diff --git a/iris/tab_ddpm/5_4/0/synth.csv b/iris/tab_ddpm/5_4/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b4b93ff4408f195ab51adf67f223339a2ac4435f
--- /dev/null
+++ b/iris/tab_ddpm/5_4/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.710747298056914,3.3377298698916555,5.681150922722099,2.4999996058133975,Iris-virginica
+1,5.801549362348517,2.6859940747291824,5.102445369069396,1.8791101646058457,Iris-virginica
+2,6.239225585644387,2.2351586949776796,4.4469354962014656,1.4326985864660282,Iris-versicolor
+3,6.526301933844346,3.0,5.817264173279108,2.206140580190569,Iris-virginica
+4,5.445849436277753,3.0,4.500511924758972,1.4905052372464689,Iris-versicolor
+5,5.78966492648994,2.7073506017445355,5.077055838367156,1.8858894740921135,Iris-virginica
+6,5.213976174732428,3.5929614647502546,1.4541121952421832,0.2014864806381888,Iris-setosa
+7,6.003745022349318,2.2170371133639946,4.0120684208412225,1.0160447065896188,Iris-versicolor
+8,6.9482011562149655,2.8123605392963245,4.813821122978141,1.40565131789591,Iris-versicolor
+9,5.059269344074389,3.493716273495947,1.391721288825768,0.19633642513111835,Iris-setosa
+10,5.426445487712783,3.0,4.45170137850059,1.4931400100105703,Iris-versicolor
+11,5.342302691512529,3.7364064957028083,1.5036675210066148,0.19890348455963638,Iris-setosa
+12,5.628948817926833,2.6565271617491604,4.456019057902094,1.244478348527043,Iris-versicolor
+13,5.644303726933248,2.8963576881997284,3.9253849912627796,1.2886225254233061,Iris-versicolor
+14,5.533139202379703,2.3961611993929024,3.6575223811733757,1.005015467114974,Iris-versicolor
+15,6.557207351583291,3.0,4.3958010305284505,1.3891870851984272,Iris-versicolor
+16,5.577356668741633,2.7052491455761474,4.460992291321874,1.2641108337515743,Iris-versicolor
+17,5.527626807032894,4.2,1.4203117098481481,0.20259550505451498,Iris-setosa
+18,4.953606079310853,2.3894011282201886,3.4531354103541765,0.9911040247590137,Iris-versicolor
+19,7.661760729199279,2.8056409485429925,6.665615121895419,1.9900334071106436,Iris-virginica
+20,5.310170901309597,3.3734492048402016,1.4876075517550291,0.37774988663973896,Iris-setosa
+21,5.693474045537771,2.7893524991986314,4.474945281510298,1.2893260432442295,Iris-versicolor
+22,4.978589060244526,3.419794872993556,1.5662845700561694,0.3545414657767369,Iris-setosa
+23,5.917117069438718,2.2383509603231606,3.9976484099853913,1.013948537478955,Iris-versicolor
+24,5.045766950105445,3.0,1.7983662415490427,0.19638947817558428,Iris-setosa
+25,5.62110223678712,3.0,4.531124558060737,1.513647086955079,Iris-versicolor
+26,5.8793165418122255,3.165033727858526,4.728129990359698,1.7366082518610304,Iris-versicolor
+27,5.669618457855833,2.959336138375532,4.101317419020138,1.2871710917652173,Iris-versicolor
+28,6.134509338911681,3.3955441841797365,5.325850950650552,2.3142691147800503,Iris-virginica
+29,5.156470730197111,3.3115105678947168,1.6369349949464522,0.45927178927054896,Iris-setosa
+30,7.197375594135637,2.8946330885339657,6.250326325421775,1.8051839277783641,Iris-virginica
+31,5.896714330088876,2.7788705556889433,4.610939337657775,1.2346867156570795,Iris-versicolor
+32,4.782768198340993,3.0,1.3870698522681564,0.36980663341748865,Iris-setosa
+33,5.390846424105465,3.4004786676772762,1.5147653713881797,0.29887950411279807,Iris-setosa
+34,5.0297967604011555,2.0000004722231863,3.705437202910084,0.8244561185843493,Iris-versicolor
+35,7.286208071962696,2.9020007507826246,6.278237901246426,1.7910847166369963,Iris-virginica
+36,6.83758305747533,2.8079552599824646,4.798587057180561,1.4077412281065385,Iris-versicolor
+37,5.032052170701974,2.0,3.69920250495521,1.0210801516502035,Iris-versicolor
+38,6.49231972289321,3.202292631735091,5.069969842085449,1.9949747970942224,Iris-virginica
+39,5.980464607129868,3.4055302753322074,4.481982630064031,1.6129022234207846,Iris-versicolor
+40,4.824590824902809,3.4123246962932154,1.6495948319652212,0.20221127817628967,Iris-setosa
+41,5.075537116414424,3.29718396148797,1.6092442727211973,0.4363773391030572,Iris-setosa
+42,6.910519545450918,3.0799038238655134,5.110467010325047,2.2961348359430804,Iris-virginica
+43,6.023028820950397,3.4111844910701965,4.4688716318856905,1.5843032923039029,Iris-versicolor
+44,6.318486226740719,3.2676977665682045,4.711765224440818,1.5925862616148754,Iris-versicolor
+45,5.707476614804198,2.805260527623661,4.252008031104456,1.2581200462220596,Iris-versicolor
+46,6.2830600374241685,2.6889609197541273,4.916743800535845,1.7995692134312065,Iris-virginica
+47,4.50481551664253,2.397346078140272,1.2955962974061075,0.30744579733551747,Iris-setosa
+48,5.9860747111516295,3.0,5.109130338280215,1.8120161710616736,Iris-virginica
+49,6.61841660846769,3.306969146789928,5.536324549614109,2.087858879022377,Iris-virginica
+50,7.702466770051266,2.7800814604078083,6.718599284210901,1.9943863247169142,Iris-virginica
+51,5.002746505121607,3.3826070046775607,1.6592141991026566,0.40827745620512834,Iris-setosa
+52,4.40000056549695,3.1779689278722554,1.2998752342587139,0.19501273825815119,Iris-setosa
+53,6.489021812801363,3.0,5.777464849975266,2.1821564974667167,Iris-virginica
+54,7.62039345697049,3.0,6.614294000877005,2.0961592683090995,Iris-virginica
+55,5.4717597976648165,3.0,4.52183991166032,1.4759646521169252,Iris-versicolor
+56,4.9750261554153115,2.0,3.5061714673800344,0.976093199609434,Iris-versicolor
+57,7.899998857627721,3.781780284923234,6.395529792896097,1.9833693632161373,Iris-virginica
+58,5.205874470320862,3.7890324796260786,1.4270964756263316,0.4311694614099656,Iris-setosa
+59,5.725031583245225,2.9547966510599797,4.498684308930015,1.4153887504631266,Iris-versicolor
+60,4.913224633779036,2.3737035113044906,3.1836028526337943,1.0193740365997175,Iris-versicolor
+61,4.967981551631593,3.445395089253167,1.544796807931324,0.20185050357178466,Iris-setosa
+62,5.06132819870205,3.356281359821715,1.6418294140071412,0.39386479078000025,Iris-setosa
+63,6.2147533865377325,3.401168634542476,5.372204691169483,2.3015747652402503,Iris-virginica
+64,5.874254054157264,2.810085338371569,4.458792200256109,1.3785972956428538,Iris-versicolor
+65,4.794881845678892,3.399544830984939,1.5840693075059138,0.19899261379133715,Iris-setosa
+66,5.513293349643127,2.4052483102885347,3.737499863482645,1.0098887450225975,Iris-versicolor
+67,6.234997471782801,3.3948312285988025,5.3862090213851825,2.290886872051923,Iris-virginica
+68,4.968360041132777,3.0,1.5384973127630688,0.20192026055541024,Iris-setosa
+69,6.307917226893792,2.4669849181359504,5.002215084223691,1.8936603329420676,Iris-virginica
+70,6.209669588942375,3.3917803865693594,5.444223709274456,2.3033681233824383,Iris-virginica
+71,6.755586038522145,3.244721477582741,5.79557984186292,2.2217080225868315,Iris-virginica
+72,5.860326259699646,3.2079151078866013,4.8170053281159575,1.8212291754168308,Iris-versicolor
+73,6.731583796785823,3.2859586000061087,5.674037817365454,2.4999995852291264,Iris-virginica
+74,4.587940176880256,3.562103773609498,1.0000005686912303,0.19938821276561758,Iris-setosa
+75,4.991982446814997,3.3782558928507265,1.5777707227395648,0.42634698793988357,Iris-setosa
+76,5.1112937871688,3.5252949590353295,1.3935791409597336,0.19956743985927422,Iris-setosa
+77,4.491719257078588,2.2858982335303093,1.2919879370938232,0.2992567954197266,Iris-setosa
+78,5.961775802987914,2.184386652811481,3.987387582429902,0.857710751183921,Iris-versicolor
+79,4.994328086880018,3.0,1.5765562616014503,0.20269014163333327,Iris-setosa
+80,4.49929364387453,2.277685694086028,1.3248800745506464,0.297798829175843,Iris-setosa
+81,5.887250990076408,3.2380711628810084,4.8010820082217665,1.8042509781241922,Iris-versicolor
+82,4.994364972525706,2.0,3.6030469504706564,1.0121804324436008,Iris-versicolor
+83,5.274136818808077,3.399175890622789,1.470967627700173,0.20936574112638398,Iris-setosa
+84,5.950075277708726,3.1944786132160123,4.779821397713933,1.7766051070727507,Iris-versicolor
+85,5.693548996467252,3.0,4.2041829427872335,1.1978017272825958,Iris-versicolor
+86,5.48842750879512,2.3946971928967598,3.711577778337934,1.0228676144978779,Iris-versicolor
+87,6.706519173990314,3.0,5.011447417063988,1.7043118978321794,Iris-versicolor
+88,6.704669677911799,3.087957581454934,4.76766266868892,1.5247125366155099,Iris-versicolor
+89,5.439615352945016,3.4428806524806324,1.6476504508881937,0.20231871208899463,Iris-setosa
+90,6.236954846167461,3.3158621352587896,4.641705193376204,1.581752708861791,Iris-versicolor
+91,6.2039947695928035,3.3819121557526963,5.436186211596558,2.2978537456188652,Iris-virginica
+92,6.8735257988559,3.0891035427484264,5.3712832317833055,2.2635643105728183,Iris-virginica
+93,5.2861398478488395,3.3506512389246295,1.696676467561252,0.20726388248071692,Iris-setosa
+94,6.4868966719835575,3.0,5.528745655848866,1.788201460960222,Iris-virginica
+95,4.4000006338117705,3.2154329723841086,1.2945381001517953,0.20282378925571665,Iris-setosa
+96,4.841382585767841,3.0,1.4510126021745753,0.1,Iris-setosa
+97,4.8915850727677865,3.070122730311736,1.471878829572136,0.1,Iris-setosa
+98,5.741394517813019,2.884633990594128,4.2602340447034,1.309653078205991,Iris-versicolor
+99,6.056194479337912,2.906127597626517,4.511562475935395,1.4757003226389447,Iris-versicolor
+100,5.085342752966327,3.739147107551701,1.4934931223365067,0.4237910472154618,Iris-setosa
+101,5.8112486510506525,2.6967967964211668,5.106684259011935,1.8916843213259316,Iris-virginica
+102,5.60985863415093,3.0,4.203865223478293,1.3396483519226228,Iris-versicolor
+103,4.9334558507899,2.4262482459612373,3.422947434468468,1.0229161189120073,Iris-versicolor
+104,6.568581412902636,3.0,4.412962182382626,1.4125231632482556,Iris-versicolor
+105,7.703462636587938,2.585877817864167,6.899998761236756,2.29676463937285,Iris-virginica
+106,5.91344521595287,3.2157853367887825,4.784990372672145,1.7775488218849547,Iris-versicolor
+107,7.251230193295241,3.0,6.065370777840587,2.1096246222096875,Iris-virginica
+108,7.671181789216313,2.5654507602788286,6.9,2.2771546358725443,Iris-virginica
+109,4.400000764572455,3.181399522012724,1.332805457554348,0.2037374546777672,Iris-setosa
+110,6.264742005362106,2.688020473317936,4.90087653440615,1.7980648525393588,Iris-virginica
+111,6.118664037417848,2.810363821384646,4.721052399517113,1.194480808799609,Iris-versicolor
+112,6.612590545428535,3.1419136433198007,4.763314915665397,1.5593473184234201,Iris-versicolor
+113,4.9129668689008055,3.122234118889343,1.520255451631097,0.1,Iris-setosa
+114,6.690770229405278,3.0917719952482736,4.719404546674341,1.5005293115229366,Iris-versicolor
+115,4.816075309170225,3.374710020577652,1.8841174773267013,0.19842931183097706,Iris-setosa
+116,5.65274836392661,2.9856909322924623,4.204204692713666,1.319354080823638,Iris-versicolor
+117,6.709173116554814,3.0,4.980247284370763,1.7052511176479075,Iris-versicolor
+118,6.457165693913249,3.0,5.7913130570577644,2.1447966366788513,Iris-virginica
+119,5.009920305156753,3.619238874094398,1.36905879031617,0.20326609244477592,Iris-setosa
diff --git a/iris/tab_ddpm/5_4/0/test.csv b/iris/tab_ddpm/5_4/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/0/train.csv b/iris/tab_ddpm/5_4/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/0/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/0/val.csv b/iris/tab_ddpm/5_4/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/1/synth.csv b/iris/tab_ddpm/5_4/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ee8db34f386fd56aabe3332ba387abbbad0d6c1d
--- /dev/null
+++ b/iris/tab_ddpm/5_4/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.194460326033089,3.3892905663972486,1.4010665990570152,0.20165740018250372,Iris-setosa
+1,4.812590968995102,3.0,1.4067597283466549,0.2995107606131316,Iris-setosa
+2,4.852647684963905,3.04020207711937,1.4655169219097837,0.1000001169578065,Iris-setosa
+3,5.505905674166409,4.199999171556873,1.3994131458159726,0.20140853603325856,Iris-setosa
+4,5.688918863113042,2.8836393202094297,4.092015815476162,1.2947462732283237,Iris-versicolor
+5,4.896318468203064,3.0,1.3734528554293208,0.20318321628527283,Iris-setosa
+6,5.567437032557543,2.639436909455773,4.437543671466962,1.263248229199651,Iris-versicolor
+7,5.800193966160689,2.7122022011616616,5.110842010267192,1.8966459041623045,Iris-virginica
+8,6.058995385622412,3.4009568765848592,4.520057570548924,1.5957889498786402,Iris-versicolor
+9,4.845169207758862,2.418676813564752,3.1746761130339936,0.9424438511904751,Iris-versicolor
+10,6.636759061250364,3.080889674488224,4.6873905666390465,1.478987870300928,Iris-versicolor
+11,5.5756201572767665,3.0,3.986587246834115,1.293262020842914,Iris-versicolor
+12,7.3322757714900515,2.885695038804985,6.327578411415976,1.8053161911086637,Iris-virginica
+13,6.684887997941306,3.0,4.9996245286821575,1.717455953434722,Iris-versicolor
+14,4.898105820365648,3.0,1.387158540629181,0.20253458052219558,Iris-setosa
+15,4.400000528883313,3.1868347931348397,1.2926558614475447,0.1922044388588518,Iris-setosa
+16,4.9993772292024365,2.0000004664323874,3.4382442894790355,1.0092857526212546,Iris-versicolor
+17,5.467801570256708,3.4044046644930077,1.8712566011777902,0.2036312591245166,Iris-setosa
+18,6.142341850875535,2.8218692914520833,4.715068476908119,1.253028112211819,Iris-versicolor
+19,6.483992667100624,3.209196305570191,5.166123289097382,2.017283462399419,Iris-virginica
+20,7.243983563909928,3.030389911494869,6.204757692644938,2.168814268916165,Iris-virginica
+21,6.731878373001338,3.2732393171969516,5.688622798060881,2.5,Iris-virginica
+22,7.706645493431969,2.5923544597367973,6.899998696747152,2.3110356893368316,Iris-virginica
+23,6.695251955909428,3.0,5.728419304053008,1.8047310250966746,Iris-virginica
+24,6.4971620889907165,3.0,5.78783694508674,2.1989286558075736,Iris-virginica
+25,4.908997069511261,3.0,1.418593519989156,0.2011298549304318,Iris-setosa
+26,5.0816479688719385,3.506729828261135,1.4002202491175963,0.20543751199828808,Iris-setosa
+27,7.735027315314807,2.5912255809681195,6.9,2.3028168981342603,Iris-virginica
+28,7.899998894256487,3.8290068083646616,6.440701634402165,1.9955755703885392,Iris-virginica
+29,5.883997282046941,3.1812189382337297,4.786885463336468,1.8162966485449343,Iris-versicolor
+30,6.1647787288581535,2.856067646525251,4.631120575101626,1.252967177625095,Iris-versicolor
+31,5.757779004284993,2.766230634874608,4.256725116547961,1.158092388858299,Iris-versicolor
+32,6.722885056879932,2.5094957110916747,5.774462723402731,1.8031729720792093,Iris-virginica
+33,7.597999364852642,3.0,6.611421386216719,2.0852155883345813,Iris-virginica
+34,6.7211187464950175,3.299914434269324,5.751826728822143,2.119323105070373,Iris-virginica
+35,5.3944190462874895,3.860508116800875,1.3343996997343142,0.355149011289498,Iris-setosa
+36,7.699148487940156,2.5622030439747454,6.899998140408238,2.2823829683398182,Iris-virginica
+37,5.380075172281979,3.8991012155712617,1.2895181071865882,0.47220748600976525,Iris-setosa
+38,6.098368211476186,3.3661503109638047,4.586853007251313,1.6043245845363099,Iris-versicolor
+39,4.575680989994757,3.6324158660909944,1.0,0.19413014239650206,Iris-setosa
+40,5.126736798141679,3.4986343442237327,1.385161328533819,0.1970303209883431,Iris-setosa
+41,4.78859248495586,3.0,1.4134795513538585,0.10000012837457221,Iris-setosa
+42,5.914540375351175,2.845231277624575,4.510457327548509,1.3972670706008663,Iris-versicolor
+43,6.781224831931617,2.787109504441486,4.78278372234317,1.3990935780991354,Iris-versicolor
+44,5.8219884464573886,2.7128219077850595,4.0907940000153005,0.95415017573209,Iris-versicolor
+45,5.695827085976365,3.7801736168041864,1.787156980378305,0.2976154366659401,Iris-setosa
+46,6.235115694713216,3.385122258432511,5.401509985549764,2.3042869324007595,Iris-virginica
+47,6.219071536907863,2.1867368864034495,4.471450496605292,1.4840853907289941,Iris-versicolor
+48,5.9709315731226145,3.4016835455512116,4.499068894074287,1.590812330326122,Iris-versicolor
+49,5.246089612146251,3.3757269654225155,1.5420845311907012,0.1983897593091552,Iris-setosa
+50,5.882591145069206,3.1934998142847038,4.808320236597707,1.8021779658043557,Iris-versicolor
+51,5.000714940326086,3.0,1.5751310132247842,0.19876961344557703,Iris-setosa
+52,5.709535767736461,2.872224065766625,4.205543482553862,1.2967049728564954,Iris-versicolor
+53,7.707545093539987,2.609680466911435,6.899998805213034,2.311682682004559,Iris-virginica
+54,6.265341698341815,3.0358869199269924,5.500577620100178,2.159562796452498,Iris-virginica
+55,5.004677972913332,3.4140590597038982,1.5648216627907787,0.3898827112253604,Iris-setosa
+56,6.531469001892475,3.2370879290919743,5.244267728169127,2.035610848301609,Iris-virginica
+57,5.67239695554237,3.0,4.2108110493237945,1.219191712729628,Iris-versicolor
+58,6.374821472842162,2.9875258552565085,5.525107732118192,1.8160492587208277,Iris-virginica
+59,5.3833365153225055,3.389967706477125,1.664819070930437,0.2019446561046115,Iris-setosa
+60,6.067484106109168,2.941362866314226,4.450406526925079,1.3468784212438671,Iris-versicolor
+61,6.9151731824265745,3.0909903991247294,5.095148288848364,2.3039221176463465,Iris-virginica
+62,4.8096362582254715,3.3929216762847534,1.894438640442758,0.19965681910820687,Iris-setosa
+63,4.784225991271038,3.387194933745807,2.139396643546576,0.20330190928735098,Iris-setosa
+64,4.4,3.199689180646485,1.3175972203397472,0.1951607571821615,Iris-setosa
+65,5.4949465436188705,3.0,4.520286051970111,1.4943590582261037,Iris-versicolor
+66,5.527635936885737,2.4056092687826967,3.7472250568831464,1.009280369085323,Iris-versicolor
+67,4.864068023523754,2.3830943899860584,3.2487637032126226,0.9830827149896111,Iris-versicolor
+68,4.923095155634616,2.3837904081859,3.248937124987492,0.9027822503353886,Iris-versicolor
+69,4.89430112283479,3.0,1.401081519304317,0.19834242746524527,Iris-setosa
+70,5.378202931144023,3.361273035341815,1.9028026485779383,0.20104818143171818,Iris-setosa
+71,5.6502731129315915,2.5462074933499497,4.001057446865809,1.0832135311838258,Iris-versicolor
+72,5.12757541616362,3.29255458811707,1.5904786577400958,0.4964944226600145,Iris-setosa
+73,5.502062041054688,3.0,4.512781066958931,1.499674612111433,Iris-versicolor
+74,5.552213508453457,2.4321308564962076,3.752501489885862,1.0100662629237072,Iris-versicolor
+75,5.590718266351358,2.932395135007043,3.775083502673108,1.306295574612262,Iris-versicolor
+76,4.912705063938433,2.415088504649489,3.274245960915657,1.007987729133273,Iris-versicolor
+77,4.4,3.1927668512409433,1.3173231454372751,0.19863199171606044,Iris-setosa
+78,4.874235554924347,2.408720525284952,3.1843779497951266,0.965779118705751,Iris-versicolor
+79,7.693978282304218,2.6106836893750143,6.899998822723658,2.3054247227890596,Iris-virginica
+80,5.087492269241572,3.579206256960219,1.418992436501772,0.21214163377710882,Iris-setosa
+81,5.17474512702265,3.389668964253899,1.3848976342946586,0.20042953853100612,Iris-setosa
+82,5.7945644118345525,2.701832725995402,5.084872168216936,1.8942105462358474,Iris-virginica
+83,5.984217695004929,3.376926717193703,4.4893645700528495,1.5733183456171267,Iris-versicolor
+84,6.7071553024456545,3.2822064769156087,5.694309799044373,2.5,Iris-virginica
+85,7.690076350299516,2.6367415191175123,6.899998140425103,2.2880850117754825,Iris-virginica
+86,6.703322036613171,3.3066314277844304,5.668591060217198,2.5,Iris-virginica
+87,7.695857357402435,2.7979803592441392,6.710011441714282,1.994341486603482,Iris-virginica
+88,7.696019472203918,2.6171050850722537,6.9,2.292058429378074,Iris-virginica
+89,4.4,3.2257595846545914,1.2875251635807312,0.19811188177960343,Iris-setosa
+90,6.2848533737495575,2.5071955950131257,5.007418662864001,1.9006741512254182,Iris-virginica
+91,6.187747424646379,3.353239410643697,4.615901107062644,1.6032250183663581,Iris-versicolor
+92,6.617820003556486,2.797276455136237,4.745207703107095,1.3642156647123411,Iris-versicolor
+93,6.431643830045843,2.9013419632471518,4.28489451589307,1.3081189609299364,Iris-versicolor
+94,7.688609522807092,2.6053737374600647,6.899998852403639,2.301772022887327,Iris-virginica
+95,5.471486556023968,3.0,4.502070858968865,1.4914679742396795,Iris-versicolor
+96,5.116759265978371,3.494594142516248,1.3916186163317925,0.19755036858876845,Iris-setosa
+97,6.292427052466845,3.3693612402408664,5.446249420331108,2.2941311721710473,Iris-virginica
+98,7.6930651857323165,2.602795704221145,6.9,2.2996385153965266,Iris-virginica
+99,7.640619565566309,2.8073196274033156,6.6502018166831345,1.9583621225950427,Iris-virginica
