90,6.279303081547918,3.2969215137521033,6.0570371991481355,2.5,Iris-virginica
+91,6.667563426035989,3.058835306067607,4.6340866118834585,1.4814209824375,Iris-versicolor
+92,6.651670928654077,2.803764024392762,4.741347927421044,1.417327116445048,Iris-versicolor
+93,5.955377865973963,2.2000471551654095,4.996826005277022,1.4936164046261649,Iris-virginica
+94,4.807639355039996,3.0,1.4033652255394435,0.33453160223430334,Iris-setosa
+95,5.485252080519719,2.4862891601197883,3.9846457388681347,1.2897324306315674,Iris-versicolor
+96,5.743772145223976,2.850289483390939,4.412994488295459,1.3549753316711042,Iris-versicolor
+97,5.82042536494876,2.8079565165859077,5.100234978915796,2.407210754474905,Iris-virginica
+98,7.212062374248539,3.2028245384523406,6.009120660218872,1.801757838173046,Iris-virginica
+99,6.04111127023151,2.822480051662296,4.653558872916384,1.2336592387038883,Iris-versicolor
+100,5.607923424548937,2.8849677167861056,3.6430598794233067,1.302369869970619,Iris-versicolor
+101,5.315586281124427,3.812990267340205,1.3172597885051567,0.26722180805156887,Iris-setosa
+102,5.760422832557245,2.6672439999053,4.069717820926223,0.9966237008896528,Iris-versicolor
+103,4.790690360505375,3.3886209447520437,1.9708541987490693,0.19844839674463233,Iris-setosa
+104,6.697382436831641,2.784542419574969,4.69202308681275,1.435898793928794,Iris-versicolor
+105,6.7967142928405995,2.8012935198911926,4.773755546272765,1.3957267917719351,Iris-versicolor
+106,5.223016282510281,3.708736170791952,1.3651126720293707,0.22614513464407154,Iris-setosa
+107,5.498540906865432,4.199999136453251,1.3748781435529538,0.19483114259109752,Iris-setosa
+108,4.791490638875201,3.397468645313094,1.7804125195017917,0.2023179643719543,Iris-setosa
+109,4.3,3.0,1.0976317774377604,0.1,Iris-setosa
+110,6.484959916262891,3.1924033183750193,5.134943869939499,2.02558343176179,Iris-virginica
+111,5.087100799961076,3.3183133477925844,1.6415289746734998,0.48910499051020995,Iris-setosa
+112,6.593535778747626,3.0,4.408539844651095,1.387120331123685,Iris-versicolor
+113,6.007637607411523,2.209658850911771,4.02387153463901,1.0321109058324414,Iris-versicolor
+114,5.790861157528622,2.6977219988388317,5.100580204387775,1.904404126846389,Iris-virginica
+115,5.0160934138835565,2.000000482253606,3.563610351020264,1.0257041986216744,Iris-versicolor
+116,6.695270663283165,2.505632231702582,5.7926892407700965,1.810128088351871,Iris-virginica
+117,6.097579366285891,3.3841924181045724,4.546669833826518,1.5893613823646553,Iris-versicolor
+118,7.683382886519071,2.788954304062716,6.6928552897290485,1.998268279581861,Iris-virginica
+119,5.924020425115563,2.9180619505394962,4.424257935399712,1.4743108500124225,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/5/test.csv b/iris/tab_ddpm/8_0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/5/train.csv b/iris/tab_ddpm/8_0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/5/val.csv b/iris/tab_ddpm/8_0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/6/synth.csv b/iris/tab_ddpm/8_0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c27353466f6ccf92e2ed82811bdac9f5731a9d1
--- /dev/null
+++ b/iris/tab_ddpm/8_0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.816518748078185,2.688585089179459,4.156171064571176,1.014400635680787,Iris-versicolor
+1,6.850296234976275,3.183668730716513,5.662816107702152,2.298774660916821,Iris-virginica
+2,6.183679502671819,2.76572769048639,4.870355970606691,1.7707211749681528,Iris-virginica
+3,5.534414455709008,3.0,4.498208986736614,1.4987581575201543,Iris-versicolor
+4,5.69508110094482,2.886182033009469,4.153170407812327,1.2470237307896759,Iris-versicolor
+5,6.827856301593455,2.805499630255788,4.81285102141578,1.4185090676476464,Iris-versicolor
+6,5.082257479862697,3.522129591073239,1.4007184970167457,0.1997234503183044,Iris-setosa
+7,7.709628590885835,2.597180157856257,6.9,2.3011855686862805,Iris-virginica
+8,6.278330526117007,2.711348409927758,4.885675032371803,1.7969242652721715,Iris-virginica
+9,6.229560260516586,3.3986148103230343,5.437556781668418,2.3171075622019557,Iris-virginica
+10,6.608163347100225,3.0,4.432967891301556,1.4198488364913207,Iris-versicolor
+11,4.750303965219646,3.0,1.386756689922858,0.1,Iris-setosa
+12,7.701358061980252,2.6145055635571692,6.899998891607501,2.302871384090051,Iris-virginica
+13,6.442860325368044,3.266673608021884,4.748569698207004,1.5700564470108145,Iris-versicolor
+14,6.299523246183031,3.3104757206130455,6.005243350054645,2.4999998160302526,Iris-virginica
+15,6.203430863457723,2.701055699371105,4.9471885220697365,1.8411826563634248,Iris-virginica
+16,5.12059877295544,3.3107230901503724,1.5865552236163634,0.5502964398713437,Iris-setosa
+17,4.911725187772109,3.106494547629844,1.4996903481125108,0.10000009749158147,Iris-setosa
+18,6.20359592364088,2.1916637011118274,4.495586362298266,1.5076092983836462,Iris-versicolor
+19,5.722050225258115,3.82320387792691,1.847598945349625,0.2752211446606057,Iris-setosa
+20,6.692445342687082,3.1128115668385936,4.715524445069951,1.506705578089532,Iris-versicolor
+21,5.792101718772247,2.7924678881573057,5.097190965411003,2.3981929856046498,Iris-virginica
+22,6.509000031415695,3.0,5.82500586205827,2.2181233717557793,Iris-virginica
+23,4.3,3.0,1.1048386696678412,0.1,Iris-setosa
+24,4.798315671573387,3.0,1.3964377083009305,0.2784669963704627,Iris-setosa
+25,7.598090475839742,3.0,6.5838853621312445,1.990209688182579,Iris-virginica
+26,6.517803502759447,2.807599825160864,4.626040064131412,1.4996939592681597,Iris-versicolor
+27,4.7965164031563114,3.0,1.380086164158588,0.10000010337860331,Iris-setosa
+28,6.504412994931027,3.195310536425572,5.088076210500536,1.9974051104549473,Iris-virginica
+29,5.843036147256763,2.8703344285264074,4.526522175932492,1.40717171743222,Iris-versicolor
+30,6.087063031193901,2.6123727144598616,5.627437753521072,1.4151917367843534,Iris-virginica
+31,4.300000474655674,3.0,1.0969199272080312,0.1,Iris-setosa
+32,5.575241212965284,3.0,4.5253697271250966,1.5250644027677962,Iris-versicolor
+33,6.2994506700226935,2.507171978119296,5.006966448468692,1.8901098806655967,Iris-virginica
+34,5.810998870915866,2.7998242557360493,5.113888541319613,2.406950309660085,Iris-virginica
+35,4.808181376947215,3.0,1.4011386876259235,0.2768657259929527,Iris-setosa
+36,6.19494236551627,3.3974112301885344,5.389504754502532,2.314843195363389,Iris-virginica
+37,6.793937330987486,2.7925580807767254,4.782765128232664,1.3997874742999878,Iris-versicolor
+38,6.598476459886093,3.0,4.400174124548244,1.3987950208747952,Iris-versicolor
+39,4.438860706772348,3.200718039826844,1.3199226351167443,0.2004800498118761,Iris-setosa
+40,7.2016411956649735,3.1906895913894444,5.958736815278637,1.7971340855279196,Iris-virginica
+41,6.312079739410209,3.3097379676833536,6.000966920284921,2.5,Iris-virginica
+42,6.110655160091883,2.5902271909391397,5.603643616867269,1.4323138208979722,Iris-virginica
+43,4.300000474757877,3.0,1.0973370871872847,0.10000011590748903,Iris-setosa
+44,6.686165627696386,3.0917673766982836,4.706668015254784,1.5205369569454177,Iris-versicolor
+45,5.69809763857353,2.863545895035439,4.437950648677036,1.3627727928631854,Iris-versicolor
+46,6.1213698065725595,2.8573679448617835,4.713749145203479,1.350666685896034,Iris-versicolor
+47,6.303762300294091,3.2997066729246893,5.918068248694013,2.5,Iris-virginica
+48,7.713325494800767,2.612392479233479,6.9,2.2903648286540736,Iris-virginica
+49,6.284379017342825,3.4005837037569853,5.596659086923646,2.3972196629228106,Iris-virginica
+50,4.3,3.0,1.1033533191229274,0.10000010204096363,Iris-setosa
+51,5.860396327821675,2.9831180594717304,4.386357009080398,1.3871865684510887,Iris-versicolor
+52,4.991436704134199,3.400340356415079,1.7332756882659135,0.30716104953172396,Iris-setosa
+53,5.0822172986012095,3.5389096341755746,1.4004562648550005,0.20003202795373265,Iris-setosa
+54,5.774616039904502,2.801424800261769,5.132364039070306,2.3907952380966146,Iris-virginica
+55,6.310593853837343,3.280596438782399,5.9525999161885,2.4999997481249334,Iris-virginica
+56,5.486836956086312,4.2,1.3870798763779122,0.20427685670307963,Iris-setosa
+57,4.803221979678118,3.4051722186568716,1.7109579085324047,0.19721228590664863,Iris-setosa
+58,6.106670145547439,2.594754938373698,5.594277886112124,1.40752451924688,Iris-virginica
+59,5.62273850756122,2.8827029009942917,3.675891844768883,1.2888376805136068,Iris-versicolor
+60,5.296172217800388,3.3627298773007253,1.5407955540814784,0.37498758646857344,Iris-setosa
+61,5.799366010159613,2.7059796560275537,5.08472813084354,1.9077042921652256,Iris-virginica
+62,6.799852198404818,3.1955847357343736,5.798658046392467,2.291544456093149,Iris-virginica
+63,6.094563543557431,2.7915489882753275,4.673952923886698,1.216670157969349,Iris-versicolor
+64,6.202078804170912,3.311953597951799,4.680786446261948,1.615703466492203,Iris-versicolor
+65,4.3,3.0,1.1101482990872305,0.1,Iris-setosa
+66,7.160639426993913,3.2108397015205927,5.93827404486546,1.7918746168511268,Iris-virginica
+67,5.6181905375430725,2.9510813905598137,3.929180407535812,1.2470893088027855,Iris-versicolor
+68,5.0145481597895625,2.0,3.4867274728057063,1.0011895908559472,Iris-versicolor
+69,5.68339436358687,3.785049345535195,1.6735637321414187,0.3005700199761694,Iris-setosa
+70,4.596035439001216,3.1617116897377295,1.428523593976225,0.19640579696748978,Iris-setosa
+71,6.714657987287722,3.0,4.9856687571219656,1.7076058985422173,Iris-versicolor
+72,4.989474462793611,2.0,3.5604843472813554,0.9665594317123348,Iris-versicolor
+73,5.016320515858293,2.0000006780087456,3.4385510876781415,0.9465826850125715,Iris-versicolor
+74,6.904079013509334,3.1837316396250412,5.866831567804157,2.299209152547049,Iris-virginica
+75,5.099601045008664,2.495044257637048,2.8714665194552955,1.0892097163343475,Iris-versicolor
+76,6.297562995552605,2.7475818440777346,4.858279164993871,1.8252003316670249,Iris-virginica
+77,5.932057121494066,3.2218699010450718,4.833869018903624,1.8297794717739817,Iris-versicolor
+78,6.244721219727826,2.764667233518877,4.830852255426599,1.795703654951751,Iris-virginica
+79,6.6932756041079084,3.0903085598478297,4.693002756998371,1.501908542623807,Iris-versicolor
+80,6.197047690952193,2.2011861446945264,4.557888240930409,1.5023766541962682,Iris-versicolor
+81,7.68896394411722,2.820602360954945,6.685148266432883,2.0332609138667914,Iris-virginica
+82,5.4690273858411675,2.9221612557571905,4.251502586129005,1.4262253706833712,Iris-versicolor
+83,6.018469077194768,3.3941258808738595,4.491314603130347,1.5937160744832408,Iris-versicolor
+84,5.182711637532994,2.65550257423664,3.846383032948999,1.3566689656988136,Iris-versicolor
+85,5.8018817442732935,2.7091085078713886,5.115724675718241,1.886514180677321,Iris-virginica
+86,7.724531033256174,2.604243578394086,6.9,2.315762297006561,Iris-virginica
+87,5.199047810037868,2.6857292794601806,3.8520986835988715,1.3876041737700273,Iris-versicolor
+88,6.49148959252259,3.0,5.786674557908711,2.193650654719673,Iris-virginica
+89,6.068552209890531,2.9053590031593868,4.603254767330587,1.4311606074604717,Iris-versicolor
+90,6.236759838408126,2.778308685390822,4.83153481337083,1.8018407131396594,Iris-virginica
+91,5.7137230909513015,3.7956573164738545,1.7993179515686357,0.2858590827314207,Iris-setosa
+92,7.585146379934865,3.0,6.538303378692614,2.1477970447429677,Iris-virginica
+93,4.810513160399598,3.0,1.4128274924207476,0.10000011194406702,Iris-setosa
+94,7.204347867656339,3.200956138131011,6.022549571243648,1.776117386729367,Iris-virginica
+95,6.931582909707938,3.189088607029721,5.78174527904372,2.3094835114091605,Iris-virginica
+96,6.699597632123987,3.101915616300462,4.681672242246574,1.4903539403305701,Iris-versicolor
+97,6.798102931833908,3.2075536588176607,5.843478406447261,2.2993462325942042,Iris-virginica
+98,6.195286761956718,2.1950419437391155,4.485938291092198,1.4823151713360103,Iris-versicolor
+99,5.001939510089859,3.0,1.6457918013694643,0.20204922418162335,Iris-setosa
+100,4.673048848493945,3.0951992909521833,1.5215198636769445,0.20333790095213714,Iris-setosa
+101,7.7015143750901505,2.784558820718497,6.720961874813039,2.0040705240325924,Iris-virginica
+102,6.187509365766413,2.1834091662434982,4.486620884595363,1.4937625355895288,Iris-versicolor
+103,5.727861057123605,3.0,4.221357429291688,1.2249041107353948,Iris-versicolor
+104,5.971561889266807,2.905627326469866,4.503925078331473,1.4986372530603933,Iris-versicolor
+105,5.481715363423081,4.2,1.3869909075041449,0.19702618805071215,Iris-setosa
+106,5.586127062333268,2.5082101183670984,3.90469108486399,1.0850496848911562,Iris-versicolor
+107,5.012806237679075,3.0,1.6755800640637262,0.1974329868771646,Iris-setosa
+108,5.075499712874062,3.517241123278392,1.3997127074082587,0.20087756865579803,Iris-setosa
+109,5.9862784242200835,2.1777988432165083,3.9914858738533714,0.9815251987346196,Iris-versicolor
+110,5.658219998172144,2.9533325078665533,4.134474194054089,1.2928227396249194,Iris-versicolor
+111,6.746611357045136,3.0,4.953575924531997,1.6278130307404495,Iris-versicolor
+112,7.7096504592093105,2.5961258173463055,6.9,2.3092792985888697,Iris-virginica
+113,6.31613327352983,2.5015415349217736,5.012153188844764,1.8964333543359957,Iris-virginica
+114,7.5960399058383254,3.0,6.566619296415226,2.1176114011533382,Iris-virginica
+115,6.512028595238831,3.204084155255583,5.108701167212185,1.989206074327564,Iris-virginica
+116,5.040535189043445,2.0,3.5754816782960943,1.0219132720223547,Iris-versicolor
+117,7.66621687275282,3.0,6.259277703380653,2.2286622828730906,Iris-virginica
+118,6.258983147169751,3.2994325268043254,6.076446274218137,2.5,Iris-virginica
+119,6.692936395332589,3.0,5.014128699718627,1.700100784458497,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/6/test.csv b/iris/tab_ddpm/8_0/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/6/train.csv b/iris/tab_ddpm/8_0/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/6/val.csv b/iris/tab_ddpm/8_0/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/7/synth.csv b/iris/tab_ddpm/8_0/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f09331e983d0776d5d7439790e32a22736712adc
--- /dev/null
+++ b/iris/tab_ddpm/8_0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.404725681649405,2.901956820119943,1.4036252889204783,0.19901731488483768,Iris-setosa
+1,4.583342517057746,3.0870920242255293,1.5019557101906391,0.20324538496867892,Iris-setosa
+2,6.966768616317053,3.0985368210154838,5.088745712615627,2.3036249947507312,Iris-virginica
+3,5.590477311105829,2.9089002581103123,3.587447546787218,1.3021542715955083,Iris-versicolor
+4,5.779013050839447,2.8045358306355475,5.107728420147916,2.4068548888947277,Iris-virginica
+5,6.8591892527945575,3.198246331457676,5.802330377079846,2.304108336044472,Iris-virginica
+6,5.007088526834365,3.395975662298803,1.596599554914443,0.4204535810670257,Iris-setosa
+7,5.666956576294584,2.8961786284083955,4.008195165567566,1.2844089939143288,Iris-versicolor
+8,6.252927720740801,3.4047807590801855,5.5223893697453015,2.3813083756648608,Iris-virginica
+9,5.799687060595078,2.705278978706812,5.137227220756659,1.9030725044994559,Iris-virginica
+10,4.469855396290909,3.0,1.4336163924238239,0.2062303926678809,Iris-setosa
+11,4.8956972443248,3.085446700882067,1.478623807902633,0.1,Iris-setosa
+12,4.803793950545557,3.4019756256667613,1.711019054106235,0.19936930081098508,Iris-setosa
+13,4.605662384028767,3.611252399482603,1.0,0.19769960745496062,Iris-setosa
+14,4.993382826344982,3.3971568918482284,1.5943711213680951,0.422243413919116,Iris-setosa
+15,6.104384395799663,2.598801358133117,5.588706438095718,1.4143554964791452,Iris-virginica
+16,4.409856784568116,2.9330269332565124,1.4079686742402404,0.2004135311003289,Iris-setosa
+17,6.294622165683576,3.2834310203747052,6.023275426839602,2.4999997408164014,Iris-virginica
+18,5.397326066752447,3.904259312775783,1.3017338461745793,0.33689832909730966,Iris-setosa
+19,5.808967271735014,2.699200209973591,5.097585891561647,1.8928521739191775,Iris-virginica
+20,6.932014521273397,3.0935230913183056,5.166867005037059,2.2839872958774423,Iris-virginica
+21,7.031486224552883,3.1085934153303056,5.26112728122358,2.3158886227582474,Iris-virginica
+22,6.124095973683623,2.8367477241868895,4.732986841242285,1.2595713934386201,Iris-versicolor
+23,5.998694270057234,2.201693398535452,3.9581960332936013,1.0119799297542202,Iris-versicolor
+24,6.717455095678067,2.478291772312282,5.79358037226462,1.79379026012159,Iris-virginica
+25,5.7956538545644,2.701128914973111,5.124712916415984,1.8901112761326544,Iris-virginica
+26,7.708428824195643,2.7868566890630486,6.729313301968515,2.0090953488763534,Iris-virginica
+27,7.697891407139336,2.7869809246122523,6.696689541700958,2.0077518347686425,Iris-virginica
+28,5.173210251584756,3.4069551453087143,1.4686184439249912,0.24964007849579012,Iris-setosa
+29,5.792673923557615,2.80667718450917,5.084794900155107,2.3992264116439546,Iris-virginica
+30,6.604220336796195,3.0,4.5520205826989955,1.429907194938934,Iris-versicolor
+31,5.402811579579543,3.9036967618685936,1.2842975868844517,0.36841260705307977,Iris-setosa
+32,5.013475296402471,2.0,3.5157787063468255,0.9855825486081248,Iris-versicolor
+33,6.005850539060341,2.1875794757713543,4.995495352195645,1.4944634080710844,Iris-virginica