+100,7.725021585054,2.6116131146914037,6.899998970313491,2.288058674717518,Iris-virginica
+101,5.851163747503689,3.2157714409316505,4.742014489631235,1.7255471723575315,Iris-versicolor
+102,5.523379354483408,3.0,4.495098719834322,1.4822988221528766,Iris-versicolor
+103,5.568599623300866,2.935727451277749,3.647578039136735,1.2908662702518203,Iris-versicolor
+104,5.0088142777122995,2.0,3.46782231389645,1.013767848238821,Iris-versicolor
+105,5.66962596544504,3.0,4.170040003235384,1.242548703748903,Iris-versicolor
+106,5.652944901016438,2.8405497753079887,4.406169502072335,1.300341365886457,Iris-versicolor
+107,5.622082532422278,3.0,4.003592564930615,1.2991283812019772,Iris-versicolor
+108,6.535247181827803,3.0,5.4877513549063694,1.816621002521252,Iris-virginica
+109,5.755976179319554,2.6859884230316022,4.160987025737255,1.016624390063675,Iris-versicolor
+110,5.7921879854320855,2.704928250803058,5.104457519023256,1.9002120506680018,Iris-virginica
+111,6.813078260743077,3.19931674692971,5.882490409289702,2.2943646222777283,Iris-virginica
+112,6.263830938998462,2.503909386899389,4.990049599452158,1.8706169465933686,Iris-virginica
+113,4.765821951016817,3.0,1.3444196644217703,0.1,Iris-setosa
+114,4.807148174218454,3.3807404582630687,1.5696937949380683,0.201600901725053,Iris-setosa
+115,4.893317929239451,3.105625150181632,1.5104719310239432,0.1,Iris-setosa
+116,6.694058592930524,3.2973359629633165,5.707759319576353,2.4999995737550926,Iris-virginica
+117,6.744411486288544,2.8044129437697563,4.740392960125138,1.3585450762589004,Iris-versicolor
+118,5.681754898705703,3.7856199201564222,1.5635598525066872,0.3076644918920031,Iris-setosa
+119,6.268397933309323,3.295530755754542,4.680526640133982,1.5884917252399515,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/1/test.csv b/iris/tab_ddpm/5_4/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/1/train.csv b/iris/tab_ddpm/5_4/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/1/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/1/val.csv b/iris/tab_ddpm/5_4/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/10/synth.csv b/iris/tab_ddpm/5_4/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22628e79a393f7b51303f42f89cb0ae43f7ce9c8
--- /dev/null
+++ b/iris/tab_ddpm/5_4/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.636620195232193,2.7041346876280614,4.442021784852802,1.2638127966860162,Iris-versicolor
+1,5.8606997537384,2.830311259074119,4.61225045017541,1.3323622430585227,Iris-versicolor
+2,5.886338235506965,2.9849222400631135,5.095067622968955,1.8196447348700038,Iris-virginica
+3,6.003737338232777,3.4028731788676487,4.4752419867859405,1.596437287851976,Iris-versicolor
+4,6.712196248793841,3.302847478789737,5.71730621371047,2.4999996258472996,Iris-virginica
+5,5.677729565516527,3.0,4.192276527700491,1.2604542125668847,Iris-versicolor
+6,4.851525447153206,2.4268416352600366,3.0590656239324416,0.8837494059123752,Iris-versicolor
+7,6.300675869791037,2.3244468848748188,4.390369149351148,1.2979854097076626,Iris-versicolor
+8,6.793870578550482,2.824192072692166,4.759205470362216,1.4103403005995476,Iris-versicolor
+9,7.647905135102453,2.606518467614872,6.899998279212298,2.2934998557019552,Iris-virginica
+10,5.021592223956835,2.0,3.607986043199836,0.9438003587048645,Iris-versicolor
+11,5.938783584160269,3.201488571949792,4.774095539747655,1.814727614966289,Iris-versicolor
+12,5.025164372460652,3.2844904407422417,1.6674308463402447,0.42819451925374025,Iris-setosa
+13,7.7176856531175515,2.6147234601734226,6.9,2.3057723909554646,Iris-virginica
+14,5.130649264874778,3.7480022509509037,1.4378082724571348,0.401166472601584,Iris-setosa
+15,5.542936712878094,2.4246937462307985,3.804035245581966,1.0603706335037244,Iris-versicolor
+16,5.0549797580257385,3.5220622951995773,1.4364393046019364,0.20178383861150603,Iris-setosa
+17,7.606560656371884,2.9913114652576946,6.6339773536973246,2.074692857878362,Iris-virginica
+18,5.612330267185926,3.0,4.06422531547698,1.3012967348952857,Iris-versicolor
+19,5.938740283870899,3.4109510203728166,4.475931190866443,1.5816563966021646,Iris-versicolor
+20,5.030015323183502,3.3536138451018567,1.5695987962193914,0.4446170926470247,Iris-setosa
+21,5.011900279387985,3.0,1.6728253191320628,0.1974320770756249,Iris-setosa
+22,6.085944073587054,3.0,4.598531516698012,1.4028220055717189,Iris-versicolor
+23,5.891362988714381,3.2048655475158387,4.809958650042295,1.7908430637011605,Iris-versicolor
+24,6.797998687665367,3.1515922027023455,5.116732497563813,2.253561317009661,Iris-virginica
+25,6.236579483360527,3.374211647514803,5.40395980815522,2.2877982092696016,Iris-virginica
+26,4.800547984560497,3.0,1.3914816117577193,0.10000012257632977,Iris-setosa
+27,6.706243484163179,3.273424937922201,5.645855306697685,2.499999196628316,Iris-virginica
+28,5.368892444930735,3.4109861362813434,1.4953870297499496,0.4725809097262654,Iris-setosa
+29,6.684914684501728,2.498637293731821,5.733626484244183,1.7956841279717262,Iris-virginica
+30,4.493856478231229,2.3008438448883615,1.3030106746061176,0.2969002247053166,Iris-setosa
+31,6.708849725823286,3.0,4.973950478377138,1.6860547804450259,Iris-versicolor
+32,6.302859032959423,2.710416075906114,4.899233192604879,1.7755323168799138,Iris-virginica
+33,7.714715204243174,2.5776662138905393,6.9,2.3069697231120863,Iris-virginica
+34,5.030451568011385,3.6080268627352097,1.4054044417020453,0.20368495586199298,Iris-setosa
+35,6.21965460202189,3.4006265767032637,5.42583408261436,2.313811806929955,Iris-virginica
+36,5.996045119962888,3.4032772562378306,4.539414607355531,1.6271218384747779,Iris-versicolor
+37,5.245176030231696,3.3521323739404636,1.5504453213934468,0.4254785157344029,Iris-setosa
+38,5.403302641858624,3.388160753170162,1.7549542845470043,0.20304282057979267,Iris-setosa
+39,5.523257741681502,2.601818833545628,4.372400196636315,1.189769448599685,Iris-versicolor
+40,5.971272710366622,2.9132311108791344,4.441023198382005,1.30652586160301,Iris-versicolor
+41,6.678856345544821,3.2863848485825224,5.673988736483373,2.0942786653787544,Iris-virginica
+42,6.705754967751122,3.0,4.9960294451284994,1.7097557730174517,Iris-versicolor
+43,5.7816969868298065,2.798644310937807,5.086148713092049,2.4076018609168797,Iris-virginica
+44,5.403822557183195,3.9098132157402934,1.3257035843182008,0.36244990216686623,Iris-setosa
+45,4.998222137586375,2.00000069739762,3.423738192351683,1.00751004524594,Iris-versicolor
+46,5.113643607377831,3.6574562520911553,1.5067168970514617,0.43823368288702963,Iris-setosa
+47,5.3203483566190215,3.7231607263370576,1.5094699213463236,0.2040244268758522,Iris-setosa
+48,5.788669298294142,2.6603424132631437,4.084533306863738,0.9532674430314705,Iris-versicolor
+49,6.065211658354764,3.0,5.085978047912353,1.8081047417469518,Iris-virginica
+50,5.820118207902122,2.7016468782050005,5.128685253110494,1.8915946291005823,Iris-virginica
+51,6.260108052306639,2.178506122390519,4.440284945831603,1.490728871099511,Iris-versicolor
+52,5.5578170094373105,3.0,4.421209229040762,1.4399383851223755,Iris-versicolor
+53,6.31313995564667,2.28678557915962,4.384920758967757,1.3019419979636166,Iris-versicolor
+54,5.945604509223363,2.788411050441758,4.659120913254742,1.2214089709618798,Iris-versicolor
+55,5.804636180495363,2.6987181944321263,5.098853983991126,1.9078620622390552,Iris-virginica
+56,5.890060649811367,3.18546545477913,4.783571955649389,1.7871513449749734,Iris-versicolor
+57,4.99609212955213,2.000000529163663,3.4762837430387012,0.9298938563672239,Iris-versicolor
+58,5.794418706528009,2.796587019135293,5.138115750092067,2.3979835671083936,Iris-virginica
+59,7.687939872068273,2.629397190432668,6.899998622529306,2.2961730919432797,Iris-virginica
+60,6.172374648492966,2.193573308204596,4.487807697249532,1.4990805607182025,Iris-versicolor
+61,6.338833425802427,2.4892797139995797,5.047029006885029,1.8922778608839907,Iris-virginica
+62,5.8747410158625035,3.0,5.136215318626879,1.8058556819627753,Iris-virginica
+63,6.293898326461143,2.7138786277675497,4.87493102528867,1.7993590970839977,Iris-virginica
+64,5.4609106764467175,3.0,4.502751743024637,1.4938561735433413,Iris-versicolor
+65,5.560023565273925,2.5166105688626406,3.8861890151051917,1.1316007987250505,Iris-versicolor
+66,5.6130235171873215,3.827321801731303,1.5584864160461318,0.287318970940126,Iris-setosa
+67,6.3054210509084285,2.308924255190776,4.428696038484121,1.3118860456714245,Iris-versicolor
+68,5.018635477155423,3.359516901332293,1.6948239442168607,0.4420697367427675,Iris-setosa
+69,7.2494307694356905,2.9051470871632312,6.252084223434835,1.8056357413183073,Iris-virginica
+70,7.687222720680758,2.794672516768942,6.686005005078198,2.0157835572994434,Iris-virginica
+71,6.566650958129732,3.0,4.384841590664552,1.3851197522026957,Iris-versicolor
+72,6.522406973978346,3.0,5.891389051692229,2.183876473298387,Iris-virginica
+73,5.568351566891722,3.0,3.967701246031349,1.2967468678346197,Iris-versicolor
+74,4.8102385117941235,3.4087367379249858,1.6827416222778935,0.19740126912277323,Iris-setosa
+75,4.82196754152088,3.0,1.4253241223543565,0.304668865378692,Iris-setosa
+76,5.213972872297935,3.412483269576325,1.3907454469842573,0.19918736317942254,Iris-setosa
+77,4.972435667961039,3.0,1.839143163921627,0.19978930900983305,Iris-setosa
+78,6.56686260880699,3.0,4.382063050301845,1.3834654323608595,Iris-versicolor
+79,4.400000657056646,3.188184686255751,1.266945398667249,0.20032656527633394,Iris-setosa
+80,4.987897570812837,3.384101431305138,1.5773173363164288,0.4574428014116382,Iris-setosa
+81,5.68021471162199,3.0,4.014111713508299,1.2128950084275976,Iris-versicolor
+82,6.195004762780741,3.0,4.607553829494205,1.4389676719504285,Iris-versicolor
+83,4.61419104082575,3.211604434023958,1.4026779300012393,0.20343104364474263,Iris-setosa
+84,4.90444946780679,3.0,1.3904190386374091,0.20022705828486298,Iris-setosa
+85,5.013981475198744,3.6200357655704574,1.3814995432172679,0.19982958463456585,Iris-setosa
+86,6.209987113147646,2.339387377177198,4.330519333703488,1.304806906748916,Iris-versicolor
+87,6.194523775858027,3.419172919335886,5.422271588295858,2.3220843527528228,Iris-virginica
+88,6.3505851559645565,2.89577689401445,5.261829073372268,1.7711887106404165,Iris-virginica
+89,5.084383570971567,3.3325721231288425,1.569535918830946,0.49614972578603855,Iris-setosa
+90,4.767004452111177,3.0,1.4087492044010672,0.2997423092712057,Iris-setosa
+91,6.178619281522087,2.2050178070061404,4.516406146509059,1.4921383197077993,Iris-versicolor
+92,5.991293158152696,2.8773947428833546,4.480519008550526,1.5047221164986468,Iris-versicolor
+93,5.4784510587854225,3.0,4.483850001382601,1.5024913761765377,Iris-versicolor
+94,6.451340866845682,3.0,5.796833617810734,2.1193143882828975,Iris-virginica
+95,7.639180392523882,3.0,6.636903742747725,2.1037998000822244,Iris-virginica
+96,4.825791118170426,3.388834492002317,1.8540067741350255,0.20120508605536674,Iris-setosa
+97,7.698045534851034,2.6355996255345056,6.9,2.309643831689865,Iris-virginica
+98,7.042538604925011,3.0,5.85159771403753,2.1113213269106055,Iris-virginica
+99,5.552905521969002,2.4550764380409857,3.7614389203515923,1.0615750548065714,Iris-versicolor
+100,5.412243671274055,3.875003137492748,1.2983241042451938,0.3612500247962054,Iris-setosa
+101,7.611532739557512,3.0,6.592628965068323,2.0924076262886935,Iris-virginica
+102,5.965078295748675,3.4114920330272676,4.452185616684956,1.594560627917637,Iris-versicolor
+103,6.687960630670755,3.0,4.954850220917056,1.6953005007318989,Iris-versicolor
+104,5.446665923372935,2.4284213954757776,3.7740425401329905,1.03719599565933,Iris-versicolor
+105,5.776649119045525,2.796558642778443,5.183589287293126,2.4082211379796425,Iris-virginica
+106,4.812704065549796,3.402259572494081,1.6441548488161397,0.20233914613690637,Iris-setosa
+107,7.716832037728922,2.817104009732648,6.69602186287125,2.010750059774676,Iris-virginica
+108,4.579620575108147,3.6359083116043553,1.000000364297997,0.20020907939802285,Iris-setosa
+109,5.795894197790292,2.6669725377436877,4.090399519200391,0.985648106117988,Iris-versicolor
+110,7.727283863172741,2.6367149291485816,6.9,2.28650054061718,Iris-virginica
+111,4.796453035595488,3.4098614151606377,1.634910650211325,0.20016319505281957,Iris-setosa
+112,5.3693873914131185,3.3868172271625836,1.5770940899256094,0.20322326562870793,Iris-setosa
+113,4.899455110604481,3.0,1.4163825728044916,0.2028163106805517,Iris-setosa
+114,6.69246400477429,3.0,4.966669768503281,1.6843615746074276,Iris-versicolor
+115,5.798347354956009,2.703366618929497,5.1126870885655435,1.9042229458045103,Iris-virginica
+116,4.823119442519235,3.381127287626112,1.9085101972571266,0.19825959143444846,Iris-setosa
+117,6.713640805830625,3.079201755021434,4.796234164669349,1.5902826752023,Iris-versicolor
+118,4.900304543769099,3.0,1.4089872127844492,0.19746471900925022,Iris-setosa
+119,5.009404870236934,3.0,1.5643866125350168,0.20354769969523148,Iris-setosa
diff --git a/iris/tab_ddpm/5_4/10/test.csv b/iris/tab_ddpm/5_4/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/10/train.csv b/iris/tab_ddpm/5_4/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/10/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/10/val.csv b/iris/tab_ddpm/5_4/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/11/synth.csv b/iris/tab_ddpm/5_4/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..52b92c1dd1808eca538e9b5df84fa5c09fadaca7
--- /dev/null
+++ b/iris/tab_ddpm/5_4/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.108069175795475,3.2839073471012554,1.6675351599337571,0.5025031426581602,Iris-setosa
+1,6.204982593692513,3.3818186664896164,5.408403768937475,2.2862314749318102,Iris-virginica
+2,6.759588814528938,2.83282529910092,4.818512139178903,1.4261364779133998,Iris-versicolor
+3,5.704678008581158,2.8515310464431263,4.28124021080008,1.3072066405430538,Iris-versicolor
+4,5.31784689276016,2.3882758714595345,3.528327298497649,1.0241852501559754,Iris-versicolor
+5,4.9016779440393226,3.106767023828322,1.5095841815640008,0.10000012944979149,Iris-setosa
+6,4.808900483640079,3.0,1.4383171990424322,0.100000105575811,Iris-setosa
+7,4.792861908210893,3.0,1.372623876538667,0.1,Iris-setosa
+8,7.6905441737355975,2.610691082062425,6.899998911636217,2.2839413013650796,Iris-virginica
+9,5.476986745830489,3.0,4.511326055336041,1.4998613051368077,Iris-versicolor
+10,6.88227052338839,3.1529007611566415,5.9078836463569795,2.2818963498933966,Iris-virginica
+11,4.921590988797044,2.419468841506384,3.254951619945027,0.9930532284935494,Iris-versicolor
+12,7.452769114571069,2.911169404838048,6.45450545984927,1.9356401753896724,Iris-virginica
+13,4.975883480787448,2.405657317158255,3.4819178438719507,0.9895320553413531,Iris-versicolor
+14,5.13278664852065,3.313854575052553,1.693283242064861,0.49304294437239105,Iris-setosa
+15,5.4270049247636525,3.4342619378071637,1.817180539425284,0.19949237004540193,Iris-setosa
+16,7.899998565710174,3.7965558025775477,6.402173863604111,2.003558354374606,Iris-virginica
+17,4.8560154627179,3.029057152144984,1.456060644245185,0.10000009574347204,Iris-setosa
+18,5.800297597992231,2.695793088684445,5.106917152275039,1.9006259320820662,Iris-virginica
+19,6.006389269123986,3.3657662149022385,4.525859679908431,1.6113615612127559,Iris-versicolor
+20,6.072714277353156,3.0,4.475373376306957,1.3788228714954045,Iris-versicolor
+21,7.69848150717302,2.631344409294072,6.899998522932796,2.301164541177323,Iris-virginica
+22,6.6934679928627245,3.290405441647479,5.660745032201969,2.499999541975515,Iris-virginica
+23,7.67937731795752,2.6322004624655677,6.9,2.3112341229152977,Iris-virginica
+24,5.509486124028847,3.0,4.50809509221429,1.5010823177502124,Iris-versicolor
+25,6.512466144470753,3.0,5.84549765730826,2.2173599027467272,Iris-virginica
+26,6.062413189814377,2.246819697363148,4.189393430015928,1.093004281638957,Iris-versicolor
+27,7.9,3.8384838225809337,6.395912656838827,2.009275207311812,Iris-virginica
+28,4.992340393080406,3.0,1.5701638042482111,0.2009106024373836,Iris-setosa
+29,6.676481222177154,3.0275520686638293,4.6656235302513664,1.4541746857953353,Iris-versicolor
+30,6.155978896294739,2.2585269144411333,4.282542818302808,1.1444821013129294,Iris-versicolor
+31,6.69045839828992,3.0,5.015712936102081,1.7059719544244136,Iris-versicolor
+32,5.410349388159093,3.9288832838255967,1.2624065081810707,0.4248629591195334,Iris-setosa
+33,5.383055585665355,3.40418034437588,1.5774061538063435,0.2004749126760566,Iris-setosa
+34,5.070231728577799,3.3067484155687157,1.6648844189866845,0.5022348791259585,Iris-setosa
+35,6.670971332104406,3.285472934008594,5.606731783347094,2.5,Iris-virginica
+36,6.245993320705244,2.8966503170190054,5.572792979344744,1.798082678369124,Iris-virginica
+37,6.302008106847146,2.3120091139146557,4.401271376062531,1.3135974363173608,Iris-versicolor
+38,4.987140227582929,3.614121899983624,1.4035382463897987,0.20400088509493913,Iris-setosa
+39,5.238250579116344,3.3067265423036716,1.7166976368418922,0.2027203387194214,Iris-setosa
+40,5.59510499650208,2.7400456805615794,4.479685346660261,1.2727717730708168,Iris-versicolor
+41,6.69052638003581,3.3028143681080606,5.660759575666205,2.5,Iris-virginica
+42,5.654551186914209,2.5218660015291374,3.9587478399428138,1.0710383375925177,Iris-versicolor
+43,5.003362703207692,3.591670697267895,1.3993479685244328,0.19646035674087808,Iris-setosa
+44,5.105547632447278,3.510145272264578,1.4132912257155659,0.19824098305271526,Iris-setosa
+45,5.527114208577037,2.363103957150161,3.723371406573371,0.8377362495331293,Iris-versicolor
+46,5.2995542719518,3.7341897785158507,1.4973792465977658,0.21478356115908454,Iris-setosa
+47,4.8992833808049365,3.122586974735852,1.5073605087488489,0.1,Iris-setosa
+48,4.4,3.2093778897483243,1.299387741554551,0.19840552519345123,Iris-setosa
+49,4.978360019503764,2.0,3.3809668961700585,0.9694046000439773,Iris-versicolor
+50,6.029224672488791,3.3788359991629306,4.5358489419515315,1.6159338574468147,Iris-versicolor
+51,5.090909350935888,3.5059660498066174,1.4093860091528896,0.207187314311518,Iris-setosa
+52,6.871611463588257,3.1043954454335583,5.079577021147794,2.299684024245628,Iris-virginica
+53,6.047038135436966,2.7779618666599286,4.673855471355617,1.1835573264666537,Iris-versicolor
+54,7.696331975485909,2.5986403034011256,6.9,2.305694298892559,Iris-virginica
+55,6.70595290588419,2.5004695238274315,5.867249176353455,1.8107328629268695,Iris-virginica
+56,6.251981564647706,3.3423886154475824,4.662452415491498,1.6022530067413527,Iris-versicolor
+57,4.4,3.1630533408722354,1.3010635434402942,0.19181776654920168,Iris-setosa
+58,4.802991029818396,3.4129130009442488,1.9825529230230348,0.19689744624314715,Iris-setosa
+59,7.705022050202524,2.5870735438672767,6.899998921555596,2.2947156255687076,Iris-virginica
+60,6.007628482813232,3.393780867105357,4.491869507619126,1.605517510708982,Iris-versicolor
+61,6.216850316007374,2.232850358789399,4.489199319158373,1.4587574990682937,Iris-versicolor
+62,6.733410038350109,3.2836899390815613,5.617432088730407,2.5,Iris-virginica
+63,4.762265880370981,3.35077880653664,1.5575108813696517,0.19610845639620103,Iris-setosa
+64,6.710392099727263,3.299973976449823,5.645588342875139,2.5,Iris-virginica
+65,6.0825455283482475,2.8087329495618905,4.690222006391837,1.1859411693809854,Iris-versicolor
+66,6.698969555093271,3.0,5.003054867161044,1.7009134469943645,Iris-versicolor
+67,6.4949001092993655,3.0,5.770815736354758,2.1641935562332697,Iris-virginica
+68,5.012386831334161,3.39140913881453,1.70487007742949,0.44490433538319646,Iris-setosa
+69,6.24561927542862,2.8871426075843365,5.57718112803746,1.7911409227411936,Iris-virginica
+70,6.303180431545927,2.46797751532226,4.990751485910451,1.9010683756277225,Iris-virginica
+71,7.700718077007904,2.605101465056993,6.8999983494125665,2.2729331423377497,Iris-virginica
+72,4.592281174487095,3.1773253648124022,1.3843982510781037,0.20370259054300519,Iris-setosa
+73,7.899998960202722,3.8399683983380344,6.400252705421356,2.0009077472747006,Iris-virginica
+74,6.0917888143231185,2.80492653900832,4.713786118338374,1.2063669915287976,Iris-versicolor
+75,5.805805076743057,2.7842817770972004,5.085047844310953,2.402164016857406,Iris-virginica
+76,5.402442805596697,3.9071154332075833,1.2711821734165982,0.46883106492391924,Iris-setosa
+77,6.391996757697437,2.894794914865525,4.288301448214708,1.2892580822681046,Iris-versicolor
+78,6.686575261924205,3.0,4.997164524616232,1.7049211269265845,Iris-versicolor