+34,6.587322550255071,3.0,4.384674792510912,1.408810841779324,Iris-versicolor
+35,4.799548403533857,3.0,1.4140728899965338,0.27417661153527284,Iris-setosa
+36,4.780003680460853,3.0,1.4016424796256086,0.275952026859696,Iris-setosa
+37,4.799571297135464,3.399739904773527,1.829347544734934,0.2006192320763664,Iris-setosa
+38,6.181546256299129,2.8120046069289226,4.8093830358395,1.8053595266382652,Iris-virginica
+39,5.959890467288146,2.204081304707823,3.9528456847955677,0.9358615590999224,Iris-versicolor
+40,6.7037296337241505,3.0746332388267854,4.724456122845902,1.5163604955316974,Iris-versicolor
+41,7.9,3.8184306649565034,6.4176557110846515,1.9933224367313476,Iris-virginica
+42,6.013760425447199,2.2321720756507726,4.003728126961966,1.0196205677811572,Iris-versicolor
+43,5.588653380043994,3.0,4.491003440514512,1.4859869196199587,Iris-versicolor
+44,5.336562396480699,3.7528640272661056,1.3656182163093649,0.3555639543360726,Iris-setosa
+45,4.915804761651437,3.128822174988667,1.5040300482335578,0.10000009429913598,Iris-setosa
+46,6.310507012668505,2.5069498213072334,4.991341111117558,1.912246594788442,Iris-virginica
+47,6.781146980133053,2.8005345651565903,4.770529351001097,1.4560342972957474,Iris-versicolor
+48,4.991560525187793,2.0,3.6049793709992755,1.0028445548005074,Iris-versicolor
+49,6.611917844631258,3.08157598780884,5.723981835986273,2.2736843428631994,Iris-virginica
+50,4.566208936584418,3.6090593292193303,1.0000004053299367,0.20490897988704135,Iris-setosa
+51,6.128299500277264,2.817891575884928,4.709587712005276,1.2041002269163894,Iris-versicolor
+52,4.494457854434517,3.2016169471182,1.3681418125845863,0.202158799135045,Iris-setosa
+53,6.722324410177977,2.49744961581176,5.816917275332767,1.8045516379328872,Iris-virginica
+54,6.710738289884597,2.501739749430728,5.785755527315571,1.757635480601452,Iris-virginica
+55,5.767510899833119,2.7979796628792872,5.091362391262667,2.403379737602167,Iris-virginica
+56,7.899998891842896,3.7864291428826644,6.369325346719186,1.976720204084349,Iris-virginica
+57,6.101304464825612,2.6079871792793994,5.616208900637535,1.3876088751006141,Iris-virginica
+58,7.718533474757958,2.5824114302879813,6.9,2.3106131087136466,Iris-virginica
+59,5.774887056801946,2.707659496729053,5.1347849428674674,1.9002369442753337,Iris-virginica
+60,7.688794874400705,2.852620476655216,6.679425639030775,2.04700397175758,Iris-virginica
+61,5.5989086914318476,2.475693838360712,3.894609141116624,1.111806037361908,Iris-versicolor
+62,5.810287889894541,2.7096843404882502,5.103280199682815,1.9101656604184993,Iris-virginica
+63,5.714612818681292,2.604570495390676,4.091790768355534,1.0039015329925096,Iris-versicolor
+64,5.683161731783649,2.8812585710985577,4.058296514760328,1.2666595899835111,Iris-versicolor
+65,5.11521371683242,2.5112896035431542,2.9444842944984613,1.115145614873118,Iris-versicolor
+66,4.906624669580656,3.082232073975024,1.4942886060744063,0.10000009638845964,Iris-setosa
+67,6.706487501569951,2.872029107130799,4.810855297782438,1.5284409195522508,Iris-versicolor
+68,5.686912152402694,2.8327127811151196,4.51508858797528,1.3389889106849733,Iris-versicolor
+69,5.667862521156483,3.0,4.188832828497451,1.2319705129432756,Iris-versicolor
+70,5.678156431942621,3.0,4.209679085549996,1.231690879846794,Iris-versicolor
+71,5.692556593378833,3.0,4.509323876942522,1.5242401657546316,Iris-versicolor
+72,5.119444936504771,3.7629218350184046,1.8526938268252278,0.20025660183897626,Iris-setosa
+73,5.51380706370675,4.2,1.4149397105771704,0.2129055339038107,Iris-setosa
+74,5.677026024618028,3.771306116061225,1.5959189399020184,0.3213915002662539,Iris-setosa
+75,5.98921333938781,2.206850511650255,5.00246355927904,1.4792284304257273,Iris-virginica
+76,5.474261223067917,2.39892351950855,3.655470321563391,0.9521043903246463,Iris-versicolor
+77,6.0002377807653575,2.1995295215217863,4.009512073157202,0.9932362036710048,Iris-versicolor
+78,6.247673799793176,3.314561360122741,4.669287742696035,1.5987321286908733,Iris-versicolor
+79,4.3,3.0,1.1057095872407638,0.1,Iris-setosa
+80,6.2139961514293285,2.792107335398731,4.796717651395783,1.7993264266492892,Iris-virginica
+81,6.502477202560802,3.0,5.77832969685136,2.2137250382823774,Iris-virginica
+82,5.788759918476393,2.7023411372548742,5.098441823893141,1.90468671561699,Iris-virginica
+83,7.9,3.801903167997347,6.422451247849115,1.9605266991106465,Iris-virginica
+84,5.751020780611443,3.7912778321989498,1.6851155881203856,0.2775410976717852,Iris-setosa
+85,5.782310876319827,2.701908513794201,5.116208697869742,1.8870760099027848,Iris-virginica
+86,5.509717010169767,3.0,4.531027803761342,1.5094189100790876,Iris-versicolor
+87,7.7117362252810615,3.0,6.123842588244147,2.30386988099932,Iris-virginica
+88,4.992035029510251,3.638008180973875,1.3963621534016797,0.19732068193830782,Iris-setosa
+89,4.9848506768319005,3.4067595506983652,1.8064378571214716,0.38458792704655914,Iris-setosa
+90,5.899638741451696,3.182729341741551,4.799272236494146,1.7922884927152802,Iris-versicolor
+91,4.905179610388799,3.396982565223859,1.4123130338053784,0.19971039679785302,Iris-setosa
+92,4.6030839841488405,3.6254130635864636,1.0,0.2007292143932327,Iris-setosa
+93,6.109873748827173,2.7942919953816694,4.71254744171405,1.2055262114772738,Iris-versicolor
+94,5.6636887455406795,2.9070759883349573,4.025379530243173,1.3006700474202444,Iris-versicolor
+95,5.61867875035466,3.0,4.489424362548508,1.4935764881007922,Iris-versicolor
+96,5.794123462479896,2.8134587211963615,5.1041044608400234,2.420200219924462,Iris-virginica
+97,6.320516427724241,3.31752247579627,5.999034618303006,2.5,Iris-virginica
+98,6.051548738972109,2.903383342665034,4.587658361025452,1.4940507778025096,Iris-versicolor
+99,5.6709702585500485,3.762897402879817,1.6541574218199753,0.3057168372133889,Iris-setosa
+100,6.270390783509342,2.4019340988562927,4.983089324569497,1.843104771743726,Iris-virginica
+101,4.812053681730625,3.0,1.4076937301281744,0.30975694394414743,Iris-setosa
+102,6.2686335175361325,3.3964419352266626,5.48844491374536,2.3550358818449126,Iris-virginica
+103,7.711779948325218,2.8056253235671966,6.69786269326487,1.9852392783429387,Iris-virginica
+104,6.484591301541887,2.7986386134392136,4.603011558265506,1.4984018438858173,Iris-versicolor
+105,4.796920910707648,3.402566501953294,1.588258310052784,0.20083975192207787,Iris-setosa
+106,6.489981874445043,3.0,5.7977518999419315,2.182151126841523,Iris-virginica
+107,5.982540436253116,3.4042095118519184,4.500178446247107,1.6012505025717096,Iris-versicolor
+108,6.213931832943398,2.195045641834893,4.519223109482504,1.5160622256986764,Iris-versicolor
+109,7.689516494117982,2.850078125903506,6.695494089275901,2.0371877319863105,Iris-virginica
+110,5.987417028429888,3.3983193143665296,4.493213338655231,1.5971497736800484,Iris-versicolor
+111,5.548395893623974,2.5292671809504217,3.9895272653797105,1.249399779215891,Iris-versicolor
+112,6.199940339449449,3.39828587155746,5.406489062070841,2.2940350156455716,Iris-virginica
+113,7.001422715400427,3.1701774821223494,5.63493868407545,2.295825887453221,Iris-virginica
+114,6.25420297350425,3.3014697846063776,5.962908321780087,2.5,Iris-virginica
+115,6.7014836434565455,2.4994252898929714,5.802567709163925,1.8201426176314854,Iris-virginica
+116,5.684616352710029,3.0838631278564805,4.412763098145758,1.4717791221765772,Iris-versicolor
+117,6.263424373981549,3.3585972442394265,5.382854892825,2.278998366876506,Iris-virginica
+118,6.319348877972825,3.308084287941658,5.966466770889139,2.5,Iris-virginica
+119,5.7899957644391025,2.7645145017926795,4.14800718315458,1.0801676508332771,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/7/test.csv b/iris/tab_ddpm/8_0/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/7/train.csv b/iris/tab_ddpm/8_0/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/7/val.csv b/iris/tab_ddpm/8_0/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/8/synth.csv b/iris/tab_ddpm/8_0/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..08650a87ed9994ca1b5c3df2ef798302d38239c4
--- /dev/null
+++ b/iris/tab_ddpm/8_0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.798590202505667,3.144496201083989,5.293746380654595,2.266082045242747,Iris-virginica
+1,5.650928568467649,2.9073505555987715,4.531993693910146,1.3813779000815807,Iris-versicolor
+2,5.1883314212043645,3.3992884238712624,1.4063945344176216,0.20102350144842973,Iris-setosa
+3,5.121247317542002,3.8031827554475175,1.692026781932943,0.2009681376049829,Iris-setosa
+4,6.09700795767225,2.8037956668791395,4.692459006837602,1.203041088630545,Iris-versicolor
+5,5.876083431803526,2.7628726050914243,4.459602399681299,1.142111989542587,Iris-versicolor