+79,5.7818180170123865,2.798083237296866,5.100104262000184,2.3939861364235084,Iris-virginica
+80,5.252223327529723,3.251968381008048,1.742736911725092,0.20034212938349877,Iris-setosa
+81,6.6480758901542405,3.08000841534611,4.790380453000115,1.556166604886746,Iris-versicolor
+82,5.654062886428656,2.887784730059583,3.9831261659615684,1.3092218696363431,Iris-versicolor
+83,5.730745382131742,2.8079958856137712,4.500983575555037,1.2961559791032307,Iris-versicolor
+84,6.468304396890925,3.218371771772954,5.088354519413113,2.0212053573843862,Iris-virginica
+85,4.90802525532289,3.0,1.3989978504831768,0.1950515163775723,Iris-setosa
+86,6.282618193752667,2.7182521593466604,4.887175708965437,1.7925842882654688,Iris-virginica
+87,5.086243360238244,3.6135109031931156,1.508783431367152,0.42218017129658963,Iris-setosa
+88,5.966598479268085,2.203430849472315,3.945186526157494,0.9686659251766692,Iris-versicolor
+89,5.900774580608278,3.20917010957947,4.817885383082834,1.7823363245261088,Iris-versicolor
+90,5.498253274509464,4.2,1.4013251938159375,0.2048595031309426,Iris-setosa
+91,5.664788129983806,3.0,4.211579026532021,1.2281210163487515,Iris-versicolor
+92,4.756946755268184,3.392210212148958,1.8910900441692995,0.20116407810954479,Iris-setosa
+93,5.488335121565407,4.199999369663077,1.3994410176010907,0.20039977987514734,Iris-setosa
+94,4.602563388946122,3.6199308906095133,1.0,0.1936142382943996,Iris-setosa
+95,5.821030272444514,2.801064599321743,5.178184144314471,2.403081024079931,Iris-virginica
+96,5.048030151182133,3.350106574356904,1.6914440759022151,0.48182979711662677,Iris-setosa
+97,6.309296351950647,2.5056936856101717,4.9902251047872666,1.8906565358478093,Iris-virginica
+98,5.373164888534014,3.36795098502936,1.5773018349503336,0.19604915515292343,Iris-setosa
+99,5.790756294891647,2.80294999021362,5.192107606408016,2.4045299233365967,Iris-virginica
+100,6.683429394572595,3.0,4.993745690884797,1.6813943480183964,Iris-versicolor
+101,5.616476820173532,2.908643447800734,3.764603738435209,1.2927073022503768,Iris-versicolor
+102,5.4741708301812215,2.6183977277332424,4.428745909555284,1.2242763130304504,Iris-versicolor
+103,5.813653116172953,2.713847223634544,5.134361295798387,1.9018815075751432,Iris-virginica
+104,5.649302543746007,2.6863744987778935,3.910925367651336,1.1800914259925193,Iris-versicolor
+105,4.788358165838168,3.0,1.4033864414730042,0.2961176395652362,Iris-setosa
+106,5.689940694603424,3.0,4.213710878271149,1.2257237042697628,Iris-versicolor
+107,5.579635382071615,3.0,4.085347842189941,1.3228820657702467,Iris-versicolor
+108,6.81246208097405,2.548193654122664,6.06935584667339,1.8175787110254678,Iris-virginica
+109,6.822236853288766,2.786674089421308,4.802238170026354,1.4037359880065048,Iris-versicolor
+110,5.551520320082192,3.0,4.501038660557254,1.4582551337540473,Iris-versicolor
+111,6.830885736236269,2.805031971348156,4.8318370533108945,1.408446827461816,Iris-versicolor
+112,6.005462066098029,2.8675141483824524,4.508948270795112,1.3211394578426765,Iris-versicolor
+113,7.9,3.7717639724262466,6.39723628919356,2.02192831104629,Iris-virginica
+114,4.589666543398559,3.6503272701552207,1.0,0.20152165856417403,Iris-setosa
+115,7.703020034818448,2.611104766038753,6.9,2.3061550044267705,Iris-virginica
+116,5.398270136578582,3.3871149249844734,1.49937303697185,0.44668675894948706,Iris-setosa
+117,6.700752347386124,2.4955596247586143,5.80055271176057,1.7994332401319302,Iris-virginica
+118,6.25776903986785,2.571826460969118,4.966084811532868,1.872531927380921,Iris-virginica
+119,7.9,3.829856305922819,6.357484805681634,2.0181941166753496,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/11/test.csv b/iris/tab_ddpm/5_4/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/11/train.csv b/iris/tab_ddpm/5_4/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/11/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/11/val.csv b/iris/tab_ddpm/5_4/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/12/synth.csv b/iris/tab_ddpm/5_4/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2353b388d548fd9396f3500e501f01f272a52306
--- /dev/null
+++ b/iris/tab_ddpm/5_4/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.59361557642306,3.225411518704655,5.27028078860821,2.049619565614724,Iris-virginica
+1,6.544761969522894,2.9924562091641134,4.366952665755062,1.35894866977285,Iris-versicolor
+2,5.441529427655055,4.2,1.382181489888862,0.1990397598800875,Iris-setosa
+3,5.002818603877126,3.0,1.616250906589594,0.20435542025035439,Iris-setosa
+4,5.8112715088510045,2.812809062098621,5.104443118883448,2.4007979614747885,Iris-virginica
+5,5.6890755848765115,2.7905908953943586,4.479062178178159,1.2806098193322166,Iris-versicolor
+6,6.056744601696412,3.0,4.600988833956628,1.4233421571467244,Iris-versicolor
+7,5.806948553002231,2.7368782300622074,4.160889409645229,1.0023174075218724,Iris-versicolor
+8,6.3785225770954375,3.12328954470169,5.090249031090658,1.9665176886614628,Iris-virginica
+9,4.892054995117092,3.0785477223244433,1.469816549063741,0.1,Iris-setosa
+10,4.796682326173202,3.396721456910927,1.7427363993267961,0.20235118285415418,Iris-setosa
+11,5.353527088388309,3.8462288953454875,1.3168591012500406,0.3764816441012447,Iris-setosa
+12,7.683387206892835,2.8869019683279378,6.690445430868771,2.039459652833229,Iris-virginica
+13,5.642939700489626,2.541241410468381,4.001922355534036,1.1522357201059594,Iris-versicolor
+14,5.431729781504579,3.0,4.498147106771113,1.4864561379081132,Iris-versicolor
+15,5.80158425266866,2.688789794076313,4.068678344107184,0.887644268735402,Iris-versicolor
+16,5.919106032996644,3.2096193245689615,4.804815158527063,1.7842725815991078,Iris-versicolor
+17,4.802906746354786,3.0,1.3980483891049154,0.3263671393729931,Iris-setosa
+18,5.283258971584981,3.6600871554035694,1.4963196157900451,0.1970784737395498,Iris-setosa
+19,5.549484748388329,3.831956711533714,1.5372149048619368,0.26953314088722635,Iris-setosa
+20,7.688465136523179,2.6015247162843007,6.899998916672343,2.2924044941005537,Iris-virginica
+21,6.111542881299224,2.9717898326681262,4.559661429096739,1.452997472584185,Iris-versicolor
+22,6.320252508303074,2.47324555693629,5.003603698842707,1.893327176177965,Iris-virginica
+23,4.816613712807057,3.0,1.4034306314261553,0.1,Iris-setosa
+24,5.413159087537013,3.0,4.475671759970694,1.4706487798764423,Iris-versicolor
+25,4.621736751337962,3.2141372229456397,1.4003178534784713,0.20526119231013099,Iris-setosa
+26,4.776938330588717,3.4020489904130007,1.5709336485680292,0.197699635455358,Iris-setosa
+27,6.348767684691396,2.9905478744738017,4.449062964333914,1.373728310612089,Iris-versicolor
+28,4.602226161929268,3.616450717644783,1.0000004758634495,0.19987684788312696,Iris-setosa
+29,5.693307704547593,2.7570301999295483,4.472608977759087,1.281496543206011,Iris-versicolor
+30,6.717489961361296,3.352091999711506,5.639252127038539,2.5,Iris-virginica
+31,6.668834537985164,2.4995001957582987,5.794847895939246,1.8028346506661506,Iris-virginica
+32,5.6133634994164066,3.0,4.110409616953893,1.2846304681058696,Iris-versicolor
+33,5.073090385184978,3.267794928164237,1.549887383251506,0.45100355831917066,Iris-setosa
+34,5.126093247571294,3.504175347941077,1.40022666825138,0.20170129559450223,Iris-setosa
+35,5.381712864266354,3.3778137466010945,1.8384732019812728,0.1960311675654302,Iris-setosa
+36,6.46347151248744,3.2837865939796003,5.215092672713128,2.064865153404928,Iris-virginica
+37,6.443439352331521,2.8947219849552064,4.293577450802735,1.2926012861234861,Iris-versicolor
+38,7.691047481956873,2.568931909296951,6.9,2.2974596308333486,Iris-virginica
+39,5.270635345928402,3.653707983066754,1.4838435730924178,0.1987191241722412,Iris-setosa
+40,5.971837303176592,2.8091724578428208,4.613883741591618,1.292660887013498,Iris-versicolor
+41,5.35903437971067,3.514923827305884,1.5496152246108381,0.349694114694814,Iris-setosa
+42,5.6476792561255955,3.0,4.200367526919647,1.2770682897788388,Iris-versicolor
+43,5.345981517910874,3.0,4.45843583959892,1.503832711889634,Iris-versicolor
+44,6.416479997608218,2.9033451390619422,4.274764431098345,1.3241999830819102,Iris-versicolor
+45,5.022389072837826,2.3921873930616195,3.275597998020494,0.9551266974907362,Iris-versicolor
+46,6.482782221741016,2.9556319784436687,4.351320835297563,1.3473149225695629,Iris-versicolor
+47,5.53623195596362,2.464794212029142,3.8967049938446268,1.0408420776928238,Iris-versicolor
+48,5.856298580117631,2.7952327180292196,4.634545487991196,1.2038892049089864,Iris-versicolor
+49,5.080752902789343,3.7278409685874485,1.484501893233467,0.3951005315223045,Iris-setosa
+50,5.596561073806446,2.5345252524213673,3.894593546246525,1.0863389812965725,Iris-versicolor
+51,5.3031976549078115,3.36507850699066,1.5026446635890154,0.40394951889338404,Iris-setosa
+52,7.681950359040746,2.613251278749653,6.899998911129675,2.3028520155709384,Iris-virginica
+53,4.78858687504462,3.3960772510355604,1.79074048423592,0.19692714917504545,Iris-setosa
+54,5.874618330885448,3.0,5.118052931355583,1.7831517237343149,Iris-virginica
+55,5.7182348699179135,3.823427873564593,1.8623520041757664,0.3042077685211722,Iris-setosa
+56,5.956084402048865,2.904209661381439,4.486828690782101,1.4533519125899659,Iris-versicolor
+57,6.496873195590064,3.0,4.3589895712656626,1.3605716919278974,Iris-versicolor
+58,6.191980689877276,3.4109624401859704,5.413328334266838,2.3003531781549995,Iris-virginica
+59,7.6892370777573325,2.5861969286712045,6.9,2.2875625353894184,Iris-virginica
+60,4.907646144886205,3.105699447908035,1.496626918355061,0.1,Iris-setosa
+61,5.620319893222625,2.7446872295933304,3.9853071279224705,1.1633820567212698,Iris-versicolor
+62,6.326797677857613,2.877148417771425,4.316696918273586,1.2814079998070746,Iris-versicolor
+63,5.504242811778103,3.0,4.527975396448817,1.4958019637105566,Iris-versicolor
+64,4.854069292724442,3.4172422880280005,1.5608550409387583,0.20282430101601528,Iris-setosa
+65,5.394753738364001,3.3903632894762774,1.6565715100808949,0.2017752150947524,Iris-setosa
+66,6.1639914934829285,2.2096123360634183,4.490786109689737,1.4668373091140916,Iris-versicolor
+67,5.100899902994948,3.506545643894446,1.3987456800410443,0.2029000618336641,Iris-setosa
+68,5.778039504492285,2.751346811610653,4.557450244733296,1.2690441838840065,Iris-versicolor
+69,5.59095518550156,3.0,4.529557114813237,1.5151344220277292,Iris-versicolor
+70,6.712330092442276,3.0,5.014544994370315,1.7100189415883218,Iris-versicolor
+71,5.46675174891006,4.2,1.3977975392107782,0.21146307508197304,Iris-setosa
+72,5.403444762448817,3.8841848050396695,1.3230843336481812,0.34343869611281136,Iris-setosa
+73,5.009980632899552,2.000000831213533,3.516172599985015,1.0185280384594442,Iris-versicolor
+74,5.436729416052112,3.4039275177280777,1.4955348818006964,0.40066585766031887,Iris-setosa
+75,6.175284371742684,2.8385321881183336,4.697707036055898,1.2463939874400398,Iris-versicolor
+76,4.983963328705183,2.0000004746382514,3.4429855417698305,0.9893210285217746,Iris-versicolor
+77,7.71242711719094,2.6144661744845075,6.899998915995531,2.3090811853969893,Iris-virginica
+78,6.478805436707665,3.0,5.785055377024295,2.1629066122976637,Iris-virginica
+79,5.48913796893833,3.0,4.4592551192018615,1.4835390599327107,Iris-versicolor
+80,6.825837388504002,2.8087438793639348,4.815359376018918,1.412874151412416,Iris-versicolor
+81,5.62927190543154,2.517960203219638,3.848103518124389,1.054590622556112,Iris-versicolor
+82,4.9036287277345165,2.394448915830068,3.2929170545631417,1.0166075588421857,Iris-versicolor
+83,5.690624779218837,2.559937416954535,3.962738088820312,1.0096695623899932,Iris-versicolor
+84,5.111068156048046,3.275048189154113,1.8747905869683776,0.5252613637909296,Iris-setosa
+85,4.79057926362674,3.0,1.38468659343109,0.1,Iris-setosa
+86,6.241900075958884,3.227032869686812,4.710416577166883,1.6014560655070362,Iris-versicolor
+87,6.0746182677832925,2.235474409366376,4.096340171425076,1.0613914731880836,Iris-versicolor
+88,5.186351068361371,3.442117609158563,1.3887290749973284,0.19960908408570943,Iris-setosa
+89,6.493522829264222,3.0,5.430684934845643,1.8137458746968909,Iris-virginica
+90,6.530705768410209,3.2018482919541853,5.088957367450763,2.0261053084170104,Iris-virginica
+91,5.89491153817331,3.1971229008814146,4.771840230110198,1.7934977990980718,Iris-versicolor
+92,5.540489706970418,2.6680369834870357,4.45095999145317,1.239415158449423,Iris-versicolor
+93,4.900478158885496,2.401266568346717,3.216449917819198,1.0048424632027801,Iris-versicolor
+94,7.712497182518017,2.8021141212731924,6.702727987996671,2.003368463590794,Iris-virginica
+95,6.842835008633375,3.098399148461139,5.095494603007337,2.2839711590804033,Iris-virginica
+96,6.708464670646796,3.0,4.915705773910385,1.667677294937864,Iris-versicolor
+97,6.237625354832766,3.3660324751227413,5.442046174423913,2.2945988986876578,Iris-virginica
+98,4.495067832174531,2.292832505587619,1.2872836069393243,0.2971414200541762,Iris-setosa
+99,6.640980580199587,2.4704538305305546,5.668095572053381,1.7888726234451657,Iris-virginica
+100,7.480821225039363,3.0,6.489446558166703,2.1202849981690495,Iris-virginica
+101,4.852385972015768,3.0,1.4150900714739323,0.29497005634465395,Iris-setosa
+102,7.717251550558721,2.5540291881406163,6.9,2.3008474386744413,Iris-virginica
+103,5.120264162197286,3.499680513089829,1.4012588917800026,0.2010256865454685,Iris-setosa
+104,5.518891927304174,2.549617576331785,4.235930096528819,1.158295785307926,Iris-versicolor
+105,5.415849644271482,3.8966647214759957,1.3143090803150952,0.3794689527126849,Iris-setosa
+106,6.74907895857622,3.1171258136525033,5.1164872548785105,2.2099667349618635,Iris-virginica
+107,5.616807015313576,3.0,4.33206176856886,1.3847988422941688,Iris-versicolor
+108,6.812169923609234,2.813804273232579,4.815945448364187,1.4124051122787944,Iris-versicolor
+109,6.025607263419113,2.2012704874396283,3.9650130311518517,1.0058887729836323,Iris-versicolor
+110,6.6830336210588825,3.2900498567181673,5.652032620861229,2.5,Iris-virginica
+111,5.14374731939424,3.5289650468592897,1.4034057368869886,0.20007571045685799,Iris-setosa
+112,6.479151049785835,3.0,5.8354529586081565,2.215790360382164,Iris-virginica
+113,5.008606630005665,3.0,1.574335363434771,0.19540273725945517,Iris-setosa
+114,4.794295555855769,3.0,1.4111935464207646,0.2773217495234436,Iris-setosa
+115,5.008397562351013,3.6104834011583304,1.3853263698294767,0.19876140309625936,Iris-setosa
+116,7.687768778897902,2.7929806641738213,6.697449610565726,1.9881130835537846,Iris-virginica
+117,6.231472582173019,2.260734452267022,4.415703652774828,1.3499140990118603,Iris-versicolor
+118,4.8657545981787695,3.349175879838398,1.805025095788039,0.19831644976886942,Iris-setosa
+119,6.371557208180208,3.295648415518243,4.718581323310871,1.5934107094767764,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/12/test.csv b/iris/tab_ddpm/5_4/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/12/train.csv b/iris/tab_ddpm/5_4/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/12/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/12/val.csv b/iris/tab_ddpm/5_4/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/13/synth.csv b/iris/tab_ddpm/5_4/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..de424de8d4c3e138559dec21315cff8ef7bf5892
--- /dev/null
+++ b/iris/tab_ddpm/5_4/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.803613527988785,2.672207952797143,5.082613655367427,1.889303747017355,Iris-virginica
+1,5.663688078147083,3.0,4.132664498366433,1.2064278830164854,Iris-versicolor
+2,5.008653622492505,3.0,1.5706607117429294,0.20045741056642277,Iris-setosa
+3,5.803721498433632,2.7036516795683676,5.121838577171011,1.8908290105224734,Iris-virginica
+4,6.719004186212818,2.4784560105857114,5.944099229575967,1.8319123873962961,Iris-virginica
+5,5.00579006559744,2.0000005498022437,3.4779037597849736,0.9397719373293951,Iris-versicolor
+6,4.996928388590875,3.613932752255086,1.3939218591274791,0.2001955873439981,Iris-setosa
+7,5.490140188225939,3.4178876982651545,1.5015260184797201,0.3475088248843407,Iris-setosa
+8,4.504354671872619,2.280726763091335,1.2844148846307464,0.2900493825263322,Iris-setosa
+9,5.004488067940683,2.000000690329208,3.59045946929302,0.9552903541420374,Iris-versicolor
+10,7.508746417843356,3.0,6.494567366888795,2.0756055002076024,Iris-virginica
+11,4.816963083547762,3.0,1.400274009685322,0.10000010018067557,Iris-setosa
+12,6.471680726894597,3.0,5.534390553468074,1.7867133065596554,Iris-virginica
+13,5.2408656687754025,3.656366721890952,1.4792822565565138,0.19838940841035385,Iris-setosa
+14,6.2505243375504556,2.3840269788121606,4.326215299910902,1.2459110151936672,Iris-versicolor
+15,5.012588357253305,2.0,3.487374353051802,0.9411164177191549,Iris-versicolor
+16,5.796960698664222,2.8071753921259424,5.0996794283647215,2.4015176194356362,Iris-virginica
+17,6.670505316176801,3.3021825900831043,5.637636255598343,2.49999962194767,Iris-virginica
+18,4.400000467046087,3.197311695359198,1.2928243007478963,0.19991943668722645,Iris-setosa
+19,7.693712893406879,2.6167230361540645,6.899998627137401,2.2914912895289357,Iris-virginica
+20,6.78040141193877,3.2163540488806004,5.7910344994576555,2.264941548349527,Iris-virginica
+21,5.206603405918852,3.410336337849217,1.3889525475832367,0.19892942982518938,Iris-setosa
+22,4.807246266112181,3.0,1.403738843246275,0.10000009685589699,Iris-setosa
+23,6.682888218664285,3.1441267964111463,4.743288438437338,1.5145777115277061,Iris-versicolor
+24,6.325631383075557,2.319458991495084,4.418497673529693,1.337191818666708,Iris-versicolor
+25,5.046360393474771,3.3347927303804914,1.6232851149974377,0.4700167164571026,Iris-setosa
+26,6.841776158846216,3.09950877898637,5.124135600761457,2.2910644852052524,Iris-virginica
+27,5.001803868098179,2.0,3.3543871334527298,1.0427244552797594,Iris-versicolor
+28,5.797105309813642,2.695657716217883,5.087561110363284,1.9054145226463741,Iris-virginica
+29,7.738332200615835,2.59000104604825,6.9,2.3133868745992396,Iris-virginica
+30,6.759788340221851,3.0,5.572900308252496,2.204869309458754,Iris-virginica
+31,5.3694750456915115,3.9470236790973403,1.2865376292050559,0.4767083965335631,Iris-setosa
+32,6.713733268914904,3.0,5.003107493738675,1.7151668633559682,Iris-versicolor
+33,7.7060939241903155,2.604074211818614,6.899998751495899,2.2902791740167956,Iris-virginica
+34,6.289727202391405,3.339756380199447,5.288862033707679,2.1867189718306514,Iris-virginica
+35,4.884395769140955,3.0,1.395064784160272,0.19981690462032586,Iris-setosa
+36,4.907904616757618,3.121595177743695,1.5024365196597098,0.1,Iris-setosa
+37,6.234438554003701,2.9144568771133272,5.5142884947094775,1.7733374826706465,Iris-virginica
+38,6.119306141606029,3.3616260049126763,4.574510376050063,1.6144805049576192,Iris-versicolor
+39,5.797465182311088,2.717355109272422,5.092735270321896,1.8937124173166864,Iris-virginica
+40,4.799682031183297,3.0,1.3853900384098312,0.290419614833675,Iris-setosa
+41,5.096841982978021,3.584587946392086,1.4071132748660196,0.20513787387646637,Iris-setosa
+42,4.902363457574092,3.0,1.4035149423946678,0.19928595761348072,Iris-setosa
+43,5.596128655643287,2.6877810297002807,4.4822458706173105,1.2354077319563852,Iris-versicolor
+44,4.495408650186194,2.3141405105346355,1.292362682472233,0.3139897861569105,Iris-setosa
+45,4.400000597705087,3.174594938219115,1.299569174128611,0.20510880534905046,Iris-setosa
+46,6.292275933918702,2.895590656929823,5.599169097223539,1.7970692955513938,Iris-virginica
+47,5.210802511692058,3.390827638180564,1.3928962811853027,0.2001349873845732,Iris-setosa
+48,6.514294198521805,3.2050626996020037,5.093079578373993,2.0032326815007213,Iris-virginica
+49,4.781585618860418,3.4049127275804554,1.6681646377039265,0.20050421152016615,Iris-setosa
+50,5.49157658212632,4.2,1.4022380551326845,0.20798605792575017,Iris-setosa
+51,6.49201706242214,3.208505963701698,5.095595065164693,1.9951828640457472,Iris-virginica
+52,4.97116835267984,2.0,3.5202882804002136,0.9246126730474269,Iris-versicolor
+53,5.53259080055672,3.7321052801805514,1.5656840860124774,0.2408875734992048,Iris-setosa
+54,6.526455255157617,3.0,5.813170269910316,2.1924225864195597,Iris-virginica
+55,6.219495899467519,3.4092210290509204,5.372906884522801,2.3084695272174027,Iris-virginica
+56,5.8218189468900015,2.8640110507892254,4.431511964648962,1.3592369966450946,Iris-versicolor
+57,7.687345904896158,2.58162336794453,6.9,2.30376656249097,Iris-virginica