+6,5.997205283357293,2.199877533952094,4.035551786013358,0.9976125667581064,Iris-versicolor
+7,5.699375362837808,3.800906238897282,1.7214903035943174,0.369474219295757,Iris-setosa
+8,6.021466217776895,2.8025403858795217,4.642753970170681,1.2776995090731045,Iris-versicolor
+9,7.202666495801483,3.1947413547518706,6.002900904173931,1.783830247782206,Iris-virginica
+10,5.092495217700253,2.500679897648031,3.0411986851839337,1.1016123108409765,Iris-versicolor
+11,7.712958987134038,2.8061247880896065,6.7146534221935035,1.9984507355808612,Iris-virginica
+12,6.030338283375019,2.1977865288520024,4.010336314749679,0.998115837524726,Iris-versicolor
+13,6.193525489171329,3.4049143801957844,5.387759790306709,2.286203047024648,Iris-virginica
+14,5.072316796600027,3.55898248553006,1.3939948248573213,0.20036332357152842,Iris-setosa
+15,6.1987572059969445,2.1850395180338933,4.498918306368413,1.499071564506273,Iris-versicolor
+16,4.814070300203599,3.402684681654588,1.6672403165372758,0.20145687439496923,Iris-setosa
+17,4.9627832516870445,2.0000004539308294,3.5474202999847697,0.973289942280972,Iris-versicolor
+18,5.990411054575721,3.4023207458765645,4.4820456318657635,1.6038067977123445,Iris-versicolor
+19,4.567124699883981,3.681235209402872,1.0,0.19569366880973876,Iris-setosa
+20,6.338551705881922,2.6865132136789667,4.895141482366026,1.8232474735012336,Iris-virginica
+21,6.33530014547806,3.2964272807358492,6.034111428470119,2.5,Iris-virginica
+22,6.2862247106176845,2.477576458277225,5.004596246467629,1.8751594909634464,Iris-virginica
+23,6.747777564568727,3.171523202569537,5.94703202423392,2.2997481487603153,Iris-virginica
+24,4.601884297868551,3.646101235749719,1.0,0.19742604223423388,Iris-setosa
+25,5.758807313533178,2.747861082275466,4.224729054814521,1.0559918873350354,Iris-versicolor
+26,5.108244282410609,3.3175043286637136,1.7228617896620697,0.5037296343672248,Iris-setosa
+27,4.591183751567893,3.214855915483358,1.404762515817083,0.19833668254024833,Iris-setosa
+28,6.686255985896503,3.0,4.975333885249197,1.698477888143794,Iris-versicolor
+29,6.303093652053299,2.678472812372278,4.906251738342316,1.803070724203669,Iris-virginica
+30,7.6954425156767785,2.5960688096602,6.9,2.308066853609509,Iris-virginica
+31,4.57490899967939,3.1912544142721893,1.3851712533478953,0.19960117955709888,Iris-setosa
+32,4.300000612799685,3.0,1.1080095404666144,0.10000010284765512,Iris-setosa
+33,5.79190029528561,2.7562737269599458,5.086915365849102,2.329706016248407,Iris-virginica
+34,6.310039928584007,3.3119690003607287,5.973563965833654,2.5,Iris-virginica
+35,5.791846060991433,2.698312824631555,5.153594263648845,1.904799416152459,Iris-virginica
+36,7.717585924411038,2.8010402505414684,6.722681269902294,1.9833813101304139,Iris-virginica
+37,5.180453991731098,3.40719803274792,1.390310534038292,0.20010592837419564,Iris-setosa
+38,6.796083072855294,2.7992564729188345,4.811634657461237,1.4089948474752536,Iris-versicolor
+39,4.992717009690364,3.0,1.6760780420606616,0.2028549932945369,Iris-setosa
+40,5.790151927220174,2.8155149333398723,5.135055203946173,2.3989406107212856,Iris-virginica
+41,5.409954281757315,3.901330079321756,1.3207580344925844,0.3903711818326146,Iris-setosa
+42,5.322621713591338,3.0,4.484328806684848,1.5077703743318658,Iris-versicolor
+43,6.682443121419883,3.0,5.006560444567619,1.713585592693173,Iris-versicolor
+44,6.186524009140223,3.3968760639145508,5.385580254318721,2.3047520257035687,Iris-virginica
+45,5.684032878032883,3.7463505392607668,1.6532400247722385,0.27313800284861517,Iris-setosa
+46,5.147298526671573,2.5133539495918638,3.479098997103053,1.133202268978189,Iris-versicolor
+47,6.097204293094698,2.5957720250409713,5.6039067732739625,1.4074040518132869,Iris-virginica
+48,7.5609169675030286,3.0,6.559858786874468,2.0944403561721607,Iris-virginica
+49,4.468362749877012,3.205391712375425,1.3683066416635123,0.2024053780695273,Iris-setosa
+50,5.876153492145894,3.1995123482546095,4.7903699679691645,1.8133501974465795,Iris-versicolor
+51,4.813463475278624,3.0,1.4053934159497325,0.10000010235386854,Iris-setosa
+52,6.202218477124967,3.400806667229656,5.47280227675646,2.300517960355281,Iris-virginica
+53,4.61840218541864,3.2029566111605456,1.3874718262910297,0.19970535921145466,Iris-setosa
+54,5.050979601765676,3.4045576758962377,1.632828996940786,0.3896038696000022,Iris-setosa
+55,6.00359491842788,2.7326083277626467,4.512569249988672,1.0815052921473647,Iris-versicolor
+56,6.450250220954513,2.809350688595242,4.606784185666355,1.495408476860149,Iris-versicolor
+57,5.408971586216569,2.6036591718390323,3.9118732177925835,1.335170854928238,Iris-versicolor
+58,6.30228093940523,3.3137539702557968,5.987006770649772,2.5,Iris-virginica
+59,5.018795829575548,2.0000007109802955,3.5917543781494192,1.0301786403912292,Iris-versicolor
+60,5.005168567496787,3.0,1.6659313657401353,0.2019370861598418,Iris-setosa
+61,6.462514636959632,3.0,5.79691555710002,2.218335039297439,Iris-virginica
+62,7.714399167072657,2.6207247961495947,6.899998250170915,2.31619990871463,Iris-virginica
+63,6.706190479910962,3.0694641313885036,4.698001197697562,1.4824494645517046,Iris-versicolor
+64,5.106948148623023,3.4524940391348102,1.4030388525753525,0.2020509914285338,Iris-setosa
+65,5.092285596097355,3.296600441804424,1.742486637989704,0.45898533975314926,Iris-setosa
+66,5.480977666012378,3.0,4.425253549985386,1.5009838080238465,Iris-versicolor
+67,6.47178697480064,3.201303114815045,5.091975669209428,1.9829080617023898,Iris-virginica
+68,7.7396185704635005,2.5900821017317868,6.9,2.3000216171764745,Iris-virginica
+69,7.689723633628552,2.5849170000314787,6.9,2.293946513913657,Iris-virginica
+70,6.327291244454225,3.405138174392941,5.56031346516601,2.3881162956440054,Iris-virginica
+71,5.999409144035752,3.3956013634691793,4.527045178267741,1.6142900733320298,Iris-versicolor
+72,5.98579994560433,3.4013709600578044,4.5153626453553315,1.6026320307040507,Iris-versicolor
+73,4.600377459310053,3.570580982701778,1.0000004553497217,0.19902464168781708,Iris-setosa
+74,4.603367442412106,3.075496404693417,1.4980586077486522,0.20108136721369965,Iris-setosa
+75,5.554436788848494,2.4982829569775427,3.9606172466945937,1.2095329156303567,Iris-versicolor
+76,7.899998746795753,3.7768836232289087,6.364828726904719,1.9621600788402154,Iris-virginica
+77,6.421296189285461,3.0,5.687830912358564,2.257015564148416,Iris-virginica
+78,6.290517463140488,3.304216968985001,6.021898521595057,2.499999761410835,Iris-virginica
+79,7.011717858898005,3.1732249404780943,5.67925312415561,2.307213623442917,Iris-virginica
+80,4.579632518786519,3.127497030491575,1.4814930922471619,0.20010709825471876,Iris-setosa
+81,5.964429935518469,2.769535053140256,4.616328725396931,1.1509704423465323,Iris-versicolor
+82,5.868233939027706,3.210536334735627,4.795009654042269,1.7953841840396987,Iris-versicolor
+83,5.683205421748623,2.984094445253198,4.140849301670252,1.2233289037725692,Iris-versicolor
+84,7.6037000046807535,3.0,6.612708972364517,2.1239783809117334,Iris-virginica
+85,5.999807455699452,3.4031563422457856,4.50877591991034,1.5901272510043074,Iris-versicolor
+86,4.57888933232437,3.149113055024659,1.4464381357912806,0.198608409895207,Iris-setosa
+87,7.690017200137024,2.801998946907241,6.693855166735766,2.0218359085213233,Iris-virginica
+88,5.956708268361981,2.902859442462452,4.4756102728728475,1.4881396362888735,Iris-versicolor
+89,4.999741289166246,2.000000521279314,3.588420480770852,0.961670975382135,Iris-versicolor
+90,5.108624874916913,3.296639236960153,1.7141237359355073,0.4784026966940391,Iris-setosa
+91,4.300000528937258,3.0,1.0971666649856637,0.10000012352238286,Iris-setosa
+92,6.683039998915026,3.0,4.993167892484819,1.6959802672441533,Iris-versicolor
+93,6.5962832082142935,3.0,4.417394223964979,1.3879272998727723,Iris-versicolor
+94,4.5986213336030355,3.208932515525077,1.3884443363226682,0.200959860400241,Iris-setosa
+95,5.622005941775254,2.43095362458236,3.856248093673941,1.0436070988418684,Iris-versicolor
+96,6.2205136987525185,3.3115744047887894,4.69543625500071,1.6236816231939968,Iris-versicolor
+97,4.9908598953145535,3.0,1.5904182968364415,0.20077548751406527,Iris-setosa
+98,4.878760744679396,3.089322326666253,1.5057263725842158,0.10000010277893633,Iris-setosa
+99,4.95697982306245,3.398451875174332,1.6040992594654615,0.2791244301638488,Iris-setosa
+100,4.394440172753234,3.1817808329273745,1.2989897762723068,0.20253047393066792,Iris-setosa
+101,5.514140079624804,3.5418256400890282,1.5466418522467982,0.4068507629043123,Iris-setosa
+102,6.194194789494705,2.2153187938373105,4.499233516761731,1.501669020203995,Iris-versicolor
+103,5.476388730117305,4.2,1.4028648573645,0.19188003556868072,Iris-setosa
+104,5.816070476837113,2.7944962318051907,5.089369789042548,2.3908218220728,Iris-virginica
+105,6.695178666638743,3.0726801550652105,4.718459921881321,1.5147408424191642,Iris-versicolor
+106,6.69175859829323,3.0,4.993015208965145,1.716045815339188,Iris-versicolor
+107,4.855650395812712,3.0744642320898787,1.4754528404814602,0.1,Iris-setosa
+108,4.521840961100023,3.1959637305476787,1.3987564930775072,0.19547625437351207,Iris-setosa
+109,4.3,3.0,1.1036361090404836,0.1,Iris-setosa
+110,7.7156120647176865,2.592731495103103,6.9,2.2985390780756143,Iris-virginica
+111,4.6049489129382515,3.6041642441927966,1.0,0.19326295955285422,Iris-setosa
+112,7.60557488933989,3.0,6.605443675046144,2.067478249704688,Iris-virginica
+113,6.601867648979064,3.0,4.419822478956364,1.4009277852852566,Iris-versicolor
+114,5.698215737950721,2.8855236417352095,4.216784855575618,1.3032752692664422,Iris-versicolor
+115,6.211353981787714,2.1907729340777324,4.524717636769084,1.4872582516326192,Iris-versicolor
+116,7.587061136972653,3.0,6.568216529969399,2.09952019319407,Iris-virginica
+117,6.895741787767015,3.087962738603064,5.104401254664808,2.307839147434028,Iris-virginica
+118,6.509167921649977,2.7982737041166894,4.608166211913305,1.5077657499354147,Iris-versicolor
+119,6.1334681144292365,2.8263295368839914,4.710608892020066,1.261769055148442,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/8/test.csv b/iris/tab_ddpm/8_0/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/8/train.csv b/iris/tab_ddpm/8_0/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/8/val.csv b/iris/tab_ddpm/8_0/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/9/synth.csv b/iris/tab_ddpm/8_0/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8901524cf7a299bb11954aa869431439fbc0848c
--- /dev/null
+++ b/iris/tab_ddpm/8_0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.008894244768799,3.0,1.6059221234189904,0.20643798370020527,Iris-setosa
+1,6.859462212925038,3.084125849843888,5.098154138134681,2.2881237361984668,Iris-virginica
+2,5.525301206118474,2.5123156014242634,4.031988832034504,1.3140320225900033,Iris-versicolor
+3,5.00082481948257,3.0,1.6279270675758002,0.20038205975603496,Iris-setosa
+4,5.092688247756188,3.77982697446694,1.607109907927119,0.2001759980455847,Iris-setosa
+5,5.677489938899164,3.0,4.180577450332623,1.20383436854398,Iris-versicolor
+6,4.896560883342936,3.1016931623828388,1.4946117806806203,0.10000010168751858,Iris-setosa
+7,5.080791697796458,3.581391402641558,1.4011782715879875,0.2023101121687348,Iris-setosa
+8,5.1194663147647175,3.817149026048735,1.7689099276713478,0.19796055088276393,Iris-setosa
+9,5.179274717279519,2.7159455221759283,4.0057722431802665,1.4094729150704577,Iris-versicolor
+10,5.54907267188068,2.470722363218892,3.901365893360263,1.0479624437663324,Iris-versicolor
+11,5.2019198772733715,3.4022310502545983,1.4016629794136077,0.20153376335719034,Iris-setosa
+12,5.884098686387613,3.202382953488951,4.799935143831267,1.7993366201537753,Iris-versicolor
+13,5.997232993240723,3.4073463236578343,4.499578964628198,1.602162085550837,Iris-versicolor
+14,7.702450657839964,2.7980046038605275,6.700694008680618,1.9630284732635666,Iris-virginica
+15,5.422824153820006,3.902895347489396,1.3054792703770333,0.43225563917869053,Iris-setosa
+16,4.575023393442004,3.622108048265099,1.0,0.19522731375602287,Iris-setosa
+17,6.737804794917323,3.211666302217658,5.812056166482224,2.3079846160065034,Iris-virginica
+18,6.496761732037629,3.2405115209981883,5.439884668975486,2.3193331274258884,Iris-virginica
+19,6.578978637079413,3.0,4.371130783384639,1.3911949434305393,Iris-versicolor
+20,5.712320480070594,2.8283945261766865,4.5146705642009675,1.3274221087482807,Iris-versicolor
+21,4.797312535739144,3.3996974434554996,1.821092182311973,0.20164803486849842,Iris-setosa
+22,6.522165049669286,2.7864447083353334,4.598026520754613,1.5024474142148085,Iris-versicolor
+23,6.192731300188911,2.7930027516990075,4.782171979355808,1.7963740391644163,Iris-virginica
+24,4.5886778769784105,3.179292046047088,1.4165671995503124,0.20174937884689867,Iris-setosa
+25,4.3000005499671605,3.0,1.1052169326929717,0.1000001343442018,Iris-setosa
+26,7.678765857950437,2.951160380284448,6.67573470448599,2.0523467500525365,Iris-virginica
+27,6.715536511906432,3.0,5.026898801642297,1.7053911103440262,Iris-versicolor
+28,5.223978382591175,3.406092466511703,1.4288574932448421,0.22044606848440912,Iris-setosa
+29,6.122072602086891,2.8881833019015595,4.653395876178951,1.4338370671247382,Iris-versicolor
+30,4.406894425745647,3.1779800610595044,1.3089756810710695,0.19905677867911026,Iris-setosa
+31,7.716224691614485,2.605094133619825,6.899998988516234,2.314693759121892,Iris-virginica
+32,4.300000455974242,3.0,1.1073967218893848,0.10000010010486497,Iris-setosa
+33,6.192109230585967,3.400119347087179,5.454534016176398,2.308332183843535,Iris-virginica
+34,7.8999986117556755,3.8332245492546937,6.406032337639371,2.0387648609262095,Iris-virginica
+35,6.385150282098975,3.23995288905235,5.186258510262192,2.1017743718738187,Iris-virginica
+36,5.095610939431507,3.8083626704470968,1.5769958782211873,0.20006886219368403,Iris-setosa
+37,6.524236951606945,3.1870593662633926,5.100785864321318,2.023330410515526,Iris-virginica
+38,5.778460683865972,2.6895809924561718,4.035535704762489,1.0274150322888462,Iris-versicolor
+39,5.622722432355658,3.0,4.506781519139473,1.4903808193920483,Iris-versicolor
+40,6.770235923020918,2.788039768125304,4.8111340896494355,1.382200102022977,Iris-versicolor
+41,5.929247191188239,3.209524643803244,4.835035424005674,1.8065004112876075,Iris-versicolor
+42,5.84632497392094,2.6895069571764023,5.096303034179192,1.909481473801295,Iris-virginica
+43,4.815804837953368,3.0,1.4048346575984259,0.30953701963885066,Iris-setosa
+44,5.525758221977596,3.0,4.460209598161302,1.4660070435706611,Iris-versicolor
+45,6.233508104627919,2.7800227732333687,4.832460863148052,1.7850850813101462,Iris-virginica
+46,5.900430779896955,3.1824143721808795,4.809850793831379,1.8066357329414402,Iris-versicolor
+47,7.702362465189745,2.597127189522717,6.9,2.310914772625094,Iris-virginica
+48,6.438841817265126,3.19626219979377,5.211751212468371,2.18227153974522,Iris-virginica
+49,7.694308998590455,2.807902893044598,6.68945735984555,2.015795077600951,Iris-virginica
+50,5.0026857243661755,3.6546047512180886,1.4041660526177482,0.20191270083400223,Iris-setosa
+51,7.682507040047718,3.0,6.022248210026859,2.310003152930676,Iris-virginica
+52,6.243385092885732,2.193342979776393,4.508250455513669,1.5143284668004835,Iris-versicolor
+53,6.108787393114335,2.8345077443792777,4.690763566185277,1.22773674328391,Iris-versicolor
+54,6.291020022617372,3.399646475494432,5.542528501458253,2.3945945924678274,Iris-virginica
+55,5.111470422779775,3.3143927051443853,1.689782391673439,0.5299374095377538,Iris-setosa
+56,5.216600480745924,3.40564518400711,1.3827688606430737,0.19961781407204143,Iris-setosa
+57,4.400285748582693,3.200367654515567,1.3200012167575568,0.20202835123127294,Iris-setosa
+58,4.7949086296386545,3.4016809492059643,1.6375230539393424,0.19846688303729237,Iris-setosa
+59,6.779590440456378,3.1885243468529163,5.925125097836162,2.29746217824438,Iris-virginica
+60,5.116670879543863,3.7781905898495296,1.588925060818084,0.19371470160063042,Iris-setosa
+61,7.700175168277884,2.594791727676344,6.9,2.298456884873632,Iris-virginica
+62,5.793288165136965,2.7903164126895694,5.11010343169351,2.3962003864995776,Iris-virginica
+63,5.51659423424454,2.404614636037139,3.713028453319979,0.9881232949081113,Iris-versicolor
+64,5.521502659924439,2.48217581374241,3.979829213003249,1.240747927621754,Iris-versicolor
+65,7.69441395463743,3.0,6.077575618134262,2.2888528421633643,Iris-virginica
+66,5.3886828342884145,3.3955999688178387,1.5025554376961086,0.49332394493607945,Iris-setosa
+67,5.819727370601599,2.6946651768101044,5.104632061084034,1.9137179692181736,Iris-virginica
+68,4.5855463616388805,3.0913890028895277,1.4979513536535067,0.20079636580739554,Iris-setosa
+69,5.184493822793933,2.688764671841933,3.8898365055815276,1.4141498374080863,Iris-versicolor
+70,5.166466869317951,3.4082000548513025,1.4030249199536602,0.19625393066815,Iris-setosa
+71,5.622288086606958,2.5137504446970595,3.961543749187915,1.0728144880634107,Iris-versicolor
+72,6.313407401049431,3.303758732198538,6.057929693540409,2.5,Iris-virginica
+73,7.225333524756702,3.197784936563813,5.992450645678446,1.7668002206875224,Iris-virginica
+74,6.297629601102022,3.2892690050059277,6.001207875874617,2.4999996412151573,Iris-virginica
+75,5.003113434709205,3.6827019635627183,1.400129462695482,0.2039925050035515,Iris-setosa