+58,6.559136513433434,3.1486684886121803,5.258353006553892,1.9612818455204648,Iris-virginica
+59,5.00558360514199,3.0,1.6412319564689615,0.20166105869481596,Iris-setosa
+60,5.792601859893547,2.6961002880521345,5.103820550986474,1.8968470043381125,Iris-virginica
+61,6.665663125719034,3.2672725902933513,5.478736193970988,2.092351826706742,Iris-virginica
+62,6.512555968425704,3.0,5.780481847356072,2.196775908280356,Iris-virginica
+63,5.178705734648634,3.7639546564069892,1.4466609527194771,0.34867198743839223,Iris-setosa
+64,7.678479929647547,2.7939293932172897,6.693546324602975,1.9874525631591777,Iris-virginica
+65,5.3387696667395685,3.6918939770172674,1.5112022071178475,0.201938103353259,Iris-setosa
+66,6.8163025429924815,3.157544419608287,5.887854278267224,2.304165586890866,Iris-virginica
+67,4.4000004497741445,3.205932671891415,1.296511614117809,0.19124860555782672,Iris-setosa
+68,5.513242108138559,4.2,1.4059728425224742,0.21407323838738052,Iris-setosa
+69,5.6906866037326544,2.8888164214074568,4.218445726368223,1.302961718965653,Iris-versicolor
+70,4.505685079566513,2.335265778278794,1.3021625358704463,0.339392169518769,Iris-setosa
+71,4.97155598780453,2.0,3.4276266928455676,0.977658976632348,Iris-versicolor
+72,4.678792760443672,3.138606844438928,1.4131150190936943,0.20027643389348376,Iris-setosa
+73,6.146506410986435,3.0,4.593598859296778,1.4013281678904954,Iris-versicolor
+74,4.784026972285559,3.0,1.3750769037801365,0.10000010708810726,Iris-setosa
+75,7.591538476209978,3.0,6.53343276046989,2.0949696312335933,Iris-virginica
+76,4.58459631558552,3.187028948247419,1.387321467537869,0.2018276341886262,Iris-setosa
+77,4.790363544513462,3.0,1.4068475936250593,0.3503342122696579,Iris-setosa
+78,6.796834455803716,2.7905144615913016,4.816501812239931,1.3964968269319484,Iris-versicolor
+79,6.711922545104354,3.3342686040025082,5.678349679353656,2.499999616211548,Iris-virginica
+80,5.828010476286408,2.706094227458849,5.092819105988778,1.915909792554789,Iris-virginica
+81,5.0536049250322534,3.041409547063018,1.6858079397518382,0.19818070055870124,Iris-setosa
+82,4.790008579960111,3.0,1.390064726012223,0.29359107009672325,Iris-setosa
+83,5.536367364716368,2.4144687546991097,3.8571326177796648,1.0383075674767184,Iris-versicolor
+84,6.684883312832252,3.275871119528634,5.655595710927872,2.0943067597992218,Iris-virginica
+85,6.704487027123043,3.283916996861027,5.715233959535376,2.5,Iris-virginica
+86,4.814875180883825,3.0,1.4070076497722745,0.27598716879847063,Iris-setosa
+87,7.694248403795796,2.617006044768877,6.9,2.294772194145219,Iris-virginica
+88,6.522505305007758,3.0,5.799579421887045,2.2247455273164753,Iris-virginica
+89,5.809639248416537,2.8044161278744864,5.118413763676164,2.4062550235332774,Iris-virginica
+90,6.122313890924476,2.8035402839874077,4.716026234552695,1.1865416201933758,Iris-versicolor
+91,6.305836096930101,2.677497208911441,4.946806332624056,1.7954545037056762,Iris-virginica
+92,7.660329706287963,2.628809774408872,6.899998503891907,2.2940903444119485,Iris-virginica
+93,5.820318639637487,2.8123788057082866,5.106034852417458,2.3954594093203165,Iris-virginica
+94,4.899241114440952,3.1278759323638945,1.4814812790346206,0.10000009366613313,Iris-setosa
+95,7.716985855607087,2.6061871506216283,6.9,2.305537113269513,Iris-virginica
+96,7.721184564144683,2.6114117608203875,6.9,2.3173725365842186,Iris-virginica
+97,7.398777955118295,3.0,6.38038799873223,2.130574028298636,Iris-virginica
+98,4.872482893264336,2.398309555915394,3.0794309025024447,1.0023106546832579,Iris-versicolor
+99,7.739153353695864,2.6434170414676657,6.9,2.303825894440918,Iris-virginica
+100,5.793876067313615,2.812988928059691,5.151862970652805,2.400233884994105,Iris-virginica
+101,6.006267710947061,3.396476821265445,4.536709523950418,1.601069582515918,Iris-versicolor
+102,7.602804983478496,3.0,6.5779814772696605,2.0964375408968206,Iris-virginica
+103,5.969932068690779,3.4070958717034863,4.480476854837738,1.60256042487898,Iris-versicolor
+104,7.624960025652988,3.0,6.599622780944219,2.101302404776632,Iris-virginica
+105,4.803385158037447,3.0,1.3969728202921448,0.3375936919500764,Iris-setosa
+106,7.1110049617838325,3.0,5.844731248583861,2.168442827919115,Iris-virginica
+107,5.706907976056969,2.863813517576667,4.064108962943783,1.2961729388920025,Iris-versicolor
+108,7.401188771820431,2.8768856097812185,6.401477226417008,1.8188336657574378,Iris-virginica
+109,6.010343586025679,2.905313680459113,4.46860641453169,1.5249012278989011,Iris-versicolor
+110,6.496762627267754,3.0,5.870082189136552,2.225669862997532,Iris-virginica
+111,5.825477857421159,2.8110812245761028,5.129023357083591,2.4035504420395615,Iris-virginica
+112,5.6614671905039495,2.862553157336941,3.7375371780767925,1.2895062098113743,Iris-versicolor
+113,5.756482282639753,2.8025730570434657,4.093880357838854,1.0485796697553906,Iris-versicolor
+114,5.798658100213603,2.9742172165040444,4.514123401837299,1.4279301617234266,Iris-versicolor
+115,5.418340121075189,3.436698999753079,1.4623284698445103,0.31557179192157553,Iris-setosa
+116,5.465783276345883,3.407566070131576,1.939556837528259,0.19961683574429012,Iris-setosa
+117,7.6911018913019005,2.603772591780319,6.9,2.2634456288074634,Iris-virginica
+118,4.999883241491025,3.4063214990716735,1.6205544319133753,0.4139095943406162,Iris-setosa
+119,6.571698672309687,3.0,5.458673650726948,1.8349522983205635,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/13/test.csv b/iris/tab_ddpm/5_4/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/13/train.csv b/iris/tab_ddpm/5_4/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/13/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/13/val.csv b/iris/tab_ddpm/5_4/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/14/synth.csv b/iris/tab_ddpm/5_4/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..336bdcc94d5ea079ef6a244b9f2c2fce3b6e839b
--- /dev/null
+++ b/iris/tab_ddpm/5_4/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.536733975510753,2.4318140106463906,3.748975211757599,1.0101005268847036,Iris-versicolor
+1,6.384070777589434,2.8964539430359326,4.308274995892596,1.2931613197333525,Iris-versicolor
+2,5.943092314230692,2.785587596440577,4.654397847653313,1.1670895037774225,Iris-versicolor
+3,4.980327001677746,2.0,3.3089734527930905,0.9609279051847024,Iris-versicolor
+4,5.581906441541886,2.940075823021427,3.592617222187192,1.3153725573500774,Iris-versicolor
+5,4.599166190867373,3.6369533265950293,1.0,0.19971845352847267,Iris-setosa
+6,6.51655653268404,3.0,5.532204561842589,1.8019136089086514,Iris-virginica
+7,6.526037168101438,3.0,5.484593374296577,1.8065871673085563,Iris-virginica
+8,4.731581550060521,3.0,1.4064222369030253,0.1993161886680583,Iris-setosa
+9,5.194193555492799,3.4094941196034507,1.3934535610112873,0.20052647082789357,Iris-setosa
+10,5.730714601294775,2.8166126708595463,4.498039840782991,1.3224630805610826,Iris-versicolor
+11,6.305721089964171,2.7264083744022987,4.915679917964322,1.7849160472358256,Iris-virginica
+12,6.258541248118214,2.914188494581491,4.3097893811478265,1.2932625226232513,Iris-versicolor
+13,5.4016729600143085,3.4088668904546404,1.7257638907852753,0.20193752775825255,Iris-setosa
+14,5.617138846722128,2.006901516712948,3.850788484633964,0.8462964741539578,Iris-versicolor
+15,4.895384368161602,3.0,1.4006267575117377,0.1921368050627641,Iris-setosa
+16,7.422134614182413,2.8922121892384403,6.410629034303057,1.8174508118623949,Iris-virginica
+17,5.625328457996236,3.0,4.059559813337618,1.2621851964399569,Iris-versicolor
+18,6.536521622541962,3.2181271059923597,5.077154953050017,2.0248240062365483,Iris-virginica
+19,7.545198093538782,3.0,6.558223525731262,2.061395378526578,Iris-virginica
+20,6.700853391896703,3.3001553803026953,5.710341052199479,2.0953590184101456,Iris-virginica
+21,5.088699509150773,2.383833574724605,3.5056388581888975,1.0011229244291604,Iris-versicolor
+22,6.073566158428062,2.798172353534289,4.691628359066108,1.1936979264654917,Iris-versicolor
+23,6.735242812640961,3.103010552611596,4.724041071650303,1.513621962089093,Iris-versicolor
+24,5.383457726242069,3.4059065271384843,1.5228809491809996,0.4334869492775849,Iris-setosa
+25,6.291936315727188,2.3159673852345684,4.400221523804103,1.3010576629996777,Iris-versicolor
+26,6.685854416395238,3.2808930413662973,5.641519911158923,2.096455470690597,Iris-virginica
+27,5.869194360446493,2.8736012135237656,4.518505724895705,1.400487832490143,Iris-versicolor
+28,6.771611166354729,3.2102178119778197,5.925217720839917,2.2518452971339378,Iris-virginica
+29,6.110092939290477,2.8063853488621997,4.711000064155933,1.2064049161409995,Iris-versicolor
+30,5.945817743344352,2.9044156676060373,4.505883023556742,1.4901300705027112,Iris-versicolor
+31,6.7274533646993,2.5098218589124706,5.899004863617891,1.8066444162096902,Iris-virginica
+32,6.290057951070203,2.5947783214774205,4.9592285894150825,1.8362515336134582,Iris-virginica
+33,5.784814580391577,2.8641668880579947,3.9322138058023963,1.2738434795065894,Iris-versicolor
+34,4.600075149498723,3.2124831872039503,1.3982416985153572,0.19727933227137634,Iris-setosa
+35,6.0704534346234515,2.206540113138067,4.042893384151647,1.0537134489589077,Iris-versicolor
+36,6.310934509741283,3.302534400754904,4.701120521445512,1.599133616232753,Iris-versicolor
+37,6.777354127157639,2.874272514747504,4.831391447324606,1.5136353968297862,Iris-versicolor
+38,6.836545283638419,3.1666665033530172,5.854777459192653,2.274011694073251,Iris-virginica
+39,6.823215128342642,3.094920390569573,5.116850466357593,2.3193921149220893,Iris-virginica
+40,4.91712146829279,3.0,1.4051107910945528,0.20158666268048656,Iris-setosa
+41,7.185093400713756,2.8983719772250374,6.247491355954533,1.7899147782727778,Iris-virginica
+42,4.775169256567895,3.3831622548719897,2.10548927081044,0.20039487343776716,Iris-setosa
+43,6.630656486459602,2.4963868676580647,5.737415678882918,1.8038356576347385,Iris-virginica
+44,5.626564434090359,3.769452691565781,1.5770996899297534,0.2991646783558599,Iris-setosa
+45,5.542150442074842,2.5658254602774577,4.309339532588166,1.1435557267369711,Iris-versicolor
+46,5.527869200182607,2.598686262855615,4.3982966540950645,1.1878150111521377,Iris-versicolor
+47,7.155174812656352,3.0,5.954345543241286,2.0780051992688873,Iris-virginica
+48,6.71224611442074,3.306494279885875,5.749905155021866,2.5,Iris-virginica
+49,4.994984660085432,2.000000567736014,3.465937966924279,1.0225784643699705,Iris-versicolor
+50,5.015802351050017,3.540562751422731,1.3918734902781316,0.1999555991539001,Iris-setosa
+51,4.969818603565418,3.639913671630014,1.4061366179207695,0.20003496969521742,Iris-setosa
+52,4.499506775767619,2.310902833388176,1.3265181243529756,0.2925288028450144,Iris-setosa
+53,6.011887227038875,2.8072591823989352,4.280228164540808,1.1012824932858531,Iris-versicolor
+54,5.000675951857829,3.6615237319214047,1.401193573548693,0.19747687805789746,Iris-setosa
+55,5.4727568246749145,4.199999322907727,1.417209170100646,0.20079906515521403,Iris-setosa
+56,5.973829018866305,2.789640949551489,4.646098332644399,1.158398160114892,Iris-versicolor
+57,7.693642721760912,2.7942778525631504,6.709165792709032,2.019003875139216,Iris-virginica
+58,5.135775441807535,3.409051766048722,1.4054444092284366,0.19953991618473238,Iris-setosa
+59,5.345643512663229,3.394143533291921,1.5294257275715732,0.39326691801725466,Iris-setosa
+60,6.315531534806358,2.8558838357273104,4.281161646301104,1.257094947406352,Iris-versicolor
+61,6.426124312806657,3.0,5.260892384110561,1.8486747692560228,Iris-virginica
+62,6.687043515100803,3.106081929008848,4.719238339108021,1.4928716372575443,Iris-versicolor
+63,5.497366300411742,3.0,4.464331124600193,1.5063635849590467,Iris-versicolor
+64,5.905585081302928,3.2069739839033162,4.770093703390407,1.8044325484486148,Iris-versicolor
+65,5.007186958557267,2.0,3.3529626435458204,0.9117477037381967,Iris-versicolor
+66,6.246853602207471,2.893136534095773,5.528202008857283,1.80235700552103,Iris-virginica
+67,6.5364051830730645,3.2114818458156495,5.177543004778711,1.9926854659212474,Iris-virginica
+68,5.498240326098629,2.5500381667789247,4.281521594535147,1.1767185028351095,Iris-versicolor
+69,6.1079399894042234,2.7922055681818643,4.664399283261672,1.2128504335220267,Iris-versicolor
+70,7.682358231878336,2.6051547727033517,6.899998995914748,2.2976040836064593,Iris-virginica
+71,6.23447480494131,2.219353719810364,4.445317478026868,1.3932564606301447,Iris-versicolor
+72,4.980746125010482,2.0,3.423725539634347,1.0137939091477812,Iris-versicolor
+73,5.1266992544047305,3.4433811189188357,1.4056472019351822,0.2013976202927101,Iris-setosa
+74,7.733695459045255,2.5898950028730416,6.899998808697481,2.3169355954406843,Iris-virginica
+75,5.094044827870304,2.40307924369378,3.4158085671064597,1.0038297847006732,Iris-versicolor
+76,4.486850859651805,2.243616220049362,1.3223879312327251,0.28815729113106797,Iris-setosa
+77,4.78594906555728,3.4021560390848675,1.6296884168696957,0.20178078345166672,Iris-setosa
+78,4.779411414239147,3.0,1.4162449125338874,0.1,Iris-setosa
+79,7.699845105173775,2.589480914816476,6.9,2.3007515189519694,Iris-virginica
+80,5.014547197014559,3.6631718780873403,1.4017640143368204,0.20692186950234567,Iris-setosa
+81,4.586964007220378,3.606310563528899,1.0,0.20150534405855727,Iris-setosa
+82,5.634593673136807,2.8919400885031994,3.716360957324203,1.29215045586063,Iris-versicolor
+83,5.950827531129379,3.0,5.110862952584442,1.8036448468810997,Iris-virginica
+84,5.338318030123962,3.6935627756433904,1.5179616740134128,0.20421410047760719,Iris-setosa
+85,5.994726618980443,3.3931804959870004,4.509027613247145,1.614175001827213,Iris-versicolor
+86,6.064253837043582,2.8039418018689983,4.663177827178535,1.2109477104344393,Iris-versicolor
+87,4.866119329892315,3.0,1.4133070635774878,0.1,Iris-setosa
+88,4.4,3.1809655190027746,1.3276098746181826,0.20308664966083886,Iris-setosa
+89,5.86268662228445,2.9804477815239,4.499679028075348,1.5379274004738894,Iris-versicolor
+90,6.313926373983438,2.6757709674742687,4.862892764849589,1.8076491469973945,Iris-virginica
+91,6.138765601873405,3.4000529362580476,5.39134991164772,2.294915086336392,Iris-virginica
+92,5.547968695402477,2.610951130192849,4.323692204369991,1.205216485858292,Iris-versicolor
+93,5.472370008046256,4.2,1.4021378657154313,0.1957154002181179,Iris-setosa
+94,6.290564639619958,3.3124039741481632,4.696062100124903,1.619239270201884,Iris-versicolor
+95,5.046661673082234,3.412036251045241,1.824100123571656,0.40032882588736257,Iris-setosa
+96,6.239218983997257,2.1870214314744483,4.515593720038694,1.4850717236615818,Iris-versicolor
+97,5.476240132915657,3.0,4.509230685975565,1.507335576005488,Iris-versicolor
+98,6.045320163418879,2.795514630806953,4.71236703006646,1.1999110878874086,Iris-versicolor
+99,7.325938858052885,2.8961755094701465,6.309470142197156,1.7917320263951888,Iris-virginica
+100,4.910574485195982,3.1370326278297966,1.5187219933542129,0.1,Iris-setosa
+101,5.1035343567532365,3.68792525209376,1.5087173225397956,0.39459481374629646,Iris-setosa
+102,5.483888384376253,4.199999102270985,1.3948804295108923,0.19655098465908866,Iris-setosa
+103,6.053090697783201,3.3687728367963605,4.532694608180783,1.5953036266570142,Iris-versicolor
+104,7.899998764114833,3.790381342326076,6.3541033406714185,2.014925313050163,Iris-virginica
+105,6.491857801330718,3.0,5.76845271103617,2.1936421051591437,Iris-virginica
+106,5.508011464978668,4.199999114223643,1.3697459835979373,0.2014070112489539,Iris-setosa
+107,4.821551954281301,3.0,1.4171212445170054,0.1,Iris-setosa
+108,5.746138510670507,2.793917461475065,4.1425896026100535,1.2121587306991184,Iris-versicolor
+109,6.005827515874691,3.3585868510357884,4.53216267988824,1.6117070344129365,Iris-versicolor
+110,6.2756052480593505,2.8956154659268303,4.267152797233311,1.274278572576237,Iris-versicolor
+111,7.596607071823387,3.0,6.655571509326924,2.1086150295319754,Iris-virginica
+112,7.066393156936124,3.0,5.662099132655694,2.196070323667289,Iris-virginica
+113,4.782187258392398,3.4040291161566834,1.6545222621288942,0.19639255466383437,Iris-setosa
+114,5.029795873929703,3.5914675429842373,1.3927922919764026,0.20343500474761858,Iris-setosa
+115,5.54495947182365,2.8926155684691444,3.5007991495913218,1.3071775007710502,Iris-versicolor
+116,4.819753471534529,3.4013667462362553,1.9002941332686683,0.20103213460441685,Iris-setosa
+117,4.96482068481207,3.6032621524608253,1.379258955455357,0.20401164753915876,Iris-setosa
+118,7.707761405510979,2.5945522347398775,6.8999987241942495,2.311297043776168,Iris-virginica
+119,6.660771665837002,3.251788755100977,5.593412342788008,2.5,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/14/test.csv b/iris/tab_ddpm/5_4/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/14/train.csv b/iris/tab_ddpm/5_4/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/14/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/14/val.csv b/iris/tab_ddpm/5_4/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/15/synth.csv b/iris/tab_ddpm/5_4/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c32a724b4e414e688aef5f7d7978bd00a1f77063
--- /dev/null
+++ b/iris/tab_ddpm/5_4/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.671415480353669,2.7823178251997405,4.486702960555845,1.2857831349242026,Iris-versicolor
+1,6.248390480837166,2.866391801316801,4.291800094992639,1.2857259533010268,Iris-versicolor
+2,5.555221310560583,3.0,4.494988582985238,1.5122262231214947,Iris-versicolor
+3,4.996252861284986,2.0,3.546636088333594,0.911621634023416,Iris-versicolor
+4,4.7843550550116145,3.0,1.3624904821859662,0.1,Iris-setosa
+5,5.587052504908484,2.689426213601613,4.458447933592269,1.2600850271335649,Iris-versicolor
+6,5.978214643234951,2.9688106577047297,4.560108497390057,1.5280467434009268,Iris-versicolor
+7,6.162839930772687,2.198614634560361,4.478992144759027,1.5012023605933233,Iris-versicolor
+8,6.8646875729808405,3.0986022936588427,5.092472525364598,2.286097302610729,Iris-virginica
+9,7.699021376706944,2.595963622528263,6.9,2.293770477838433,Iris-virginica
+10,5.0265985087337715,3.580865019115583,1.4011218534151377,0.2056894764262175,Iris-setosa
+11,6.265694014306418,2.9032697894992676,5.551433684201143,1.7944617763597452,Iris-virginica
+12,4.864935083064666,3.048372854225148,1.4648309699556463,0.1,Iris-setosa
+13,6.785735307991373,3.1822864611662207,5.8996470954998435,2.235234750116499,Iris-virginica
+14,7.899998891583614,3.7719620315605114,6.440856154781898,1.9945403043946859,Iris-virginica
+15,5.045711100129364,3.566740503754644,1.3774223515225377,0.20316515374320954,Iris-setosa
+16,4.982895504903091,2.0,3.3977354126645,0.9272262915666345,Iris-versicolor
+17,5.6406389270492046,2.8909751511406414,3.6331089870268465,1.3034713324661207,Iris-versicolor
+18,6.33396073250113,2.5133468744978367,4.989999333710066,1.8995985363693273,Iris-virginica
+19,4.860608081614423,3.0,1.4428557250251073,0.10000010070296478,Iris-setosa
+20,5.6411424895940545,3.742061459242138,1.702538610724879,0.37875020520263963,Iris-setosa
+21,5.710239711014165,3.0,4.471819105762689,1.4593267452474503,Iris-versicolor
+22,6.109311089819657,2.2636384310453344,4.118664823034786,1.0935870316487768,Iris-versicolor
+23,6.708873306591421,3.0,5.011125757946578,1.7015159500405963,Iris-versicolor
+24,6.29362351971832,2.618077284708851,4.922661990517664,1.8160513907140474,Iris-virginica
+25,5.993467527027306,2.196460584807932,3.9107170633098662,1.024980035106346,Iris-versicolor
+26,4.7832751341790605,3.3922435438948684,1.846766664086152,0.19479664645590275,Iris-setosa
+27,6.0551292034424025,3.3347615374471484,4.605130070872853,1.624056932212322,Iris-versicolor
+28,6.923112966178639,3.085625733344223,5.114588539650377,2.2938042009234927,Iris-virginica
+29,5.876508845115959,3.213908296761235,4.7404516648254535,1.811319261197232,Iris-versicolor
+30,6.700383837090184,3.0,4.994954363832155,1.6870827852270687,Iris-versicolor
+31,4.503446642811739,2.2919669538245095,1.3111049363982321,0.33119072302634195,Iris-setosa
+32,5.385379581185287,3.9348735295250217,1.2703275146857556,0.3966277169619046,Iris-setosa
+33,4.886638189302303,3.086346787350261,1.4779544405639635,0.1000001536014467,Iris-setosa
+34,6.705203798806239,2.4868726150406304,5.800074746363937,1.8143007385882544,Iris-virginica
+35,4.599625578170689,3.590303900144981,1.000000482059328,0.19780613151490983,Iris-setosa
+36,5.103448498644237,3.4908389699451448,1.3905541714853047,0.19819864033160867,Iris-setosa
+37,7.376027682565666,2.923795563452275,6.382830126568993,1.8306219715722387,Iris-virginica
+38,5.477482400248221,2.591050282146604,4.404783947750654,1.2382092024919944,Iris-versicolor
+39,7.097437870065458,2.9089721774797237,6.1292116240399555,1.8032187187095345,Iris-virginica
+40,4.9968423529230215,3.0,1.554430719784569,0.20161003660634577,Iris-setosa
+41,4.895778477630201,2.400034797076158,3.5086045212596013,1.0157819151278247,Iris-versicolor
+42,6.19648820206899,3.332426094134532,4.634197781866715,1.6013266359302971,Iris-versicolor
+43,7.70967082935854,2.6216569759895267,6.899999003693077,2.2984430327906766,Iris-virginica
+44,6.707294136605451,2.5142710583255834,5.888599750650648,1.8080407426132,Iris-virginica
+45,6.682387995679514,3.2612933921112828,5.639751793188805,2.1250938758991214,Iris-virginica
+46,6.095516399854416,2.838776036183664,4.264962098649344,1.2471575840542866,Iris-versicolor
+47,6.201565934127313,3.3990692313176356,5.426340556468802,2.3062044590980384,Iris-virginica
+48,6.185344857064599,3.3348623324862956,4.6187930877524765,1.6027070681165139,Iris-versicolor
+49,4.986154825422433,2.0,3.488367019580029,0.9451073523049476,Iris-versicolor
+50,7.685488386348185,2.628452352852686,6.899998963872328,2.301641758579649,Iris-virginica
+51,4.924075380744693,2.4059846754816467,3.448024018378324,1.0298033466261203,Iris-versicolor
+52,5.229519006459681,3.4077616708289282,1.3924788452789647,0.20033739559402292,Iris-setosa
+53,7.706152617767845,2.608641495502687,6.9,2.304614639362877,Iris-virginica
+54,5.483536451792739,4.2,1.3747160405133543,0.197624036918729,Iris-setosa
+55,4.828675540830635,3.4048426025542686,1.5748424345528202,0.20079896028803992,Iris-setosa
+56,6.60046781983463,3.1814171841477217,4.704076314682265,1.53167891983636,Iris-versicolor
+57,5.427022272061689,3.3914203630022035,1.7972684649704724,0.20022039718813334,Iris-setosa
+58,6.253122277151941,2.3002315382675103,4.386282994534841,1.2899960019585512,Iris-versicolor
+59,6.745506601518836,3.0390756596338244,5.320918093225534,2.28829764516707,Iris-virginica
+60,5.675661606808065,2.6064293375107996,4.127123265386697,1.132619896280856,Iris-versicolor
+61,4.806719540379478,3.4054607253771407,1.8062285043697057,0.20258135619038606,Iris-setosa
+62,5.791532089633737,2.72740567169147,5.134950120066587,1.9011448770756605,Iris-virginica
+63,6.72815294362582,3.256189371436881,5.740961614883018,2.1582645512436214,Iris-virginica
+64,5.80967147721302,2.6878215044146514,5.128029883970842,1.9092762155139786,Iris-virginica
+65,5.9534080315274585,2.9539900615181094,5.065841743681876,1.8192108966143277,Iris-virginica
+66,7.6491476746076525,3.0,6.63005956286717,2.0858285754228594,Iris-virginica
+67,6.167262159320961,3.3752597905266857,5.384964039344833,2.292317899947718,Iris-virginica
+68,5.434705248177248,3.3892817336606154,1.8815748793525304,0.2000284258265704,Iris-setosa
+69,6.1000149759672775,3.1419729806352645,4.644277035322737,1.52664500444149,Iris-versicolor
+70,6.327969159027299,3.0,4.379506632448909,1.3633010708276188,Iris-versicolor
+71,6.10342939849617,2.808268553605959,4.707691543900339,1.2297281898507342,Iris-versicolor
+72,6.7133136709478105,3.2962731833782386,5.740736870567711,2.1009448850243015,Iris-virginica
+73,6.242766202255726,2.266933993005026,4.331436761937239,1.2747371912599432,Iris-versicolor
+74,6.839390997370488,3.196253881481454,5.879741562276196,2.3087369226657577,Iris-virginica
+75,6.701662989517567,3.0,4.985924405589515,1.6992424859981905,Iris-versicolor
+76,4.4,3.2315184413459703,1.2944481356429556,0.2071960857538226,Iris-setosa
+77,6.002117283035008,3.39657660434506,4.5213925600099,1.606224930975019,Iris-versicolor
+78,7.8999983639384315,3.7683122072162316,6.383946340422919,2.0261312801464078,Iris-virginica
+79,6.683986044062654,3.077250456858423,4.669360060850637,1.5170284321798626,Iris-versicolor
+80,5.318539883822639,3.7197621676168873,1.5029867281477105,0.2032448148747583,Iris-setosa
+81,6.711571335469583,2.4954181461532374,5.8581832092279456,1.8031817094475384,Iris-virginica
+82,6.485358419792807,3.0,5.436749975841074,1.806604111467648,Iris-virginica
+83,6.766067973333749,2.7811002981005295,4.737567607355951,1.387043774185654,Iris-versicolor
+84,5.50146902324715,3.0,4.501415103462121,1.5002393074807379,Iris-versicolor
+85,6.269558930952551,3.381711467146339,5.434779482357947,2.2776304502106526,Iris-virginica
+86,6.714756072049872,3.2885699265344703,5.68897549234464,2.5,Iris-virginica
+87,5.459216773931416,4.199999169399854,1.364434800835447,0.19967190528057727,Iris-setosa
+88,7.371584855681655,2.8987150925976737,6.355803585152398,1.8153647098127428,Iris-virginica
+89,6.075176666394528,2.9323391540149246,4.5666557518771596,1.5390590732234146,Iris-versicolor
+90,6.691894920832651,3.0,4.991640585796041,1.6965024679996727,Iris-versicolor
+91,6.497725873339443,3.0,5.793059127191654,2.1715087087424543,Iris-virginica
+92,5.429303920709973,3.9145795105132173,1.3056506742689902,0.4077847860057947,Iris-setosa
+93,6.263347280454787,3.0,5.2078353976161535,1.8301056414741088,Iris-virginica
+94,4.59964921278894,3.6503901003996964,1.0000005609702995,0.20101495265138727,Iris-setosa
+95,5.495447094852342,4.199999315269636,1.4089592368840436,0.1973021227942217,Iris-setosa
+96,4.660352668413601,3.225327812279099,1.4270389753563892,0.20611121230674143,Iris-setosa
+97,6.1996847063390526,2.228776749625104,4.48226377897088,1.479495012849943,Iris-versicolor
+98,5.495148125729493,4.199999376146862,1.3913947148208077,0.20476124893160091,Iris-setosa
+99,4.603280874073761,3.1358222043586172,1.4104897740708622,0.20366545941617975,Iris-setosa
+100,5.813599075052572,2.8040641533590964,5.143523366914659,2.389273803084262,Iris-virginica
+101,5.746063051775862,2.825189917844548,4.07842756916839,1.208265726617227,Iris-versicolor
+102,6.2522180778946845,2.2036145604326003,4.498102554499764,1.4750724688674521,Iris-versicolor
+103,5.456088278416743,3.0,4.471888259741188,1.4924086565075405,Iris-versicolor
+104,5.483830071855235,4.199999220756479,1.3996447005731139,0.19333918124882932,Iris-setosa
+105,6.692492482922683,3.0,4.982357238571451,1.6949244744007435,Iris-versicolor
+106,7.689990298177209,2.6009629381203108,6.899998923404077,2.3062516963895656,Iris-virginica
+107,4.583645248945269,3.6708581453877183,1.0,0.1996167686523783,Iris-setosa
+108,4.893558995077817,3.065304395449261,1.4745300079734387,0.10000011374491256,Iris-setosa
+109,6.759544004693001,3.177085818954066,5.778443344572414,2.2738511878719234,Iris-virginica
+110,6.371722781290474,2.8711551764029517,4.283099101017074,1.276587225475059,Iris-versicolor
+111,5.784151962781134,2.8038356517269567,5.085280090620288,2.402243177674519,Iris-virginica
+112,6.198410265966865,2.229042361824181,4.492860443643424,1.4909396652464042,Iris-versicolor
+113,6.0901526532586505,3.387938573234645,4.5818065545478435,1.614329873781503,Iris-versicolor
+114,5.787581022659432,2.4509133958923544,4.15117839893705,1.0140468445880055,Iris-versicolor
+115,5.980543893932952,2.1778153725158043,3.9588463511138072,0.954317456759542,Iris-versicolor
+116,6.918090458922904,3.0580410535908547,5.225568260272533,2.289198559070374,Iris-virginica
+117,6.24131045481569,2.732999290627617,5.003866597126307,1.8022593318713245,Iris-virginica
+118,5.130858958547674,3.316001517632722,1.6564129855085274,0.5141982298123045,Iris-setosa
+119,4.502227889994098,2.3303604062842065,1.3166147195827649,0.3048643736238751,Iris-setosa
diff --git a/iris/tab_ddpm/5_4/15/test.csv b/iris/tab_ddpm/5_4/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/15/train.csv b/iris/tab_ddpm/5_4/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/15/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/15/val.csv b/iris/tab_ddpm/5_4/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/16/synth.csv b/iris/tab_ddpm/5_4/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f2cd9a9059c5d6d9d3e4ff670da7cd1d78b2bde7
--- /dev/null
+++ b/iris/tab_ddpm/5_4/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.894045488576539,3.0,1.3820860041226086,0.19507257696793798,Iris-setosa
+1,5.539719551851466,3.0,4.498568194796423,1.5310739493743533,Iris-versicolor
+2,6.557385317900226,3.0,5.8503701621965645,2.2316458209621715,Iris-virginica
+3,6.465204822233629,3.1307093874507816,4.537275345397186,1.4750439621792708,Iris-versicolor
+4,6.691131632612991,3.232536242364179,5.706070158549233,2.1174943964250446,Iris-virginica
+5,5.785646778412746,2.698146427966607,5.108123511704584,1.9016879610810082,Iris-virginica
+6,6.680250907419831,3.1118525029019244,4.711641767975218,1.5078387721045037,Iris-versicolor
+7,5.933891636860029,2.180121626376314,3.990906692342824,0.9933087790232091,Iris-versicolor
+8,5.074381567631901,3.3325662391804487,1.611944207417432,0.5509839828222736,Iris-setosa
+9,4.842261789724552,3.0,1.425056597753738,0.10000010860890451,Iris-setosa
+10,5.489989577923302,2.405476293162919,3.635622453503901,0.9647749288228917,Iris-versicolor
+11,6.30751481299423,2.702419023968127,4.897052375950049,1.7866474994570054,Iris-virginica
+12,6.708233809052539,3.3083555988719433,5.646228131853281,2.5,Iris-virginica
+13,5.4695552525795375,3.0,4.49187933662842,1.489416524615272,Iris-versicolor
+14,5.1457487524484975,2.3620250906360916,3.46723980720872,0.9104906471114931,Iris-versicolor
+15,5.236456395200802,3.4073001120257795,1.402260198868762,0.19902542861898748,Iris-setosa
+16,5.585962691728665,3.0,3.9254584745232304,1.2980314586142108,Iris-versicolor
+17,5.7877980631422545,2.7949000946689093,5.11991950405908,2.3890209257277797,Iris-virginica
+18,5.644566089189398,2.8926766360790217,3.8603235150705544,1.29284208435831,Iris-versicolor
+19,4.7795582906199705,3.3949062066587454,1.6972746654809099,0.19835144083272022,Iris-setosa
+20,5.581138426961578,2.4586278430004276,3.737758883790376,1.0865403765375248,Iris-versicolor
+21,5.006309172924294,2.3960036277789083,3.5027323599690887,0.9470007732321568,Iris-versicolor
+22,5.020897072714779,3.3664419688645104,1.6163873713242407,0.45804619679104375,Iris-setosa
+23,5.801850500930193,2.7043382394238593,5.11743717746083,1.8853665524142942,Iris-virginica
+24,5.343362313663538,3.7021140977330838,1.5049446746456172,0.2024126915837211,Iris-setosa
+25,6.261181977123567,2.296881742417212,4.386164693902165,1.3537360942968373,Iris-versicolor
+26,4.4,3.2145282093757324,1.294485274103944,0.1984971352862443,Iris-setosa
+27,6.591188400911965,3.0,4.372940395488254,1.3835875374947253,Iris-versicolor
+28,5.530755795084269,4.1999992247109255,1.389894459382873,0.1929524985001992,Iris-setosa
+29,6.66909911785886,3.247927320523048,5.674182398629872,2.097710892964682,Iris-virginica
+30,7.71169711827925,2.620175419250391,6.9,2.3112130411032292,Iris-virginica
+31,4.78614255060032,3.3975241153380145,1.8438714081062813,0.207115751707861,Iris-setosa
+32,4.4,3.2197348511638033,1.2916687522631185,0.20253724231697887,Iris-setosa
+33,6.68154916328838,3.302933615832518,5.699774475130082,2.4999995659285665,Iris-virginica
+34,6.390898195052645,3.0,5.324462296889386,1.8141556512301382,Iris-virginica
+35,5.692559387410019,3.0,4.177082025973938,1.2067481122763906,Iris-versicolor
+36,6.344003270345302,2.965362834380682,5.498046270431085,1.7839058188212966,Iris-virginica
+37,4.588259924062809,3.614552824247673,1.000000361874704,0.19838172457297537,Iris-setosa
+38,4.761969484736553,3.0,1.3881708831610557,0.1,Iris-setosa
+39,5.091063913550795,2.3992766458030528,3.900111127164994,1.0765911714544003,Iris-versicolor
+40,5.507517391162791,2.6039238230395867,4.406941975762546,1.2130599171712508,Iris-versicolor
+41,5.647366247227303,2.876955493631964,3.7392384139235544,1.296842170421753,Iris-versicolor
+42,6.513791933541776,3.0,5.762309832449431,2.1995334287176997,Iris-virginica
+43,6.742293437420872,3.2198012512675662,5.833860766977455,2.2780056484558586,Iris-virginica
+44,7.9,3.717305005255678,6.426022727906698,2.0379166963374105,Iris-virginica
+45,6.030825301036476,3.3874292023137764,4.583451815742552,1.6299044406249874,Iris-versicolor
+46,7.899998833443144,3.8155199637308472,6.477742134702568,1.997756453149831,Iris-virginica
+47,4.816627299652234,3.4052870330786247,1.673207895284045,0.20095047776024516,Iris-setosa
+48,5.515413924242286,2.481002382520881,4.1278655870585625,1.1040568789162524,Iris-versicolor
+49,5.142315895008293,3.294763997043508,1.624801233088488,0.5061229751751626,Iris-setosa
+50,6.658557486537111,3.3058075277730965,5.707419879559513,2.499999614193557,Iris-virginica
+51,5.003451497174047,2.0000006253488873,3.5032337443507235,0.8972789620553148,Iris-versicolor
+52,4.641269948103409,3.221055262850309,1.411727792698124,0.19882992710028374,Iris-setosa
+53,5.875803823424097,2.7321245870395967,5.054391311605167,1.8649668069379397,Iris-virginica
+54,5.567415014672802,2.4971372838250945,3.8193675479909954,1.0633099042099339,Iris-versicolor
+55,6.7055970425860645,3.0,5.012352280149075,1.7070124255009267,Iris-versicolor
+56,5.96777168333982,2.8066318784018947,4.611044781170235,1.2772840454869772,Iris-versicolor
+57,5.971661801952144,3.408693693274781,4.522468294608017,1.5877942377364136,Iris-versicolor
+58,7.6098652130449125,3.0,6.601653330280064,2.09303012902354,Iris-virginica
+59,5.8879449631335286,3.0,5.130605760564774,1.8040334226906745,Iris-virginica
+60,6.622954341983042,3.142713598770657,5.432335826859973,2.012652734838354,Iris-virginica
+61,5.485109502246546,2.4672522552671508,3.8290663315441202,1.0531269881734562,Iris-versicolor
+62,5.941019425883426,3.0,5.090470945830201,1.8012492930630024,Iris-virginica
+63,5.7941978459643995,2.702990158861018,5.096325206627814,1.8804939710847242,Iris-virginica
+64,6.68247927074168,3.287991601364765,5.673131891695195,2.5,Iris-virginica
+65,4.587555840020017,3.612011462898933,1.0000003792521388,0.1922706162582128,Iris-setosa
+66,5.163227987594368,3.453364690011868,1.4002008318816497,0.19874869610103407,Iris-setosa
+67,6.420791145056654,3.2230381549988185,4.727240351197034,1.5402802646196667,Iris-versicolor
+68,6.3205138297375685,2.7172992692144633,4.859025249300729,1.787329151113806,Iris-virginica
+69,7.204865809329343,2.8998690586817633,6.262770371414008,1.7911056862724164,Iris-virginica
+70,4.799243525062198,3.3953171228591095,1.6416158243569265,0.20335360499887453,Iris-setosa
+71,6.151140330706134,3.4049381268965164,5.500150746475486,2.302501898470373,Iris-virginica
+72,5.031464627142095,3.575546761846139,1.4107092087941857,0.20023590836211702,Iris-setosa
+73,6.15722478395211,2.214281449923935,4.466315927153158,1.5009449514068662,Iris-versicolor
+74,5.5839536410035855,2.5014595827826493,3.9085666217336854,1.1097219553298416,Iris-versicolor
+75,5.299524655354771,3.3898091614550445,1.604051805706711,0.20274187864738294,Iris-setosa
+76,5.86367687558464,2.8012278583979606,5.129915133496218,2.3925854427979094,Iris-virginica
+77,5.4268496617230575,3.5537188620995233,1.5285741645610842,0.2098706666192867,Iris-setosa
+78,7.720945823526312,2.6148652256135163,6.9,2.2972166573481565,Iris-virginica
+79,5.805499901248645,2.694934806674357,5.07836079415438,1.8701730797478353,Iris-virginica
+80,4.888928341793781,2.4254095513399285,3.1194508277241795,1.004673915415553,Iris-versicolor
+81,6.569400021484973,3.0,4.418225632943986,1.4357254059663225,Iris-versicolor
+82,7.9,3.8462153125717893,6.343409191639245,2.010656879692088,Iris-virginica
+83,5.192639763039955,3.385047163427214,1.3976103912682594,0.20001393047555974,Iris-setosa
+84,5.413347103598506,3.917312886356644,1.2828777074218642,0.4364708309716243,Iris-setosa
+85,6.168664603438191,2.835561027464315,4.624589354735482,1.2476435409277578,Iris-versicolor
+86,5.998139878448859,2.9561158552592453,4.525100487589535,1.432104281278955,Iris-versicolor
+87,5.4491833499360505,3.4122886473586465,1.5049762990074407,0.42280913973702916,Iris-setosa
+88,5.887813461560093,3.0,5.112228336300743,1.8246351273525805,Iris-virginica
+89,4.624611451468343,3.5519216908900693,1.000000426138205,0.2041386248487065,Iris-setosa
+90,6.688538770680085,3.0722369810954038,4.618878950974268,1.4590923092977925,Iris-versicolor
+91,4.592629998207408,3.185038140916358,1.379025000706263,0.20089301227975404,Iris-setosa
+92,5.476888626034497,4.2,1.4002708775229207,0.19447703023166552,Iris-setosa
+93,5.632428205122005,3.0,4.200468272139508,1.25531746464822,Iris-versicolor
+94,6.846605232240956,3.192866530052339,5.941487394549799,2.3066609748536253,Iris-virginica
+95,5.987148727785141,3.4157619280977576,4.541702068323376,1.640551093099663,Iris-versicolor
+96,7.115737945378147,2.862231088515265,6.190303656674913,1.7877546676168672,Iris-virginica
+97,5.00157590893656,2.0,3.4968300992740864,1.0113337939447056,Iris-versicolor
+98,5.022015592623304,3.0,1.6679075606432785,0.18931501233108516,Iris-setosa
+99,4.811536229276061,3.4067596350532696,1.5794161542875986,0.1999236501821482,Iris-setosa
+100,5.802112439540002,2.6845660032710126,5.090829011296204,1.8961383272570411,Iris-virginica
+101,4.842011002048719,3.0,1.4016788070995974,0.1,Iris-setosa
+102,6.1500848767267575,2.2440235257364423,4.2642722157994175,1.1452745047038402,Iris-versicolor
+103,4.996253998680763,3.0,1.6403033163630503,0.20003879788718854,Iris-setosa
+104,5.429105945473947,3.400199374212585,1.5699174474761082,0.19794897223603589,Iris-setosa
+105,6.695155636304206,3.0,4.977104620302253,1.7028958868336124,Iris-versicolor
+106,6.025091511250763,2.8432864502850395,4.648160964142826,1.2160943010583927,Iris-versicolor
+107,5.687493041140386,3.0,4.522221275472957,1.5185429841627445,Iris-versicolor
+108,6.664511895199629,3.018100698295372,4.532357905230531,1.4605430667188322,Iris-versicolor
+109,6.172787115943521,2.975717733544423,4.586120708698639,1.3793246930323686,Iris-versicolor
+110,6.380534078254638,2.99364709402417,5.532391239492401,1.803409220025266,Iris-virginica
+111,5.590640852608197,2.7989176430784104,4.46080402060529,1.2951859657659177,Iris-versicolor
+112,7.68234105180401,2.6093210681786525,6.9,2.29997688561479,Iris-virginica
+113,6.152013706752323,3.4083297022778556,5.463331020603393,2.3065937285104408,Iris-virginica
+114,4.4,3.1937296581283685,1.3075064474548204,0.1954259606497216,Iris-setosa
+115,5.586716902949714,3.735478774052917,1.647719349410387,0.32454004847533113,Iris-setosa
+116,4.611637618161858,3.195029981255801,1.4098331843662542,0.201430351878234,Iris-setosa
+117,6.854779650378673,3.1881202099197257,5.9491460510080545,2.292999469769596,Iris-virginica
+118,5.549183597585848,3.0,3.983504477043331,1.316826131311001,Iris-versicolor
+119,6.555726147378548,2.9953417516690646,4.3629715471843635,1.3668899413513258,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/16/test.csv b/iris/tab_ddpm/5_4/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/16/train.csv b/iris/tab_ddpm/5_4/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/16/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/16/val.csv b/iris/tab_ddpm/5_4/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/17/synth.csv b/iris/tab_ddpm/5_4/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..993110a3103ee7b4eb2f8d363abb262739f52bee
--- /dev/null
+++ b/iris/tab_ddpm/5_4/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.090276802715759,2.4360112221504315,3.6348229086265165,1.026209771432703,Iris-versicolor
+1,6.6802135865943555,3.1032367685800883,4.725258871644905,1.4941400287623867,Iris-versicolor
+2,5.050794501113627,3.3519399042530975,1.6358051500165458,0.45431473896986496,Iris-setosa
+3,5.531309228304938,4.199999203688135,1.4031820497708003,0.20556158538603728,Iris-setosa
+4,7.129695517484297,3.0421738925877437,6.0599691014111805,2.2099891159756084,Iris-virginica
+5,4.599398277410984,3.6050349850337216,1.0000006818209426,0.20095650243334645,Iris-setosa
+6,5.566749085822686,2.4370383893378174,3.771631489482195,1.0288940229505668,Iris-versicolor
+7,6.253269906628924,2.9054490614784743,5.589683739061783,1.8100795561194636,Iris-virginica
+8,5.08035384732446,3.287753788697822,1.719845712031695,0.476391605679992,Iris-setosa
+9,6.4165071572664285,2.9088197178389366,5.680233627933397,1.7969350128789618,Iris-virginica
+10,5.806247413400037,2.709592460694507,5.123322199141932,1.903853228385023,Iris-virginica
+11,7.899998792780918,3.763317118132862,6.437334602399554,2.012429982251621,Iris-virginica
+12,5.7015325870829905,2.520052292801519,3.9728039838559037,1.031673795479148,Iris-versicolor