+76,6.195662906179319,2.8029192165290837,4.8022758297738966,1.8086497957739254,Iris-virginica
+77,5.8056623676615065,2.6956420163207313,5.0938874982102265,1.900990208109504,Iris-virginica
+78,4.997267378847745,2.000000520998157,3.4651054626194044,0.9220152706047583,Iris-versicolor
+79,6.312802175148577,3.3981081738612686,5.61664049815979,2.401305020032704,Iris-virginica
+80,6.973993420231841,3.1759207906657148,5.907492283134762,2.273262790248222,Iris-virginica
+81,4.300000572277075,3.0,1.1095122570640763,0.10000011416487395,Iris-setosa
+82,6.691467785657634,2.507075362120284,5.792946656791239,1.8101400738810876,Iris-virginica
+83,4.907279326529987,3.1070949169479825,1.500136415242175,0.1,Iris-setosa
+84,5.619253622126304,2.8958183210765203,3.653632789020733,1.292895240591681,Iris-versicolor
+85,5.041145834199406,3.5878380996038284,1.3919550382174641,0.2001851943987742,Iris-setosa
+86,6.116032393958553,2.849098283249393,4.6895559536096965,1.2701485069876544,Iris-versicolor
+87,5.698319962780603,3.0,4.202976183601519,1.1911457826845346,Iris-versicolor
+88,4.779681737825451,3.0,1.414462967685734,0.1,Iris-setosa
+89,7.6926749909083565,3.0,6.015370418882444,2.3032749568854136,Iris-virginica
+90,5.660343755835453,3.7840967635600893,1.5912949517730575,0.2866390581997276,Iris-setosa
+91,5.643281870585453,3.0,4.5400757181583185,1.5372872696692141,Iris-versicolor
+92,4.595648532274611,3.62053512654457,1.0,0.2013715231540454,Iris-setosa
+93,5.8137199732307145,2.7025901828764543,5.117629623177546,1.898336936490756,Iris-virginica
+94,6.504330345414161,2.8062616836707477,4.584538101591124,1.5078597273758452,Iris-versicolor
+95,6.900965567502537,3.106166716061328,5.109671976597198,2.2889095892342066,Iris-virginica
+96,5.036173544217654,3.5752778450179536,1.4007492367166294,0.19847488319055065,Iris-setosa
+97,5.02616091331917,3.6231572014218334,1.404211894356643,0.20316720255528314,Iris-setosa
+98,5.509409599782528,2.492988047805988,4.004699143184176,1.2815647093345273,Iris-versicolor
+99,6.286988429053735,3.303509123665332,4.689886927056834,1.6146612984940978,Iris-versicolor
+100,5.125567063152864,3.295500449105736,1.7550448273394545,0.4935977813792957,Iris-setosa
+101,5.9018442088600835,3.1766082043639634,4.767307706779062,1.8137547686078168,Iris-versicolor
+102,6.0842302792721386,2.799221144185748,4.69063410473557,1.1707927423198343,Iris-versicolor
+103,6.809454686719476,3.196131952271824,5.661857424057159,2.3022183544874464,Iris-virginica
+104,6.47589982337934,2.808951363530303,4.659938410808647,1.5068230184060456,Iris-versicolor
+105,4.993805689179499,2.0,3.489767845044015,0.964018460523112,Iris-versicolor
+106,7.70136822248066,3.0,6.144350499138742,2.307436333433033,Iris-virginica
+107,5.791169516453179,2.7057807571688004,4.093598392914431,1.00814246656078,Iris-versicolor
+108,6.705974290199619,3.0,5.024490089494919,1.7224215477588236,Iris-versicolor
+109,4.422132528644956,2.9221003119944866,1.3848798861114289,0.2038073716285684,Iris-setosa
+110,6.299310236991868,2.4852996224183177,5.007253607102216,1.8982370835027063,Iris-virginica
+111,5.115164900772787,3.288583383995723,1.7663867793126815,0.5467617682358297,Iris-setosa
+112,6.7963658994701905,3.203222768463774,5.916350349766658,2.288401741789934,Iris-virginica
+113,5.526948589934425,2.484813930608551,3.9179288169020148,1.222415406324701,Iris-versicolor
+114,6.706409968950087,3.0,4.962546807915445,1.658396525417137,Iris-versicolor
+115,6.052971651604409,2.899107202975165,4.514846302104606,1.5027327840459022,Iris-versicolor
+116,6.609492026251257,3.0,4.402105287429105,1.4088636819525642,Iris-versicolor
+117,5.012469145337292,3.6264095805594763,1.4058095877424477,0.20133742679492558,Iris-setosa
+118,6.003512321835995,2.1978760520123286,5.003407663412548,1.4990862735006973,Iris-virginica
+119,5.091396163886327,3.7925436942028012,1.596309843010578,0.19938145473455615,Iris-setosa
diff --git a/iris/tab_ddpm/8_0/9/test.csv b/iris/tab_ddpm/8_0/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/9/train.csv b/iris/tab_ddpm/8_0/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/8_0/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/8_0/9/val.csv b/iris/tab_ddpm/8_0/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/8_0/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_0/params.json b/iris/tab_ddpm/8_0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..f25ec7042c8aebc608a7bef535d5e7c62d4fd7e9
--- /dev/null
+++ b/iris/tab_ddpm/8_0/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6482e8031131d436dc85672f6bbda7cd9e217de44548e005099a3fa827e51adb
+size 331
diff --git a/iris/tab_ddpm/8_0/tab_ddpm_eval.ipynb b/iris/tab_ddpm/8_0/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..3b3b2b499e1fbb5ba16d97ec8238b0409498daf2
--- /dev/null
+++ b/iris/tab_ddpm/8_0/tab_ddpm_eval.ipynb
@@ -0,0 +1,2238 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "db11946b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:43.352522Z",
+     "iopub.status.busy": "2024-07-22T00:06:43.352162Z",
+     "iopub.status.idle": "2024-07-22T00:06:53.846812Z",
+     "shell.execute_reply": "2024-07-22T00:06:53.845624Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.510816,
+     "end_time": "2024-07-22T00:06:53.849293",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:43.338477",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "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... 99%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "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": "d74c34bb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:53.872223Z",
+     "iopub.status.busy": "2024-07-22T00:06:53.871871Z",
+     "iopub.status.idle": "2024-07-22T00:06:53.879522Z",
+     "shell.execute_reply": "2024-07-22T00:06:53.878712Z"
+    },
+    "papermill": {
+     "duration": 0.021613,
+     "end_time": "2024-07-22T00:06:53.881560",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:53.859947",
+     "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": "45cbb056",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009477,
+     "end_time": "2024-07-22T00:06:53.900569",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:53.891092",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "47c5d116",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:53.921298Z",
+     "iopub.status.busy": "2024-07-22T00:06:53.921003Z",
+     "iopub.status.idle": "2024-07-22T00:06:53.928194Z",
+     "shell.execute_reply": "2024-07-22T00:06:53.927313Z"
+    },
+    "papermill": {
+     "duration": 0.019861,
+     "end_time": "2024-07-22T00:06:53.930130",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:53.910269",
+     "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": "dc084854",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:53.950771Z",
+     "iopub.status.busy": "2024-07-22T00:06:53.950475Z",
+     "iopub.status.idle": "2024-07-22T00:06:53.955635Z",
+     "shell.execute_reply": "2024-07-22T00:06:53.954793Z"
+    },
+    "papermill": {
+     "duration": 0.018,
+     "end_time": "2024-07-22T00:06:53.957609",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:53.939609",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 0\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/8_0\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.9\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "ee3e84a7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:53.980366Z",
+     "iopub.status.busy": "2024-07-22T00:06:53.980094Z",
+     "iopub.status.idle": "2024-07-22T00:06:53.985991Z",
+     "shell.execute_reply": "2024-07-22T00:06:53.985115Z"
+    },
+    "papermill": {
+     "duration": 0.019452,
+     "end_time": "2024-07-22T00:06:53.987897",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:53.968445",
+     "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": "8ad715a2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:54.008555Z",
+     "iopub.status.busy": "2024-07-22T00:06:54.008272Z",
+     "iopub.status.idle": "2024-07-22T00:06:55.234812Z",
+     "shell.execute_reply": "2024-07-22T00:06:55.233870Z"
+    },
+    "papermill": {
+     "duration": 1.239598,
+     "end_time": "2024-07-22T00:06:55.237156",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:53.997558",
+     "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": "fae7cad6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:55.259919Z",
+     "iopub.status.busy": "2024-07-22T00:06:55.259094Z",
+     "iopub.status.idle": "2024-07-22T00:06:56.248639Z",
+     "shell.execute_reply": "2024-07-22T00:06:56.247446Z"