+13,5.7131279359638505,3.0,4.181911452730152,1.1678893945362145,Iris-versicolor
+14,7.688639607892189,2.628264232979019,6.8999987989303975,2.2945663165718293,Iris-virginica
+15,4.873802857033748,3.0,1.3921977019140972,0.2020423428088174,Iris-setosa
+16,6.245350027393985,2.7038007535242987,4.953342488361221,1.8134268791789419,Iris-virginica
+17,5.776867389560988,2.794408523138663,5.09438329460846,2.418761424581339,Iris-virginica
+18,5.503680765266184,4.2,1.409945818753597,0.2043108205486535,Iris-setosa
+19,5.656274934901503,2.8773480134461087,3.9499770093565614,1.2953202468035347,Iris-versicolor
+20,6.507276186841237,3.185308403526199,5.082210295732936,1.990780985075768,Iris-virginica
+21,7.71582566770057,2.6178596483780994,6.899999006418806,2.298918251021221,Iris-virginica
+22,5.084807995350607,3.6820279024551463,1.4951252967100563,0.42978510082058025,Iris-setosa
+23,4.597012842765347,3.6269496942325374,1.0,0.20223557024033967,Iris-setosa
+24,5.490000950137443,4.199999059850813,1.4010458421694874,0.203268639331963,Iris-setosa
+25,5.811863203995089,2.8101188843025486,5.112807951057085,2.390557033790022,Iris-virginica
+26,5.016939996530975,3.536917906473039,1.403947288066592,0.20628781701934631,Iris-setosa
+27,5.302861304978496,3.510551623015161,1.5055302561961414,0.20120480863755433,Iris-setosa
+28,5.998720307016572,3.386975327602918,4.496699857168181,1.5520046585832783,Iris-versicolor
+29,5.842626210927843,2.8292863189376076,4.554908261775658,1.3673230364749975,Iris-versicolor
+30,5.532023096586971,3.4555866902972645,1.532768606829545,0.38082802106946106,Iris-setosa
+31,6.636183390802654,3.0,5.002787690368602,1.7004843482897383,Iris-versicolor
+32,5.180190507938447,3.4802141543883574,1.417228227658458,0.20472969645889683,Iris-setosa
+33,5.637324105417164,2.977531033646289,3.9821215193964288,1.31405120233355,Iris-versicolor
+34,4.931219989132449,3.0,1.3983114199993547,0.19813479844433152,Iris-setosa
+35,5.492794273544544,3.0,4.524405497595909,1.5019116886509154,Iris-versicolor
+36,5.652898349559855,3.7630877644945526,1.5703051656248845,0.2897013192451269,Iris-setosa
+37,6.698658238838335,3.1138729239268543,4.688541504378717,1.5088950303605906,Iris-versicolor
+38,6.16811634335619,3.3302058290962733,4.588520677719553,1.571272739451906,Iris-versicolor
+39,5.016319471756992,2.0000009711194577,3.582393422231609,1.0070309736889405,Iris-versicolor
+40,7.087312806335606,3.0088246722631156,5.8762410182911085,2.1831021268060193,Iris-virginica
+41,5.099001578760119,3.2799964997507067,1.7864939143157368,0.45855202770904635,Iris-setosa
+42,6.744346687980487,3.0247447742692386,4.84704769772548,1.588370375044142,Iris-versicolor
+43,5.121424982431336,3.5283766994846415,1.4016439821492757,0.20460071735291419,Iris-setosa
+44,5.016317807094122,3.0,1.5762075249059868,0.2023030641535172,Iris-setosa
+45,7.594267096660938,3.0,6.6233501070267025,2.0727019453214766,Iris-virginica
+46,4.775908566064965,3.402199461045842,1.5719073849065426,0.20087654801840157,Iris-setosa
+47,5.81161049026771,2.719856341074792,4.238218813423579,1.0728398937643153,Iris-versicolor
+48,4.892805171645807,3.0740193610890123,1.4925985873460035,0.1,Iris-setosa
+49,4.600183652306561,3.564981998873218,1.000000388822752,0.20078293686223384,Iris-setosa
+50,6.431186270646425,3.2239914566314667,4.680947316815936,1.5704731414725246,Iris-versicolor
+51,6.613240731664177,2.4931773125384513,5.627901611585427,1.819175080152633,Iris-virginica
+52,4.948394816301044,2.4032240221996823,3.310728119521417,0.984294074785564,Iris-versicolor
+53,5.79300812115993,2.668588075063887,3.979865063371898,0.8810515196025774,Iris-versicolor
+54,5.492388089343965,4.2,1.413154296557778,0.19809063044416608,Iris-setosa
+55,5.763578909740812,2.9846887830087216,4.396870320002375,1.3744355925727323,Iris-versicolor
+56,4.619537545761157,3.5938569430000276,1.0000004640804983,0.20679381774054686,Iris-setosa
+57,5.096893684160782,3.5533903975659022,1.4120193854494774,0.2006081737444205,Iris-setosa
+58,5.497394085719829,3.0,4.480130395461685,1.453253653045991,Iris-versicolor
+59,6.696244718943747,3.0,4.97259639151508,1.7028536731141635,Iris-versicolor
+60,6.434230114978642,3.230474585133716,4.718616018550567,1.6056644233090238,Iris-versicolor
+61,6.13772753177503,2.8516122421177448,4.526752561434547,1.2684525748845672,Iris-versicolor
+62,5.644313414222644,2.843414199653221,3.7938376566124523,1.2280819972893036,Iris-versicolor
+63,6.688598125902718,3.0788375467709277,4.757810780677189,1.5463405818653941,Iris-versicolor
+64,4.4982039115398615,2.32903093546464,1.2987773299857377,0.37154207148682794,Iris-setosa
+65,5.526704732915951,3.439067061195442,1.529190907174542,0.36111512223628,Iris-setosa
+66,6.221582534190321,2.232799376018279,4.396312701823384,1.3555073284952044,Iris-versicolor
+67,4.598817913089286,3.6283225330460342,1.000000468015406,0.19807301646008638,Iris-setosa
+68,6.864807735572989,3.128113241544598,5.072424836581116,2.2985936319347804,Iris-virginica
+69,4.815709474522927,3.0,1.4110300166438665,0.380427916281967,Iris-setosa
+70,6.887990364878198,3.1006949984640757,5.100298188134323,2.298393943774622,Iris-virginica
+71,5.246687446085655,3.7709731183261472,1.4655128270642082,0.4239473580186725,Iris-setosa
+72,6.663102770467829,3.2490192379274223,5.724485239562334,2.0967419583169873,Iris-virginica
+73,5.817193159829601,3.117144798328916,4.699818774428858,1.69226521105262,Iris-versicolor
+74,5.002483314185534,2.0,3.5220300417323327,1.0195162514895528,Iris-versicolor
+75,5.015068881160522,2.0000005610131417,3.4842637138834975,0.8752412431822751,Iris-versicolor
+76,4.913488440437493,3.0,1.4032059570126945,0.2103071228905852,Iris-setosa
+77,4.918325667380819,3.0,1.402743397643945,0.1994622334395246,Iris-setosa
+78,7.690779979461235,2.6152925117121097,6.899998986168297,2.2854613666568873,Iris-virginica
+79,5.533581687015076,3.0,4.45151324849867,1.489107879571443,Iris-versicolor
+80,7.9,3.8154923022043907,6.346315651811575,1.995279022600886,Iris-virginica
+81,5.437097468810013,3.0,4.498856315134417,1.508827245314124,Iris-versicolor
+82,6.2715437074172815,2.5624227701879625,4.954492713445403,1.8497177151206776,Iris-virginica
+83,6.061223296936388,3.348840554790917,4.6153425470005525,1.6113424383048396,Iris-versicolor
+84,5.153691622963244,3.3057059304449097,1.5700784745204106,0.40503726719444044,Iris-setosa
+85,5.781505292765658,2.6879663324936316,5.148681318984196,1.9187536923640418,Iris-virginica
+86,5.437645731954223,3.0,4.4569734280341855,1.490396963483543,Iris-versicolor
+87,6.083287512800937,3.0,4.603452483253381,1.408621016843124,Iris-versicolor
+88,7.724024005423491,2.558736734103866,6.9,2.3033967375654747,Iris-virginica
+89,7.708296112420521,2.8033953457010092,6.701238297436202,1.998631869523402,Iris-virginica
+90,4.595835355390144,3.2034198417221855,1.4085419789795242,0.2020031397314971,Iris-setosa
+91,4.829121870991623,3.386278126444023,1.7694288889316163,0.20053656534076883,Iris-setosa
+92,5.669327895540474,3.0,4.144839241141701,1.252675240472004,Iris-versicolor
+93,6.842782935664519,3.0881075482186198,5.0788520944345485,2.2927892366043903,Iris-virginica
+94,5.001193842462387,3.0,1.5769921843494665,0.19907257987505622,Iris-setosa
+95,5.017439702186451,3.5967620393183592,1.3851366044189932,0.20276188706597745,Iris-setosa
+96,6.393429692327509,2.907771643561013,5.604813113939393,1.7939241940571466,Iris-virginica
+97,6.341571013562529,2.8681899062068963,4.312770542569766,1.274694149207318,Iris-versicolor
+98,5.461608234226092,2.5415751171802348,4.315184057225186,1.1508365472828752,Iris-versicolor
+99,6.71504640042831,3.2866844084741094,5.728547720058658,2.5,Iris-virginica
+100,6.682886911414227,3.3448031210776463,5.75401355054727,2.5,Iris-virginica
+101,6.310093724739599,2.7055103656960378,4.952332023252686,1.8054489026103866,Iris-virginica
+102,5.521184992609077,4.199998915993455,1.3865032257864058,0.20429465169286185,Iris-setosa
+103,7.717570764699963,2.7932019413969593,6.7205558695492575,2.0166291206457085,Iris-virginica
+104,6.553105235251507,3.206130036136413,5.158269265193594,2.0399227865637104,Iris-virginica
+105,5.789778385046997,2.8015442223592086,5.094722588236323,2.401085739299318,Iris-virginica
+106,5.478389268643459,3.0,4.516207528119699,1.530175919440705,Iris-versicolor
+107,7.899998979370723,3.805472262145874,6.392675125429677,2.023716363260768,Iris-virginica
+108,5.5351206775036825,3.0,4.524483461903408,1.5010221798315264,Iris-versicolor
+109,4.910468697906051,2.378835310527369,3.3088683259224547,1.011849788348967,Iris-versicolor
+110,5.799773903687391,2.6983310338610575,5.099812053495217,1.9038948013817871,Iris-virginica
+111,4.586074335527173,3.6094874351508874,1.0000008806076934,0.19820103300570643,Iris-setosa
+112,6.7198861859143415,3.2681140659807575,5.766587507617956,2.185438468222743,Iris-virginica
+113,5.4363378910933475,3.0,4.4958114924127495,1.5023082940970962,Iris-versicolor
+114,6.2056431374523235,3.305066284884182,4.677715697586492,1.5940016542396052,Iris-versicolor
+115,5.4351551952367245,3.4171352887510693,1.5224301365281299,0.39764643624284035,Iris-setosa
+116,5.7966501612774515,2.705983007738403,5.08767759806285,1.8873584382388087,Iris-virginica
+117,5.020644168848754,2.0000005940468832,3.4358637078631267,1.0150765271519453,Iris-versicolor
+118,6.837140346821631,3.1903483419422383,5.883633339661035,2.3119247903703486,Iris-virginica
+119,6.241772324242211,3.3220828879277864,4.648030045512856,1.5726844043654138,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/17/test.csv b/iris/tab_ddpm/5_4/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/17/train.csv b/iris/tab_ddpm/5_4/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/17/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/17/val.csv b/iris/tab_ddpm/5_4/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/18/synth.csv b/iris/tab_ddpm/5_4/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9301bb1b09bd2e9c40c297e5076a41167e0caf07
--- /dev/null
+++ b/iris/tab_ddpm/5_4/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.779715382908256,6.368027406060828,2.0132910897503833,Iris-virginica
+1,4.80916393673667,3.388098807141686,1.6017402980121163,0.19894291777944234,Iris-setosa
+2,5.715891099249263,2.889672625029904,4.258193707987373,1.2847522731071828,Iris-versicolor
+3,6.716067668573994,3.086833456209495,4.679083837372057,1.4653055528652648,Iris-versicolor
+4,5.5079846732426025,2.441037036692973,3.7229386178541213,1.0357992547355208,Iris-versicolor
+5,5.189955828426742,3.3755630386739437,1.3899434156131345,0.20030843721925184,Iris-setosa
+6,5.6698164501671675,3.803176360845586,1.5957820645259826,0.29495426874000563,Iris-setosa
+7,5.205705876852357,3.400731467479552,1.4106920744967464,0.19986933470580942,Iris-setosa
+8,4.915104368006529,3.447951116897935,1.525301924842599,0.20169744772107195,Iris-setosa
+9,6.533729898421024,3.189807466390656,5.118509449329231,2.00012881835695,Iris-virginica
+10,7.048668357130085,3.1707691001401836,5.968430616146249,2.285927410859712,Iris-virginica
+11,5.349281751839633,3.4242564351533926,1.5107448510879329,0.20673890120601876,Iris-setosa
+12,6.456660592386535,2.950083258667866,4.311588924651835,1.3313656840914374,Iris-versicolor
+13,5.638458858727992,3.0,4.1742665172710085,1.2551803990353643,Iris-versicolor
+14,6.208064951192036,2.2037287019229743,4.46089306673147,1.4537962334631829,Iris-versicolor
+15,6.810408857270476,3.2076059060829873,5.89867209835515,2.309769606977492,Iris-virginica
+16,7.712005823837204,2.8088301466529333,6.723324253995571,1.9868816701668552,Iris-virginica
+17,6.272673861027603,2.7484457991479996,4.304205189874098,1.260884145028017,Iris-versicolor
+18,6.781094674397673,3.206358240547032,5.862675136198178,2.2791521664674073,Iris-virginica
+19,7.135668652474237,3.0,5.791330895234088,2.196820695344236,Iris-virginica
+20,6.29876220964881,2.600209240086009,4.934047365286776,1.8367118313335005,Iris-virginica
+21,6.540564448214148,3.351661423417627,5.534328807442973,2.1562247719124317,Iris-virginica
+22,6.698467293992827,3.2829215810958985,5.657867608758803,2.499999465107464,Iris-virginica
+23,5.417749820088854,3.8885227809374747,1.302247613255057,0.38649189837640086,Iris-setosa
+24,4.902621155690272,3.0,1.3982409341324438,0.2002384235858711,Iris-setosa
+25,6.5429079073993215,3.0,4.3294523875892805,1.3670174673292221,Iris-versicolor
+26,5.359939755319504,3.3773910143414145,1.495255456895728,0.3772239994959421,Iris-setosa
+27,4.80898203619918,3.4044461441306826,1.6817223777585781,0.200515455483125,Iris-setosa
+28,6.481775798836731,3.0,5.787817032011957,2.1935295789140046,Iris-virginica
+29,7.7272524307897195,2.630353475348066,6.9,2.311860031650471,Iris-virginica
+30,6.932093211702881,3.1139618426955415,5.095055522342681,2.294928919763508,Iris-virginica
+31,6.67534046005054,3.3119339901322684,5.741643456869361,2.5,Iris-virginica
+32,5.9430578272432,3.2094392478566585,4.783417623333668,1.7859951318414595,Iris-versicolor
+33,6.22587287208571,2.2087156449351544,4.508161564803704,1.5054788425991334,Iris-versicolor
+34,5.618463682088976,3.0,4.164676555869812,1.2603971772889506,Iris-versicolor
+35,5.501945257527879,2.6204431213531656,4.424242205667979,1.2060697505259617,Iris-versicolor
+36,6.414175412311704,3.343084191486977,5.332433143280116,2.233871550536383,Iris-virginica
+37,6.2915268393706345,2.2551178677896426,4.459084473700023,1.3720997044613905,Iris-versicolor
+38,4.799484523567206,3.3994100807597087,1.865874632280573,0.2022727519738931,Iris-setosa
+39,5.389267184185642,3.0,4.490340494976452,1.494698336284461,Iris-versicolor
+40,4.81818145567942,3.3956772659326515,1.9312830676370345,0.20245652978318623,Iris-setosa
+41,6.700578951291493,3.298714994405768,5.713518711919562,2.5,Iris-virginica
+42,6.25788807132059,3.3642939833161782,5.413069360327841,2.277635390121924,Iris-virginica
+43,4.7024646615709,3.304480420998864,1.425084405643598,0.19572404147136352,Iris-setosa
+44,6.498531060154106,3.0,5.474900459800686,1.802412756455248,Iris-virginica
+45,5.089802646016643,3.6688942765546573,1.4973776614728012,0.3419864708105271,Iris-setosa
+46,5.724346792756405,2.920336106553226,4.188171118694404,1.151633352609754,Iris-versicolor
+47,4.812982867705974,3.0,1.4017964417674327,0.26076085241548974,Iris-setosa
+48,4.782931699341785,3.3878321050250544,1.6165470254784053,0.19969796971909945,Iris-setosa
+49,6.678217803279028,3.106607096498949,4.707629892431696,1.5126814932953996,Iris-versicolor
+50,6.255182167769684,2.24325368444304,4.49051258640784,1.405369505614037,Iris-versicolor
+51,4.995048102852017,3.0,1.5747867100500181,0.19852194271749207,Iris-setosa
+52,5.137561524385282,3.70356671941707,1.5225748555243501,0.41870596677480454,Iris-setosa
+53,4.600885465612613,3.615518594237204,1.0,0.2014476703046076,Iris-setosa
+54,5.729685324355364,2.2995008429959825,3.917284450270021,1.0281413609163852,Iris-versicolor
+55,5.554034426648383,3.0,4.021813061435573,1.3073780350628708,Iris-versicolor
+56,6.832920377037785,2.807182875324402,4.792695338690542,1.3992681687733728,Iris-versicolor
+57,5.92707606470403,2.91248038276334,4.282612091614419,1.3225940819531825,Iris-versicolor
+58,4.591838718685038,3.6525964603947707,1.0,0.19743104532542521,Iris-setosa
+59,5.01580440915936,3.6508733558183226,1.4176979403241943,0.20018881567137148,Iris-setosa
+60,6.82307132618525,2.8080781539803152,4.810522126144307,1.3990286784251904,Iris-versicolor
+61,6.102449954320023,2.979768231376762,4.557101267022203,1.3860997887190323,Iris-versicolor
+62,5.230038538792153,3.408518948347778,1.409155953905161,0.1992384397774876,Iris-setosa
+63,7.708361712455334,2.6151481299453696,6.8999988639048695,2.3000943410661323,Iris-virginica
+64,5.000937503366535,3.0,1.5898565660378985,0.2031361105030205,Iris-setosa
+65,4.795543019239267,3.0,1.403364133262698,0.10000009294913913,Iris-setosa
+66,4.4,3.214161758669757,1.2961100639703167,0.20292561689901145,Iris-setosa
+67,6.503789265245719,2.968891803593244,4.353144076043163,1.3716511291747604,Iris-versicolor
+68,6.816497894209757,3.157331774008509,5.916561208098751,2.3028951094677135,Iris-virginica
+69,5.146107520876381,3.750244984058857,1.469284474679909,0.4083149851879126,Iris-setosa
+70,6.642560767849261,2.5242591786466404,5.65339830205956,1.7996263594292814,Iris-virginica
+71,6.699263398764192,3.0,4.995402553773338,1.702197359780482,Iris-versicolor
+72,6.69753358993525,2.5007208492983835,5.913334468188514,1.7794531253868136,Iris-virginica
+73,6.480011471215316,2.939649659006775,4.341606740472313,1.3369425216791588,Iris-versicolor
+74,5.7904714740959875,2.7180250930582295,5.094908863055391,1.897373810188353,Iris-virginica
+75,7.64366046679393,2.822796360659036,6.6774760008583165,1.9754403177706272,Iris-virginica
+76,6.795848009327728,3.196648635378147,5.812525127791463,2.2792653073823885,Iris-virginica
+77,7.691330246440759,2.808420785942284,6.683688166112274,2.0156658682231803,Iris-virginica
+78,5.378055442105909,3.383286804715438,1.4838952866457664,0.3440745235423849,Iris-setosa
+79,5.898342573388843,3.0,5.0889762134505085,1.7887199976532506,Iris-virginica
+80,6.008377289669082,2.2026836147493287,4.070212013954795,1.0049572972276755,Iris-versicolor
+81,4.400000661584662,3.190791810612433,1.2633413009240324,0.19911001908060358,Iris-setosa
+82,5.890166105645557,3.0,5.105951637634722,1.804277164392536,Iris-virginica
+83,6.718607945254912,2.4909115997826032,5.9911664195667,1.8037788147303242,Iris-virginica
+84,5.546443820981559,2.670619544818742,4.454257935895551,1.2609847958746807,Iris-versicolor
+85,5.612779580199876,2.9134978416928976,4.014505578000064,1.2909855562935586,Iris-versicolor
+86,4.618679880079922,3.668138015888012,1.0,0.19149354924907225,Iris-setosa
+87,5.936686682748584,3.0,5.093048454146076,1.8394932739989196,Iris-virginica
+88,6.733883970046903,3.2678001216935653,5.792445230769809,2.1133172975088623,Iris-virginica
+89,4.842894896935531,3.0250207858933233,1.4683784869885816,0.10000009721465453,Iris-setosa
+90,5.6698195898237564,2.6020067670840974,4.072578615282801,1.1260626687695026,Iris-versicolor
+91,5.793930544331149,2.7223610766526805,4.173317663134075,1.0521735356671538,Iris-versicolor
+92,5.097949527875668,3.48645308881899,1.405243918067237,0.1973145388243372,Iris-setosa
+93,4.804977757013718,3.4022645880483,1.597636578915954,0.19473826984011192,Iris-setosa
+94,5.188495304231054,3.403909951923055,1.4093290879250548,0.2008118979032923,Iris-setosa
+95,5.724769062675592,2.7285666839160676,4.166699565861816,1.1600280748237244,Iris-versicolor
+96,5.860006832853187,2.7729775907522622,4.2002898434455735,1.0262578818856587,Iris-versicolor
+97,4.8143527523487215,3.0,1.3843692308668458,0.10000009218576317,Iris-setosa
+98,5.70394365012428,3.0,4.200726057350162,1.1965401788415095,Iris-versicolor
+99,4.486357098993761,2.258497388628037,1.2869506998087772,0.29131061465799823,Iris-setosa
+100,4.880429292123344,3.1008233140726045,1.4736381953638154,0.10000009929668757,Iris-setosa
+101,4.991233952357994,2.0,3.334694933604225,0.9478758137911423,Iris-versicolor
+102,7.674364229527338,2.5963069882174854,6.899998535403764,2.288031505093428,Iris-virginica
+103,5.788035203798105,2.6976313704641144,5.106502956548644,1.909387561289371,Iris-virginica
+104,6.033347024586907,3.0,5.250934757127128,1.8053663317251294,Iris-virginica
+105,5.777342966926424,2.690986452833197,4.0861944726118224,0.9649805291741114,Iris-versicolor
+106,5.669128304484239,3.0,4.165425661598512,1.2030257930054429,Iris-versicolor
+107,5.900416446899352,2.6985396983222016,5.075306373256902,1.9066077147085903,Iris-virginica
+108,5.371989426325951,3.7786634371193926,1.5143973123169878,0.37826567733406435,Iris-setosa
+109,6.714338181923602,3.0,4.990482338617847,1.708903046585524,Iris-versicolor
+110,4.4,3.2212931422929203,1.2832485457339404,0.20164742353224163,Iris-setosa
+111,5.799781618646269,2.6924141658407272,5.11678738614488,1.8912364130484283,Iris-virginica
+112,5.013325403430537,3.0,1.5819627879299913,0.1975318514073891,Iris-setosa
+113,5.883395842057914,3.0,5.093753617121103,1.8034486153237106,Iris-virginica
+114,7.289039931852776,2.881408957927199,6.25700644684561,1.7920901171541135,Iris-virginica
+115,5.807676375791898,2.7077353375986615,5.103044322028286,1.8990175405752485,Iris-virginica
+116,5.808196448727938,2.6913877018657626,4.172917769031196,1.0074897436337145,Iris-versicolor
+117,4.792050752567868,3.3820793589308384,1.8616707892771875,0.20026614965946776,Iris-setosa