+    },
+    "papermill": {
+     "duration": 1.003195,
+     "end_time": "2024-07-22T00:06:56.250832",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:55.247637",
+     "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": "f8867330",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:56.273833Z",
+     "iopub.status.busy": "2024-07-22T00:06:56.273472Z",
+     "iopub.status.idle": "2024-07-22T00:06:56.283643Z",
+     "shell.execute_reply": "2024-07-22T00:06:56.282872Z"
+    },
+    "papermill": {
+     "duration": 0.024042,
+     "end_time": "2024-07-22T00:06:56.285584",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:56.261542",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/8_0\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "2b72c1a2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:56.309720Z",
+     "iopub.status.busy": "2024-07-22T00:06:56.309440Z",
+     "iopub.status.idle": "2024-07-22T00:06:56.671937Z",
+     "shell.execute_reply": "2024-07-22T00:06:56.670891Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.377153,
+     "end_time": "2024-07-22T00:06:56.674368",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:56.297215",
+     "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": "97e94e74",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:56.697557Z",
+     "iopub.status.busy": "2024-07-22T00:06:56.697271Z",
+     "iopub.status.idle": "2024-07-22T00:06:58.319873Z",
+     "shell.execute_reply": "2024-07-22T00:06:58.318610Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.637006,
+     "end_time": "2024-07-22T00:06:58.322404",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:56.685398",
+     "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": "255b9835",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:58.347580Z",
+     "iopub.status.busy": "2024-07-22T00:06:58.347146Z",
+     "iopub.status.idle": "2024-07-22T00:06:58.355513Z",
+     "shell.execute_reply": "2024-07-22T00:06:58.354845Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023047,
+     "end_time": "2024-07-22T00:06:58.357484",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:58.334437",
+     "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": "e088775e",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:58.380281Z",
+     "iopub.status.busy": "2024-07-22T00:06:58.379985Z",
+     "iopub.status.idle": "2024-07-22T00:06:58.384387Z",
+     "shell.execute_reply": "2024-07-22T00:06:58.383492Z"
+    },
+    "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": 0.018001,
+     "end_time": "2024-07-22T00:06:58.386231",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:58.368230",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "1be2c214",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:58.409325Z",
+     "iopub.status.busy": "2024-07-22T00:06:58.409034Z",
+     "iopub.status.idle": "2024-07-22T00:06:58.524683Z",
+     "shell.execute_reply": "2024-07-22T00:06:58.523687Z"
+    },
+    "papermill": {
+     "duration": 0.130145,
+     "end_time": "2024-07-22T00:06:58.527176",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:58.397031",
+     "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": "a3368876",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:06:58.552457Z",
+     "iopub.status.busy": "2024-07-22T00:06:58.552152Z",
+     "iopub.status.idle": "2024-07-22T00:07:02.868211Z",
+     "shell.execute_reply": "2024-07-22T00:07:02.867373Z"
+    },
+    "papermill": {
+     "duration": 4.331337,
+     "end_time": "2024-07-22T00:07:02.870519",
+     "exception": false,
+     "start_time": "2024-07-22T00:06:58.539182",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 00:07:00.285471: 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 00:07:00.285526: 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 00:07:00.287122: 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": "a33c1bf9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:07:02.895073Z",
+     "iopub.status.busy": "2024-07-22T00:07:02.894477Z",
+     "iopub.status.idle": "2024-07-22T00:07:02.900140Z",
+     "shell.execute_reply": "2024-07-22T00:07:02.899337Z"
+    },
+    "papermill": {
+     "duration": 0.02011,
+     "end_time": "2024-07-22T00:07:02.902093",
+     "exception": false,
+     "start_time": "2024-07-22T00:07:02.881983",
+     "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": "c794a07f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:07:02.927328Z",
+     "iopub.status.busy": "2024-07-22T00:07:02.927038Z",
+     "iopub.status.idle": "2024-07-22T00:07:05.675340Z",
+     "shell.execute_reply": "2024-07-22T00:07:05.674542Z"
+    },
+    "papermill": {
+     "duration": 2.763557,
+     "end_time": "2024-07-22T00:07:05.677772",
+     "exception": false,
+     "start_time": "2024-07-22T00:07:02.914215",
+     "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": "9bb19a53",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:07:05.705232Z",
+     "iopub.status.busy": "2024-07-22T00:07:05.704927Z",
+     "iopub.status.idle": "2024-07-22T00:07:05.711108Z",
+     "shell.execute_reply": "2024-07-22T00:07:05.710222Z"
+    },
+    "papermill": {
+     "duration": 0.022747,
+     "end_time": "2024-07-22T00:07:05.713143",
+     "exception": false,
+     "start_time": "2024-07-22T00:07:05.690396",
+     "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": "5d15368d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:07:05.737437Z",
+     "iopub.status.busy": "2024-07-22T00:07:05.737152Z",
+     "iopub.status.idle": "2024-07-22T00:07:06.223446Z",
+     "shell.execute_reply": "2024-07-22T00:07:06.222417Z"
+    },
+    "papermill": {
+     "duration": 0.501274,
+     "end_time": "2024-07-22T00:07:06.225942",
+     "exception": false,
+     "start_time": "2024-07-22T00:07:05.724668",
+     "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": "06c3de5c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:07:06.252308Z",
+     "iopub.status.busy": "2024-07-22T00:07:06.251999Z",
+     "iopub.status.idle": "2024-07-22T00:07:06.257952Z",
+     "shell.execute_reply": "2024-07-22T00:07:06.257065Z"
+    },
+    "papermill": {
+     "duration": 0.021357,
+     "end_time": "2024-07-22T00:07:06.259973",
+     "exception": false,
+     "start_time": "2024-07-22T00:07:06.238616",
+     "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": "919528c1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:07:06.284546Z",
+     "iopub.status.busy": "2024-07-22T00:07:06.284278Z",
+     "iopub.status.idle": "2024-07-22T00:07:06.331455Z",
+     "shell.execute_reply": "2024-07-22T00:07:06.330768Z"
+    },
+    "papermill": {
+     "duration": 0.061592,
+     "end_time": "2024-07-22T00:07:06.333336",
+     "exception": false,
+     "start_time": "2024-07-22T00:07:06.271744",
+     "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": "4a2c8cbb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:07:06.359425Z",
+     "iopub.status.busy": "2024-07-22T00:07:06.359151Z",
+     "iopub.status.idle": "2024-07-22T00:07:06.364929Z",
+     "shell.execute_reply": "2024-07-22T00:07:06.364083Z"
+    },
+    "papermill": {
+     "duration": 0.021304,
+     "end_time": "2024-07-22T00:07:06.366937",
+     "exception": false,
+     "start_time": "2024-07-22T00:07:06.345633",
+     "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": "9f9d0f54",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:07:06.392094Z",
+     "iopub.status.busy": "2024-07-22T00:07:06.391513Z",
+     "iopub.status.idle": "2024-07-22T00:07:06.395573Z",
+     "shell.execute_reply": "2024-07-22T00:07:06.394692Z"
+    },
+    "papermill": {
+     "duration": 0.018562,
+     "end_time": "2024-07-22T00:07:06.397467",
+     "exception": false,
+     "start_time": "2024-07-22T00:07:06.378905",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "56c71503",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:07:06.422392Z",
+     "iopub.status.busy": "2024-07-22T00:07:06.422099Z",
+     "iopub.status.idle": "2024-07-22T00:07:06.427971Z",
+     "shell.execute_reply": "2024-07-22T00:07:06.427089Z"
+    },
+    "papermill": {
+     "duration": 0.020714,
+     "end_time": "2024-07-22T00:07:06.429962",
+     "exception": false,
+     "start_time": "2024-07-22T00:07:06.409248",
+     "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": "4fc8b745",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:07:06.455098Z",
+     "iopub.status.busy": "2024-07-22T00:07:06.454455Z",
+     "iopub.status.idle": "2024-07-22T00:07:06.460471Z",