+118,5.940181710457424,2.7727212555999996,5.357422327285075,1.865069372054588,Iris-virginica
+119,5.070651883588917,3.4962727148119317,1.392058831721597,0.1987556292737156,Iris-setosa
diff --git a/iris/tab_ddpm/5_4/18/test.csv b/iris/tab_ddpm/5_4/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/18/train.csv b/iris/tab_ddpm/5_4/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/18/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/18/val.csv b/iris/tab_ddpm/5_4/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/19/synth.csv b/iris/tab_ddpm/5_4/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..50f33ebb1cb7b5506809fffbdeffe5adf28b1559
--- /dev/null
+++ b/iris/tab_ddpm/5_4/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.967152234064673,3.0,5.134595159270491,1.7952443785184777,Iris-virginica
+1,5.417634226055333,3.9155824454259824,1.2755282965881312,0.45404919406982786,Iris-setosa
+2,7.125484644196517,2.679410194329782,6.207926399990976,1.8047450890581236,Iris-virginica
+3,6.558991160015674,3.1631304458739375,5.313158220895662,1.9872245340003138,Iris-virginica
+4,7.671699376527817,2.624333287791691,6.9,2.2976120395439614,Iris-virginica
+5,6.4490848215818914,3.0,5.540867358072466,1.8060902010816993,Iris-virginica
+6,4.84728624453273,3.378616416802563,1.9695396413099773,0.21746752262146812,Iris-setosa
+7,6.335834085831455,2.9196807005997396,5.577490859342906,1.8067156488045681,Iris-virginica
+8,6.790523124226832,2.8068497018245737,4.836683348327513,1.4129494286018018,Iris-versicolor
+9,7.715713441583084,2.5872778677960726,6.9,2.300725883027427,Iris-virginica
+10,4.8956496879995095,3.069942949593774,1.5045026233860515,0.10000009411841022,Iris-setosa
+11,6.008552294005967,3.399562680633168,4.483263379421124,1.6045134228854092,Iris-versicolor
+12,4.823377349721424,3.0,1.3994969581863856,0.10000011901952899,Iris-setosa
+13,6.722037687167522,3.0,4.9991677494046876,1.6879008191536007,Iris-versicolor
+14,7.72458045758612,2.795897703798671,6.72791723357313,2.0257041754699543,Iris-virginica
+15,5.124637870606446,3.595967067297272,1.4192468893701793,0.19941713911324038,Iris-setosa
+16,6.598871034578699,3.0,4.475042392407942,1.4351428504917474,Iris-versicolor
+17,5.760555215135355,2.6891594914492547,5.092268616885955,1.901043681177042,Iris-virginica
+18,6.460990207643963,2.932752540341239,4.3380356385630225,1.3269558874545018,Iris-versicolor
+19,5.950496259739903,3.0,5.140750495709559,1.7971012898911074,Iris-virginica
+20,5.781728542261588,2.7157398309677947,5.115791246115042,1.8930891881088008,Iris-virginica
+21,6.199861809486855,2.919200735563467,5.519761211882766,1.799172774746734,Iris-virginica
+22,5.524406364439129,4.199999199112535,1.408150599118134,0.2017124609887633,Iris-setosa
+23,4.914816887483344,3.0,1.4077904719147474,0.19546942551664354,Iris-setosa
+24,7.666571646904343,2.8195331673853614,6.687953634541615,1.964947718710039,Iris-virginica
+25,7.267206528941857,2.90981105366682,6.215235416406879,1.8072266792269494,Iris-virginica
+26,6.696859909435065,3.3157796736674734,5.676433386081009,2.5,Iris-virginica
+27,5.687715322888269,2.9974979176603616,4.202182618816002,1.2626863394557848,Iris-versicolor
+28,5.816061978928297,2.7022781666402924,4.053558001000131,1.0099718135324163,Iris-versicolor
+29,6.693404017693389,3.3172349713661227,5.705890640902748,2.5,Iris-virginica
+30,5.433657580747384,3.0,4.46742595521915,1.52475318413028,Iris-versicolor
+31,7.66782241567973,2.613855554783303,6.8999989010329585,2.286690507211585,Iris-virginica
+32,6.301268494537195,2.5328889976035267,4.9779306267539,1.882840172696844,Iris-virginica
+33,4.603427562679166,3.6059739346047115,1.0,0.1982078907313268,Iris-setosa
+34,6.479923019051084,3.0,4.422522879214764,1.3907472588974201,Iris-versicolor
+35,5.515410436479069,2.4309738830210694,3.7317870054004447,1.0178207172096303,Iris-versicolor
+36,6.684017585472255,3.1755913520947647,5.386590349109791,2.172601613006138,Iris-virginica
+37,5.0279755856802355,3.550696581590305,1.4000528460114263,0.2010461202559937,Iris-setosa
+38,6.418922826759872,3.0,5.547199263975402,1.800399416408704,Iris-virginica
+39,5.394855544160896,3.8409055377169143,1.3510231558714991,0.3350707287754708,Iris-setosa
+40,5.696744871232088,2.800416132708139,4.5138435729813295,1.3098961422416746,Iris-versicolor
+41,7.692026268049189,2.582465081157972,6.9,2.2991619881744954,Iris-virginica
+42,5.350926083393656,3.848589817356133,1.3516048778089214,0.33874460412860485,Iris-setosa
+43,6.0670502876677,3.3878452412925157,4.544747849609451,1.6140423297213422,Iris-versicolor
+44,5.7022825953881275,3.0,4.543294358351104,1.5403911712379956,Iris-versicolor
+45,5.418367552919663,3.411813315699607,1.760343305968933,0.2009615825869446,Iris-setosa
+46,5.114108162793172,3.2918362346030605,1.8182804225901816,0.446205891774958,Iris-setosa
+47,5.2316418746622455,3.4052913794631205,1.3987540914766574,0.1965963141863536,Iris-setosa
+48,4.806168974916733,3.3949466609792314,1.8741145508747068,0.2013629528415938,Iris-setosa
+49,5.759012207090972,2.8667276655213505,4.14034189203577,1.252452271534334,Iris-versicolor
+50,7.701205899830076,2.6218782883050538,6.899998354146872,2.3460897237008833,Iris-virginica
+51,7.110017206915942,3.0,5.9509677987148795,2.03793286791564,Iris-virginica
+52,5.398334513083466,3.387716919123989,1.5094701196823002,0.4282778405828273,Iris-setosa
+53,5.508691105540525,3.0,4.48101142032785,1.4869602277750003,Iris-versicolor
+54,6.808546180673089,2.794445368738574,4.817199201669048,1.3966473906229788,Iris-versicolor
+55,6.710439659319064,2.502971865828123,5.804353114705393,1.7955457155818866,Iris-virginica
+56,4.498887506148713,2.319396934039272,1.2915911658519739,0.3161718358077067,Iris-setosa
+57,5.858430565130842,3.0,4.4860926429140555,1.3585054933675806,Iris-versicolor
+58,5.529668541856411,2.6057895309526398,4.4048630876862385,1.2248217855328016,Iris-versicolor
+59,4.782663657210976,3.379478148212228,1.938317240205884,0.19589637704266893,Iris-setosa
+60,6.339173200341469,2.8605946282461834,4.295249895737089,1.2687855065247984,Iris-versicolor
+61,7.9,3.8429637535785814,6.430143966254337,2.032430670032298,Iris-virginica
+62,6.253078807453726,3.340971190992949,4.683780829171426,1.6089258375274405,Iris-versicolor
+63,5.086725258257163,3.491476975102311,1.3913443359641242,0.19842763467599395,Iris-setosa
+64,7.140977905671846,3.0,5.963070959781857,2.0947644524973996,Iris-virginica
+65,7.9,3.701321639660589,6.402605559485055,2.0208325635130437,Iris-virginica
+66,4.906330953526483,2.3760742112749638,3.3044721274650017,0.9455843666657926,Iris-versicolor
+67,5.095641160934177,3.4713565661718975,1.3988859084377099,0.19812165728719267,Iris-setosa
+68,6.637662999632132,3.0,4.977264510053747,1.7332687042469126,Iris-versicolor
+69,5.891959566925328,2.934103096272811,4.526922974966288,1.465442728606045,Iris-versicolor
+70,6.898418824077833,3.1093769951348795,5.078611154595548,2.2994766219676666,Iris-virginica
+71,6.308205636197579,2.459486975759572,4.996291111435185,1.9036339636310917,Iris-virginica
+72,5.484406667760533,4.2,1.4082273661425706,0.1996256990021406,Iris-setosa
+73,7.6549487898603035,3.0,6.6491241142502595,2.0985178398141393,Iris-virginica
+74,7.702994178166084,2.806437449275132,6.6732490902891035,1.994052065886986,Iris-virginica
+75,4.943256405349382,2.403479079129765,3.349765840987626,1.0057952636703937,Iris-versicolor
+76,5.684111829770404,3.0,4.2070481581373596,1.2434543391460227,Iris-versicolor
+77,7.258336763862336,2.8898367196334216,6.2330621878797015,1.7943638289181942,Iris-virginica
+78,5.58974576144046,3.0,4.086144335825992,1.2946149310528419,Iris-versicolor
+79,5.698123573420113,2.89488935472215,4.165760956869938,1.2909937072889486,Iris-versicolor
+80,5.703086199264044,2.7899655778408676,4.462728180702304,1.2946303909882677,Iris-versicolor
+81,6.269714541165086,3.3160528144323433,4.688604253685593,1.6175086965130498,Iris-versicolor
+82,5.006143755709774,3.0,1.7377799695177447,0.20218988767356166,Iris-setosa
+83,5.313211383622153,2.405979392054389,3.5716199287555845,0.957228204153125,Iris-versicolor
+84,5.864795448804474,2.939956923402978,4.524077712211216,1.4065651867586166,Iris-versicolor
+85,4.607195039248748,3.582541205147782,1.0000004501212592,0.2014513281171306,Iris-setosa
+86,5.416899091498057,3.4084746514170465,1.8093172820327188,0.2023475337229233,Iris-setosa
+87,5.502434024289172,3.0,4.524975452267896,1.5045824677015833,Iris-versicolor
+88,6.040942303817685,3.0,4.580312606845709,1.473508628028259,Iris-versicolor
+89,5.682882288437501,2.5357489373832527,3.9747887695626773,1.04303490753693,Iris-versicolor
+90,6.703153686586435,3.3186091375124342,5.714960618865205,2.5,Iris-virginica
+91,5.002720356894656,3.41372039453547,1.5749015449469381,0.4351237376404373,Iris-setosa
+92,5.531825065294401,3.0,4.513491402581594,1.4783795415384888,Iris-versicolor
+93,5.634002030648488,2.635999138865344,4.376247850708264,1.2212630080708582,Iris-versicolor
+94,6.81647840556565,3.21398057212537,5.8250024642094385,2.2993627999173722,Iris-virginica
+95,6.686540333923299,3.112647441432855,4.659896040805674,1.4908256964239794,Iris-versicolor
+96,5.7758097361814364,2.711923956685771,5.111064322742944,1.898010896555265,Iris-virginica
+97,4.586491044124508,3.5900743514313116,1.0,0.2026797858656397,Iris-setosa
+98,5.988161789538202,2.208741611166339,3.9856181196124627,1.011236189415176,Iris-versicolor
+99,4.855060947272492,3.0287978806979248,1.468403869355995,0.1,Iris-setosa
+100,5.063705091506904,3.5712954664135736,1.3914420641062768,0.19990602006038471,Iris-setosa
+101,5.7659793089761635,2.837170765087318,4.493540803439683,1.3755765516727678,Iris-versicolor
+102,5.3215400564721405,3.744100696558974,1.5203870682651974,0.20404837506530513,Iris-setosa
+103,5.535877098761775,2.4353254445120394,3.763493320568197,1.0011319797137934,Iris-versicolor
+104,5.550449946356137,4.2,1.400632058736179,0.2074580169370789,Iris-setosa
+105,5.967531321862752,3.4082405141054903,4.430146603830845,1.6027552253096298,Iris-versicolor
+106,5.084661855412264,3.6997111893109604,1.5008288826100058,0.4038292563407772,Iris-setosa
+107,7.624955788957427,3.0,6.631213187263341,2.0917286470913803,Iris-virginica
+108,7.226222692428721,2.8938114645404878,6.255300660095072,1.8004221153389768,Iris-virginica
+109,6.181599726928137,2.2157860948144497,4.4527780464346955,1.4315473369415508,Iris-versicolor
+110,4.400000975037725,3.20482182593933,1.293172996113155,0.20382058303362618,Iris-setosa
+111,5.3683567591025385,3.392247470853489,1.6262364423550653,0.19864958013784967,Iris-setosa
+112,7.273272775963142,2.953428554145974,6.243331325487678,1.920588842524933,Iris-virginica
+113,5.01207164208741,2.0,3.455477400848935,1.013662092383377,Iris-versicolor
+114,5.019588117153356,3.5950157185114384,1.4006552817171984,0.20060057475578996,Iris-setosa
+115,7.9,3.7803664550410296,6.3962823156890805,2.0059256621167965,Iris-virginica
+116,5.893072102133114,2.9182182648550516,4.501355623327042,1.4887369708111646,Iris-versicolor
+117,7.639749936592461,2.8125053204891275,6.642705612954321,1.9637185110549162,Iris-virginica
+118,4.502121065120134,2.3129493029959036,1.3053644160826958,0.296147878607924,Iris-setosa
+119,4.787720355000949,3.0,1.3935808886231844,0.2972536374837577,Iris-setosa
diff --git a/iris/tab_ddpm/5_4/19/test.csv b/iris/tab_ddpm/5_4/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/19/train.csv b/iris/tab_ddpm/5_4/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/19/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/19/val.csv b/iris/tab_ddpm/5_4/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/2/synth.csv b/iris/tab_ddpm/5_4/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2c8ab238ab9259ace999a63d5d1cc2116e687130
--- /dev/null
+++ b/iris/tab_ddpm/5_4/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.290620349710473,2.716943972910239,4.884596594273559,1.8077553747958008,Iris-virginica
+1,4.597172984597112,3.659048126135986,1.0000003703695972,0.20296375567714545,Iris-setosa
+2,6.544317045681298,3.0,5.51731833569966,1.8068251205425776,Iris-virginica
+3,6.86673801679655,2.7982097308852834,4.788479457699315,1.3921673353813953,Iris-versicolor
+4,6.1989627142174,3.3936755901539293,5.461404733850026,2.2827034425468753,Iris-virginica
+5,5.01709643333752,2.0000006946426976,3.534560264761083,1.0110950449775835,Iris-versicolor
+6,4.991126551032045,3.0,1.5731348672065164,0.19945913435035062,Iris-setosa
+7,4.791638703179893,3.3719859671245755,1.5654772587448644,0.19830491926348032,Iris-setosa
+8,5.494510665937247,3.0,4.475986395511319,1.479785758038723,Iris-versicolor
+9,5.595970427472051,3.0,4.527518863118881,1.5507275208486415,Iris-versicolor
+10,5.547540961683166,4.199998943772404,1.4063365071680691,0.20542950686443098,Iris-setosa
+11,5.833462821949318,2.73556790679809,4.19310420446135,0.9881839449535983,Iris-versicolor
+12,5.67936099099633,3.0,4.077419286832413,1.2765382135906325,Iris-versicolor
+13,6.357965949101141,2.9346489425890914,5.554950324326115,1.7962969223080456,Iris-virginica
+14,5.789552783312989,2.692954879624557,5.090734526227076,1.9101331998919304,Iris-virginica
+15,5.709039233957009,2.891504225685898,4.203516630547727,1.2992758527872175,Iris-versicolor
+16,6.288398277296553,2.675110071351643,4.922400421247675,1.8037978301499187,Iris-virginica
+17,5.250075805886363,3.57501366506351,1.4526456953588642,0.20057630771356427,Iris-setosa
+18,7.718486214825829,2.61060501896521,6.9,2.2984637728195434,Iris-virginica
+19,5.005371024697791,3.4178096650467213,1.5736421078588068,0.42884496001093275,Iris-setosa
+20,7.734070040513316,2.601819282060014,6.9,2.297956256902533,Iris-virginica
+21,5.793291795713173,2.714583158188102,5.093280588558767,1.910964013740447,Iris-virginica
+22,5.8071975670012135,2.693687892391089,5.090924937765965,1.9156071473508756,Iris-virginica
+23,6.205547851815667,3.3831952050279495,5.392993995794276,2.3075816007455057,Iris-virginica
+24,5.577398872941596,2.552872529174852,3.9352490011929535,1.116246127692083,Iris-versicolor
+25,5.017522501307651,3.5052324463030953,1.5440555330983055,0.3369715018066981,Iris-setosa
+26,7.699232415799639,2.798770373650432,6.691163945035763,2.018757194086332,Iris-virginica
+27,4.805707226225291,3.393442609578302,2.06013246953071,0.20136496333520315,Iris-setosa
+28,5.0590928372159985,3.611715646565356,1.4895097441740182,0.26850738693286014,Iris-setosa
+29,5.507749483756718,3.0,4.4995108123345275,1.4878348182704375,Iris-versicolor
+30,4.400000494771475,3.2151317348637787,1.301531149070895,0.19060772637870643,Iris-setosa
+31,5.475501966137341,4.199999296643696,1.3724682090867881,0.20090437587122578,Iris-setosa
+32,6.007799760817993,2.2047165562170523,4.051882796134425,0.9789907798345094,Iris-versicolor
+33,4.894512464777832,2.4260147545112964,3.3211633324538976,1.0100200224540752,Iris-versicolor
+34,7.705998002286051,2.5837120907408435,6.9,2.290944716783864,Iris-virginica
+35,5.631912717590583,2.9397478109814528,3.7483364539768838,1.3106769576468464,Iris-versicolor
+36,4.907732111577792,2.3942793932301765,3.2587089709000443,0.9945618270126559,Iris-versicolor
+37,7.9,3.8059472196357826,6.376596335555499,2.017290560229771,Iris-virginica
+38,6.707259589861613,3.109255118155082,4.6976127982153475,1.4822518077576605,Iris-versicolor
+39,5.118071899495181,3.3040453510854126,1.5756372590510077,0.4414419744716685,Iris-setosa
+40,5.489892846540051,3.0,4.510391122712463,1.506087914011328,Iris-versicolor
+41,5.493273958506533,4.2,1.4041279206351889,0.19612457818682744,Iris-setosa
+42,7.534111699798607,3.0,6.516336243704396,2.0819192965771824,Iris-virginica
+43,6.308742730015615,3.2898496317071313,4.702475926016058,1.5888327294598248,Iris-versicolor
+44,5.670703788074224,2.872661463251367,3.911071565101232,1.2983573408185907,Iris-versicolor
+45,4.904683343796676,2.407243527168281,3.3775716255582333,1.0280289633935862,Iris-versicolor
+46,6.1900397339524025,2.193488330186056,4.52509161045573,1.4912879188754706,Iris-versicolor
+47,6.207572500930137,3.3371592470374107,4.63738111099969,1.6616573950762548,Iris-versicolor
+48,6.218663327609551,3.3951945808295223,5.4479345256375655,2.295860755621359,Iris-virginica
+49,4.79920184216617,3.0,1.4070234052169868,0.2970768272553165,Iris-setosa
+50,5.710968017080674,2.7442810148431436,4.335535343574617,1.2732335906217915,Iris-versicolor
+51,5.403777920427199,3.9135158244263937,1.2794519350233062,0.341902144786064,Iris-setosa
+52,4.783343770859764,3.408069332229798,1.6724402480136944,0.20093760375654537,Iris-setosa
+53,5.824403464318282,2.838171049760498,4.528583905854139,1.352972525516601,Iris-versicolor
+54,5.009623310834553,3.0,1.5749988935599424,0.1955519457196252,Iris-setosa
+55,6.5049526110543825,3.0,5.846208352444015,2.2168895572354073,Iris-virginica
+56,5.431270453544464,3.3918502241474027,1.7518051383816482,0.19835647286297775,Iris-setosa
+57,5.801873127865153,2.7202225696315114,4.140117647118264,1.0425797687455152,Iris-versicolor
+58,5.590505438913091,2.9601113990233943,3.791643612911444,1.308681510864025,Iris-versicolor
+59,6.803185760048169,3.2270165036332727,5.908933502862739,2.310676911927735,Iris-virginica
+60,6.748219761909715,3.0,5.910227213708399,2.1810759083933595,Iris-virginica
+61,5.693997672833934,3.0,4.519872361423554,1.52786297645064,Iris-versicolor
+62,6.402584087905657,3.253034558486072,4.7221443464713,1.5741269773966875,Iris-versicolor
+63,6.703581620553346,3.0,4.996494391112782,1.6965833497295113,Iris-versicolor
+64,5.1720543834603845,3.5212045011919693,1.4336595962534333,0.20628883091326533,Iris-setosa
+65,4.4,3.2258645593034854,1.3043501427291084,0.20065031340305034,Iris-setosa
+66,5.534333839042035,3.0,4.503986066739823,1.4881293557138677,Iris-versicolor
+67,5.639385756042986,2.962713453199867,4.483233420835808,1.4534519436599393,Iris-versicolor
+68,5.915783939836156,3.201963512843096,4.8105209306743095,1.776422729671275,Iris-versicolor
+69,6.793391763636099,3.200825079198632,5.798402029095322,2.314274914033965,Iris-virginica
+70,5.201261895518731,3.3883319094444078,1.405626480126964,0.19989571307882387,Iris-setosa
+71,5.991004777209291,3.383541496274524,4.490267022035717,1.6137637085796253,Iris-versicolor
+72,5.813843707845418,2.7937830229733476,5.112055008650149,2.3957076111742515,Iris-virginica
+73,5.611953688060169,2.891721730414607,3.571033163567996,1.3028023376601379,Iris-versicolor
+74,7.709042340299396,2.616770873617638,6.899998548638482,2.30539142393665,Iris-virginica
+75,5.783474533289858,2.6811683152245114,5.122399572746624,1.9022252472260734,Iris-virginica
+76,5.492177234311669,2.572603284634028,4.298202422876418,1.1612340418635687,Iris-versicolor
+77,5.649417849015693,2.8510743892984642,3.6788241217132023,1.283429191525725,Iris-versicolor
+78,4.867687045858744,3.0,1.379500026275367,0.22084523081372937,Iris-setosa
+79,5.806046911166867,2.716191068353869,5.095675886408758,1.8910314477928254,Iris-virginica
+80,5.000211666610857,2.0000006968516315,3.4688670677082643,0.9752858761529386,Iris-versicolor
+81,6.676902138627839,3.0,4.999669104957375,1.7035707646522888,Iris-versicolor
+82,4.790281579923356,3.0,1.3988152814176715,0.31237552262425233,Iris-setosa
+83,6.057377049459308,2.215117522888999,4.099426626827914,1.0778941697405287,Iris-versicolor
+84,4.602510900404043,3.1865881662671587,1.3687332837989024,0.20295406286571827,Iris-setosa
+85,6.464007149132157,3.0217783579973374,5.288711904546371,1.9024479574718833,Iris-virginica
+86,5.551309587665908,3.0,4.242339160487826,1.3513708153943638,Iris-versicolor
+87,5.63369326660901,2.9056980674441695,3.7898220362220614,1.3049405477923626,Iris-versicolor
+88,6.848362477672891,2.7972351132446436,4.7912676998109855,1.3929680999216594,Iris-versicolor
+89,6.686439220163479,3.2803959026295257,5.616291611611866,2.0874958642632517,Iris-virginica
+90,5.582743397781382,2.5462433433741913,3.8836454297187517,1.110946982456459,Iris-versicolor
+91,4.906828677554437,2.3937267358647274,3.4557692391099155,0.9990772007648911,Iris-versicolor
+92,5.207914058666181,3.39330743679953,1.3884665556806857,0.20079441777261917,Iris-setosa
+93,5.553250667676656,2.679768231606361,4.442534382573906,1.221849692332051,Iris-versicolor
+94,6.797756465091157,2.809816464378467,4.756945434276105,1.3918767933117309,Iris-versicolor
+95,6.704487479545574,3.0,4.968965365013445,1.6898807046264994,Iris-versicolor