+     "shell.execute_reply": "2024-07-22T00:07:06.459777Z"
+    },
+    "papermill": {
+     "duration": 0.020643,
+     "end_time": "2024-07-22T00:07:06.462394",
+     "exception": false,
+     "start_time": "2024-07-22T00:07:06.441751",
+     "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": "c53d9678",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:07:06.488805Z",
+     "iopub.status.busy": "2024-07-22T00:07:06.488150Z",
+     "iopub.status.idle": "2024-07-22T00:07:06.498094Z",
+     "shell.execute_reply": "2024-07-22T00:07:06.497206Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.025091,
+     "end_time": "2024-07-22T00:07:06.499989",
+     "exception": false,
+     "start_time": "2024-07-22T00:07:06.474898",
+     "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": "b38776c4",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:07:06.524772Z",
+     "iopub.status.busy": "2024-07-22T00:07:06.524494Z",
+     "iopub.status.idle": "2024-07-22T00:12:58.976992Z",
+     "shell.execute_reply": "2024-07-22T00:12:58.975922Z"
+    },
+    "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": 352.467837,
+     "end_time": "2024-07-22T00:12:58.979724",
+     "exception": false,
+     "start_time": "2024-07-22T00:07:06.511887",
+     "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 1000/76347 MLoss: 0.0 GLoss: 0.3496 Sum: 0.3496\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/76347 MLoss: 0.0 GLoss: 0.3016 Sum: 0.3016\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/76347 MLoss: 0.0 GLoss: 0.288 Sum: 0.288\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/76347 MLoss: 0.0 GLoss: 0.2782 Sum: 0.2782\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 24000/76347 MLoss: 0.0 GLoss: 0.2198 Sum: 0.2198\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/76347 MLoss: 0.0 GLoss: 0.22 Sum: 0.22\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/76347 MLoss: 0.0 GLoss: 0.2156 Sum: 0.2156\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 27000/76347 MLoss: 0.0 GLoss: 0.2175 Sum: 0.2175\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/76347 MLoss: 0.0 GLoss: 0.2156 Sum: 0.2156\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/76347 MLoss: 0.0 GLoss: 0.2108 Sum: 0.2108\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/76347 MLoss: 0.0 GLoss: 0.2138 Sum: 0.2138\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/76347 MLoss: 0.0 GLoss: 0.2147 Sum: 0.2147\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/76347 MLoss: 0.0 GLoss: 0.2115 Sum: 0.2115\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/76347 MLoss: 0.0 GLoss: 0.2095 Sum: 0.2095\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 35000/76347 MLoss: 0.0 GLoss: 0.2091 Sum: 0.2091\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/76347 MLoss: 0.0 GLoss: 0.2077 Sum: 0.2077\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/76347 MLoss: 0.0 GLoss: 0.2084 Sum: 0.2084\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/76347 MLoss: 0.0 GLoss: 0.2059 Sum: 0.2059\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/76347 MLoss: 0.0 GLoss: 0.2058 Sum: 0.2058\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/76347 MLoss: 0.0 GLoss: 0.2042 Sum: 0.2042\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/76347 MLoss: 0.0 GLoss: 0.2024 Sum: 0.2024\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/76347 MLoss: 0.0 GLoss: 0.2031 Sum: 0.2031\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/76347 MLoss: 0.0 GLoss: 0.2046 Sum: 0.2046\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/76347 MLoss: 0.0 GLoss: 0.2023 Sum: 0.2023\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/76347 MLoss: 0.0 GLoss: 0.2018 Sum: 0.2018\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/76347 MLoss: 0.0 GLoss: 0.2034 Sum: 0.2034\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/76347 MLoss: 0.0 GLoss: 0.2013 Sum: 0.2013\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/76347 MLoss: 0.0 GLoss: 0.2018 Sum: 0.2018\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/76347 MLoss: 0.0 GLoss: 0.1998 Sum: 0.1998\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/76347 MLoss: 0.0 GLoss: 0.2013 Sum: 0.2013\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/76347 MLoss: 0.0 GLoss: 0.1988 Sum: 0.1988\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/76347 MLoss: 0.0 GLoss: 0.2 Sum: 0.2\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/76347 MLoss: 0.0 GLoss: 0.1994 Sum: 0.1994\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/76347 MLoss: 0.0 GLoss: 0.1993 Sum: 0.1993\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/76347 MLoss: 0.0 GLoss: 0.2011 Sum: 0.2011\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/76347 MLoss: 0.0 GLoss: 0.1977 Sum: 0.1977\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/76347 MLoss: 0.0 GLoss: 0.1948 Sum: 0.1948\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/76347 MLoss: 0.0 GLoss: 0.1957 Sum: 0.1957\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/76347 MLoss: 0.0 GLoss: 0.1978 Sum: 0.1978\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/76347 MLoss: 0.0 GLoss: 0.1945 Sum: 0.1945\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/76347 MLoss: 0.0 GLoss: 0.1962 Sum: 0.1962\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/76347 MLoss: 0.0 GLoss: 0.1927 Sum: 0.1927\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/76347 MLoss: 0.0 GLoss: 0.1917 Sum: 0.1917\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/76347 MLoss: 0.0 GLoss: 0.194 Sum: 0.194\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/76347 MLoss: 0.0 GLoss: 0.1951 Sum: 0.1951\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/76347 MLoss: 0.0 GLoss: 0.1927 Sum: 0.1927\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/76347 MLoss: 0.0 GLoss: 0.1929 Sum: 0.1929\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/76347 MLoss: 0.0 GLoss: 0.1934 Sum: 0.1934\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/76347 MLoss: 0.0 GLoss: 0.1918 Sum: 0.1918\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/76347 MLoss: 0.0 GLoss: 0.1913 Sum: 0.1913\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/76347 MLoss: 0.0 GLoss: 0.1903 Sum: 0.1903\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/76347 MLoss: 0.0 GLoss: 0.1901 Sum: 0.1901\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/76347 MLoss: 0.0 GLoss: 0.1909 Sum: 0.1909\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/76347 MLoss: 0.0 GLoss: 0.1919 Sum: 0.1919\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/76347 MLoss: 0.0 GLoss: 0.1885 Sum: 0.1885\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": "7f7fbbb6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.021993,
+     "end_time": "2024-07-22T00:12:59.023318",
+     "exception": false,
+     "start_time": "2024-07-22T00:12:59.001325",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "0d843b9a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:12:59.061897Z",
+     "iopub.status.busy": "2024-07-22T00:12:59.061514Z",
+     "iopub.status.idle": "2024-07-22T00:12:59.069860Z",
+     "shell.execute_reply": "2024-07-22T00:12:59.068964Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.030155,
+     "end_time": "2024-07-22T00:12:59.072211",
+     "exception": false,
+     "start_time": "2024-07-22T00:12:59.042056",
+     "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": "053e9a8a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T00:12:59.117661Z",
+     "iopub.status.busy": "2024-07-22T00:12:59.117308Z",
+     "iopub.status.idle": "2024-07-22T00:13:15.752132Z",
+     "shell.execute_reply": "2024-07-22T00:13:15.751294Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.66062,
+     "end_time": "2024-07-22T00:13:15.754569",
+     "exception": false,
+     "start_time": "2024-07-22T00:12:59.093949",
+     "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": "3791f45b",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018925,
+     "end_time": "2024-07-22T00:13:15.794033",
+     "exception": false,
+     "start_time": "2024-07-22T00:13:15.775108",
+     "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": 396.205611,
+   "end_time": "2024-07-22T00:13:18.130083",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/8_0/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/8_0/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 0,
+    "epoch_scale": 0.9,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/8_0",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T00:06:41.924472",
+   "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