+96,6.661496011710712,3.0,4.954958549364553,1.6933073633563656,Iris-versicolor
+97,6.270550403399235,2.51283479964514,5.018494416316448,1.8821814171285285,Iris-virginica
+98,4.597457916494257,3.611206638227063,1.0000003692045785,0.19048455274530268,Iris-setosa
+99,5.60190951974293,2.507136187681421,4.074545148686312,1.1189487844423676,Iris-versicolor
+100,5.83882071740086,2.906506103367641,4.436781588050105,1.377177300043682,Iris-versicolor
+101,5.590937815158233,2.513077862356488,4.0130070271661475,1.1079475589327374,Iris-versicolor
+102,5.4535238027087605,3.0,4.497328874478779,1.4983782162540777,Iris-versicolor
+103,6.692070133543734,3.090836129359367,4.66680999200195,1.4835516906626038,Iris-versicolor
+104,6.036234844386738,2.841104875962608,4.2766942795669305,1.216317151423697,Iris-versicolor
+105,5.783628132058053,2.817099963142286,5.110983555372543,2.401228818367694,Iris-virginica
+106,4.400000453864165,3.229351663214751,1.2985592293697807,0.19582064376409689,Iris-setosa
+107,5.073989124056006,3.6941824763684914,1.491957948109014,0.3823538504819735,Iris-setosa
+108,5.758063903282599,2.6467694034911173,3.962973619946726,1.0501392467956563,Iris-versicolor
+109,5.349786509302453,3.3806478073837076,1.521526499551555,0.4610586785426075,Iris-setosa
+110,5.7057549571314805,3.803426990317953,1.6071459197538507,0.3139796594448876,Iris-setosa
+111,6.71380364285366,3.315339966701395,5.737565244689384,2.5,Iris-virginica
+112,6.041019199947412,2.930428663833421,4.522436525628035,1.501100276967125,Iris-versicolor
+113,4.795377566919293,3.393705400628632,1.9171515936576322,0.20252189601156298,Iris-setosa
+114,4.788818835975579,3.0,1.3989662598698418,0.34555208785592234,Iris-setosa
+115,4.4,3.165537509758561,1.3020730405043779,0.20225333126607145,Iris-setosa
+116,5.2111484356430555,3.4029351633242935,1.3997429217175772,0.20273241674855313,Iris-setosa
+117,6.666973997887287,2.5165800222975903,5.681278388536383,1.7925442202257953,Iris-virginica
+118,6.264701698817592,2.8835688680476803,5.559125531689645,1.8074349103609557,Iris-virginica
+119,5.266559760320037,3.641137451049613,1.4767466277073817,0.20092343457534892,Iris-setosa
diff --git a/iris/tab_ddpm/5_4/2/test.csv b/iris/tab_ddpm/5_4/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/2/train.csv b/iris/tab_ddpm/5_4/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/2/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/2/val.csv b/iris/tab_ddpm/5_4/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/20/synth.csv b/iris/tab_ddpm/5_4/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bb688fe8b5b7c144417e0100f995aa0cac4d98e2
--- /dev/null
+++ b/iris/tab_ddpm/5_4/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.925730976061862,3.1959452175165803,4.793236267020006,1.819108868520844,Iris-versicolor
+1,5.469138184290441,3.0,4.49059748710785,1.495669726320877,Iris-versicolor
+2,6.5903224246361,3.267001388646082,5.46404563420996,2.041186632743392,Iris-virginica
+3,6.531296098809419,3.0,5.821522959913638,2.2060182793863437,Iris-virginica
+4,5.686108627886822,2.782595583194507,4.491903568573756,1.2893335506079941,Iris-versicolor
+5,7.708382914050304,2.6321872362857306,6.9,2.309131395384969,Iris-virginica
+6,5.672752960126648,3.0,4.177174870200659,1.2442122694140836,Iris-versicolor
+7,6.6855346898990415,3.3164790151556227,5.688991006659352,2.5,Iris-virginica
+8,5.678300316530155,3.0,4.1754782216259,1.2430115543725622,Iris-versicolor
+9,5.1133376703751034,3.309446652170857,1.7166882241722254,0.5173691144299543,Iris-setosa
+10,6.531960740065888,3.2105934124281763,5.124464675448982,2.0288221892975935,Iris-virginica
+11,6.52529063516801,3.2118388463497283,5.17729536249575,1.9784993405626055,Iris-virginica
+12,4.992793404582793,2.0000004953569332,3.5020712046430775,1.0320213645524126,Iris-versicolor
+13,5.576988372335163,3.0,4.480947716896591,1.5150878245322,Iris-versicolor
+14,5.915231066127382,3.0,5.143324881246309,1.804226413841021,Iris-virginica
+15,4.50142853672738,2.315888363625653,1.2886151157158952,0.3156386185610597,Iris-setosa
+16,6.309310755133936,2.5029972185111107,4.980430468702401,1.8950286902423985,Iris-virginica
+17,5.544006816459872,3.0,4.525219875325503,1.5468097675537895,Iris-versicolor
+18,6.692068924762232,3.30164030116107,5.705974727650078,2.4999995653349094,Iris-virginica
+19,6.192946195406585,3.386579079176263,5.422822693639637,2.305944343040751,Iris-virginica
+20,5.640618732635683,2.6095927583393532,4.2159607979012685,1.1868298819577614,Iris-versicolor
+21,5.374985984203201,3.909262174987101,1.29620955356588,0.43818074086739245,Iris-setosa
+22,6.038568430950868,2.2061158859375016,3.9998635611656495,0.9996943081253487,Iris-versicolor
+23,4.892623620941123,3.0567340758593504,1.4691698986345596,0.1,Iris-setosa
+24,4.89929530615812,2.439778554561957,3.4057735177324107,0.9748172350572344,Iris-versicolor
+25,6.088310618440367,2.806849522275345,4.688706433592568,1.2147577887064382,Iris-versicolor
+26,6.4913131377997235,3.0,5.783781257761711,2.236160151147266,Iris-virginica
+27,4.400000453404529,3.2007598678473936,1.290496056844431,0.1981729233783752,Iris-setosa
+28,5.200840764750442,3.410460564438522,1.4004282232164562,0.20297727972065416,Iris-setosa
+29,5.932643916668383,3.0,5.1262029242467735,1.8129226061018513,Iris-virginica
+30,6.260327710063721,3.247388584997235,4.701587604239293,1.606793268666674,Iris-versicolor
+31,6.303309051284896,2.749845060044272,4.90628371034795,1.7970069402662303,Iris-virginica
+32,6.205531324001857,2.188015754511984,4.511662104439774,1.5064734984169765,Iris-versicolor
+33,6.385780155861687,3.339687533375835,5.262815610636192,2.1270544172337367,Iris-virginica
+34,7.727017170625053,2.5624204845434546,6.9,2.3023879468614323,Iris-virginica
+35,5.177042758268099,3.6644128654693437,1.469788430482057,0.20484401810868003,Iris-setosa
+36,5.489777135881295,4.2,1.3753465435412335,0.1960649331249953,Iris-setosa
+37,7.681297663204681,2.602540974929905,6.899998685797366,2.3087281357134897,Iris-virginica
+38,6.283029146358272,3.0,5.098175775566162,1.7834918898078889,Iris-virginica
+39,6.2359304310068735,3.396353031118985,5.367498560010363,2.3087204078454517,Iris-virginica
+40,6.687134160031462,3.2981962617980285,5.7492105615557145,2.5,Iris-virginica
+41,5.55713977353085,2.441576043989092,3.767497054779076,1.0308274095111465,Iris-versicolor
+42,6.093785990260611,3.0,4.5841971251033256,1.3897029804368397,Iris-versicolor
+43,6.078195184147491,3.3324915257762053,4.556655384855726,1.5636506711358387,Iris-versicolor
+44,6.706960802638435,2.7491492986430695,4.697899446248694,1.3861436443606907,Iris-versicolor
+45,6.020836807774221,3.3458605520588653,4.6714378862724235,1.699428455777955,Iris-versicolor
+46,4.97496359051629,3.626767919784311,1.402401894530398,0.20210791896755573,Iris-setosa
+47,7.7032160082833485,2.6044396341367286,6.899998550292681,2.29537379479884,Iris-virginica
+48,4.588288773326691,3.2310950115546513,1.4055137024301536,0.19826978728313677,Iris-setosa
+49,5.138459422732959,3.321018102687106,1.610189687727115,0.48749832460183995,Iris-setosa
+50,7.6951178443911425,2.6262591495344134,6.9,2.29769637759799,Iris-virginica
+51,7.695209878361518,2.6128111855976117,6.9,2.3010873233333085,Iris-virginica
+52,6.230415305755739,3.387888418714747,5.426055163385291,2.308230742977133,Iris-virginica
+53,5.888936239567112,3.0,4.5306323145816965,1.5298722611105993,Iris-versicolor
+54,5.77883431752324,2.7019862845602356,5.099425119117331,1.9048662141327721,Iris-virginica
+55,4.785498419857889,3.3985180817131684,1.735062881952278,0.19555818061632949,Iris-setosa
+56,5.8041982625328,2.7060911758376403,5.106374791074946,1.9108453535013008,Iris-virginica
+57,5.455183715445549,3.3972843824124332,1.672202520440831,0.20067305150147965,Iris-setosa
+58,7.69239479664244,2.8287269071632144,6.656318826618635,1.980882140169466,Iris-virginica
+59,6.770570300911333,3.2425263199823764,5.8271486892364655,2.237041223301596,Iris-virginica
+60,6.600710532290886,3.0,4.425191632010786,1.4004368086539598,Iris-versicolor
+61,6.690901050704289,3.3010063815771624,5.716487861614993,2.5,Iris-virginica
+62,5.112760475447251,3.284180752157204,1.595079593647331,0.4870929805058333,Iris-setosa
+63,6.293656176151745,3.2758118055221512,4.772385481171462,1.6523749899300775,Iris-versicolor
+64,6.42447833004151,2.98911926953235,5.518217659669618,1.8057049701890846,Iris-virginica
+65,6.291359141910743,2.897411233239403,5.581982422974538,1.7933628838998967,Iris-virginica
+66,7.9,3.7646782338030964,6.387247883955932,1.9969920388301479,Iris-virginica
+67,6.9194936160530975,3.0,5.768290258973196,2.1529449258906963,Iris-virginica
+68,4.615309387656043,3.1714655604504114,1.4045349193371233,0.2018959900890433,Iris-setosa
+69,5.49047353153982,2.389031046976792,3.7107073836828737,1.0197670137590678,Iris-versicolor
+70,7.698720955117343,2.544318404743299,6.9,2.303111404167548,Iris-virginica
+71,5.704184626602329,3.0,4.185361705681194,1.2189002863129046,Iris-versicolor
+72,4.892724660043679,3.077405829799224,1.472662451918449,0.1,Iris-setosa
+73,6.100141224868375,2.983675212110448,4.569952269256257,1.3550892409587463,Iris-versicolor
+74,5.012183174115505,3.0,1.5744159819687167,0.19783085599648348,Iris-setosa
+75,6.208104105707675,2.902361509235251,5.5946586493630805,1.8118295981197563,Iris-virginica
+76,7.685289249649565,2.844842369321198,6.686747173600248,2.01645717793839,Iris-virginica
+77,4.78022299106673,3.0,1.3490808176192315,0.1,Iris-setosa
+78,5.4929654564733585,3.0,4.476657245803989,1.505101542635769,Iris-versicolor
+79,6.8974359798136815,3.1178872956162804,5.086321404922112,2.3160982537538284,Iris-virginica
+80,6.69438196899563,3.099049678183267,4.668564287971263,1.483153176543846,Iris-versicolor
+81,5.979352432148967,3.3902321931018067,4.464500242027496,1.6010453724314095,Iris-versicolor
+82,6.302084733874012,2.511433840865412,4.989661979520914,1.9169278732508697,Iris-virginica
+83,5.681107441123752,3.7626096182524846,1.5661552634554021,0.2986554515202365,Iris-setosa
+84,5.739296330748681,2.750914323046101,4.542255550422082,1.270316438628836,Iris-versicolor
+85,7.671167447666938,2.790820528129955,6.673329664395182,1.9827594585470167,Iris-virginica
+86,5.49147249702312,4.2,1.4005619850439637,0.20377693994217735,Iris-setosa
+87,5.6011504423092955,3.0,4.066684511215385,1.2937207841188048,Iris-versicolor
+88,4.876865871303961,2.4164375149487873,3.4241495667128587,0.972923652986174,Iris-versicolor
+89,5.724151604836086,2.782416891207623,3.9653863934685343,1.1213740617052879,Iris-versicolor
+90,4.595604855131693,3.614219839882992,1.000000371895325,0.203564651674667,Iris-setosa
+91,5.468447178156595,3.4196794990127666,1.8479408784690003,0.19321944311142025,Iris-setosa
+92,6.6793557741920315,3.268657076285608,5.7185542836586,2.4999996199058305,Iris-virginica
+93,6.683438964554,3.305677112981307,5.672861222467796,2.4999995418622825,Iris-virginica
+94,7.0054754070348,3.100498097374549,5.109437493570266,2.2955763769763236,Iris-virginica
+95,6.655396193835662,3.185164329982109,5.123575785928763,2.1078918937838953,Iris-virginica
+96,4.847703388807218,3.3993447979349596,1.5571217750484465,0.20072843926995299,Iris-setosa
+97,6.115173902023369,3.326753990954777,4.643679200002763,1.664258824090092,Iris-versicolor
+98,5.812323638805518,2.736721717084354,4.1268067039480085,1.0366484198496158,Iris-versicolor
+99,5.918091790054379,3.1571453854086893,4.75556571504098,1.7754614903085117,Iris-versicolor
+100,5.6072522854326365,3.0,4.109788265095601,1.3012041320127654,Iris-versicolor
+101,5.006454186383924,3.388154383650601,1.5852161355448193,0.43562724236415773,Iris-setosa
+102,5.802898420021276,2.796819072839828,5.090303277191486,2.4024531561515134,Iris-virginica
+103,6.337975161446256,2.8899236416042173,5.588341250244365,1.814777151106753,Iris-virginica
+104,4.835122692293544,3.0,1.415697058980856,0.2712672550699242,Iris-setosa
+105,6.71655601115862,2.461615319602957,5.848723614185393,1.8005024339451747,Iris-virginica
+106,4.984844705620243,2.0,3.5302801663949044,1.0054546799872015,Iris-versicolor
+107,7.021062934001913,2.643154880670748,6.154287768079302,1.8302427804224257,Iris-virginica
+108,5.887618446375305,3.0,5.107700672311188,1.8065978908263058,Iris-virginica
+109,5.395467558360084,2.3566961949790093,3.534915989090686,0.8967289686767224,Iris-versicolor
+110,5.833322872281804,3.0875633069340154,4.673688550959578,1.6892510861651193,Iris-versicolor
+111,5.66463929975888,2.5916384465333167,4.0443566699544675,1.1446806404147154,Iris-versicolor
+112,5.5089606180474275,2.621560711473966,4.4206447792587005,1.2054799206353506,Iris-versicolor
+113,5.623564488649314,2.905339819968746,3.9220506836989406,1.2888059120237918,Iris-versicolor
+114,5.831455364141937,2.8945140370755036,4.339312739665711,1.3731639258281447,Iris-versicolor
+115,5.982582049680585,3.4145694418962025,4.526574753643478,1.5604222768826455,Iris-versicolor
+116,5.964252182765139,2.1886627882140246,3.9250361140858634,0.925374730784186,Iris-versicolor
+117,5.125793886745016,3.692152765473734,1.510634809370315,0.41123356540235034,Iris-setosa
+118,5.926781925688566,2.8320053809238948,4.576187130293267,1.2934141035119364,Iris-versicolor
+119,5.689512622253568,3.0,4.204211742296383,1.2264963419370114,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/20/test.csv b/iris/tab_ddpm/5_4/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/20/train.csv b/iris/tab_ddpm/5_4/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/20/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/20/val.csv b/iris/tab_ddpm/5_4/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/21/synth.csv b/iris/tab_ddpm/5_4/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1a413298a5ea41ca02d62eaba50643a3d88d4198
--- /dev/null
+++ b/iris/tab_ddpm/5_4/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.33382677403502,2.9246585698795737,5.376284524155487,1.8135026540648755,Iris-virginica
+1,5.7396970665911695,3.794102921244883,1.5738442168656093,0.29749559029304556,Iris-setosa
+2,6.702454551465308,3.0,4.9786116213049105,1.6942032514571088,Iris-versicolor
+3,4.4,3.194863742064661,1.2980256008405688,0.20179078871688044,Iris-setosa
+4,7.697597959355274,2.782955954194293,6.716910095496959,2.0342748075714527,Iris-virginica
+5,7.674168729408204,2.6257087363075495,6.899998807007757,2.301408608491603,Iris-virginica
+6,5.530092466425675,4.199998913115808,1.4003978386861158,0.2005959977110285,Iris-setosa
+7,6.189952208216186,2.180683419482927,4.500816034324845,1.5140316616288017,Iris-versicolor
+8,5.335764552687739,3.4126606400234722,1.4689168117538411,0.19994746315690534,Iris-setosa
+9,5.088643490935568,3.3250224278768132,1.809549839662547,0.4818778804166699,Iris-setosa
+10,5.844273648553494,2.8370363428396868,4.483109915825197,1.2174773608082707,Iris-versicolor
+11,6.034851066360337,3.0,4.557256374945386,1.3811399729406595,Iris-versicolor
+12,6.626781321438271,3.29744111136518,5.481057162324595,2.1279746095954066,Iris-virginica
+13,5.912636748775769,3.0,5.171187252174296,1.7887744432449983,Iris-virginica
+14,6.4887487101909,2.940889039306668,4.321114543186356,1.3370358388745998,Iris-versicolor
+15,6.715754662487636,3.2954312167553144,5.73667830783847,2.499999601737596,Iris-virginica
+16,5.454829976179305,3.4165699128112843,1.6279826008099902,0.2012464537454678,Iris-setosa
+17,4.9014045376135424,2.4014602121856283,3.354966069183008,0.95858071569099,Iris-versicolor
+18,4.903134505710239,3.0,1.380405931812698,0.1977222356192871,Iris-setosa
+19,7.595910309441601,3.0,6.5991967100399265,2.0887680955219574,Iris-virginica
+20,4.8882235913745085,3.090122489304433,1.498278160402845,0.10000011176619025,Iris-setosa
+21,6.300035877901046,3.3127268429496817,5.2639969723976465,2.174203624381353,Iris-virginica
+22,5.9406721589180504,2.919417415544072,4.509626650666154,1.518417388244311,Iris-versicolor
+23,4.799585074510238,3.0,1.3839975246508092,0.2909931645881379,Iris-setosa
+24,5.511529199320877,4.2,1.4041729139990524,0.19816173397858133,Iris-setosa
+25,5.090715881542754,3.6621496771259427,1.5166926812007517,0.4389375042160988,Iris-setosa
+26,4.899685642777696,3.1089440281082528,1.4875873863290296,0.1,Iris-setosa
+27,7.694257898379631,2.6179578613823598,6.89999855173236,2.278794646350631,Iris-virginica
+28,6.243501608248712,3.3955587287905495,5.455232252058402,2.301597495843742,Iris-virginica
+29,5.879471678803283,3.2113983837808746,4.779334912503495,1.8110191840287018,Iris-versicolor
+30,4.4000005573559156,3.206181900010694,1.2842921206881792,0.19945463827486354,Iris-setosa
+31,5.340346351468427,3.0,4.5106447916427115,1.5031241749883912,Iris-versicolor
+32,6.183378465311939,3.2842309660303886,5.4197294201879815,2.2860077807146983,Iris-virginica
+33,4.787841992430284,3.389428946710748,1.9575476769012237,0.18620821041307628,Iris-setosa
+34,5.0890895413453485,3.349895766904383,1.7566429869861424,0.42556753853351403,Iris-setosa
+35,5.197033749858012,3.3964365613632648,1.3749473166819957,0.1969972789129178,Iris-setosa
+36,6.085984680122419,2.79207582910719,4.690809726300102,1.1822908850175493,Iris-versicolor
+37,5.7902718825576285,2.7017410532799184,5.085002201863639,1.916858359055934,Iris-virginica
+38,5.351233552257054,3.7239855302049176,1.5101066164808898,0.20238131967706105,Iris-setosa
+39,6.7142538144649775,3.2893104375208804,5.721471992284818,2.0945268545833686,Iris-virginica
+40,4.857295071776605,3.0425676870244307,1.4646826868699596,0.10000011326528883,Iris-setosa
+41,6.371306581793869,2.8862744716949438,4.3050168409916845,1.2877529001074335,Iris-versicolor
+42,5.670557223343486,3.7892922274955088,1.5972217934762978,0.29182993387032025,Iris-setosa
+43,5.5338250672718265,2.580965379740061,4.349309824988478,1.1873109218687767,Iris-versicolor
+44,5.8030542745484786,2.8006361376213937,5.147983402184359,2.3967733342696165,Iris-virginica
+45,6.461205055958049,2.93579660752249,4.312008491467341,1.3422364093472334,Iris-versicolor
+46,5.546830923290846,2.400075106711426,3.686953845274367,0.97487800390476,Iris-versicolor
+47,5.212130342690938,3.63717290291898,1.472982476848255,0.2010468967183481,Iris-setosa
+48,7.690873024981604,2.8037888458665097,6.697319813555406,2.025981506921694,Iris-virginica
+49,5.79426687591046,2.8078418039955704,5.0987934551571215,2.4121816809443684,Iris-virginica
+50,4.880440796990718,3.0,1.4005717927738264,0.20251488131112208,Iris-setosa
+51,5.641230646869248,2.9960385715374684,4.351905862363209,1.37542443760355,Iris-versicolor
+52,5.559724164618553,3.0,4.22544106454094,1.3492535063753623,Iris-versicolor
+53,6.640996196620279,3.0,4.44986444479981,1.4041536736967957,Iris-versicolor
+54,4.5955969033893656,3.549911384385327,1.0000004110511838,0.20362368208664128,Iris-setosa
+55,7.70263211103291,2.799737564511911,6.705498564235855,1.9750103147323652,Iris-virginica
+56,4.9069823311872645,2.3904280370982423,3.2763914132143843,1.0071314366303676,Iris-versicolor
+57,4.505512153436723,2.289147585470846,1.3145050511397174,0.35560263524687524,Iris-setosa
+58,4.493867422808686,2.329280222816754,1.2940239814806334,0.29971165326161286,Iris-setosa
+59,5.0946289799492614,3.7151532151136095,1.4817029958417196,0.4210666547591976,Iris-setosa
+60,5.788695153356879,2.810629682528162,5.109498145488683,2.411808036285063,Iris-virginica
+61,4.900288977059374,3.0,1.4093318005019853,0.20083577604957548,Iris-setosa
+62,4.953090986871359,2.4614305150239377,3.5853029514084236,1.020398933994861,Iris-versicolor
+63,6.306648666271605,2.7038523854199505,4.864845326117278,1.8065385112654961,Iris-virginica
+64,5.124913193012178,3.30282389686563,1.6063081385404052,0.5094951810355769,Iris-setosa
+65,5.538259470917763,2.408158698673942,3.6887772346511327,1.0297702658344756,Iris-versicolor
+66,6.712315393909038,3.297008109494929,5.7104689243255695,2.5,Iris-virginica
+67,5.899828494209391,3.194495694097977,4.776336422681824,1.7961161934308976,Iris-versicolor
+68,5.926676669738816,3.204837468433752,4.803331366773444,1.80947922618032,Iris-versicolor
+69,4.865286603413832,3.016481740512053,1.4716087753891691,0.1,Iris-setosa
+70,5.068644584160422,3.5469001502280983,1.4016360068608784,0.20389302906530715,Iris-setosa
+71,4.809237624287307,3.4045375710666224,2.1041959519615085,0.19880648266119122,Iris-setosa
+72,6.24825474397519,2.257686269616612,4.424595080480233,1.3710795564274927,Iris-versicolor
+73,6.221111296478002,3.274125606904128,5.251310641143997,2.14817887212465,Iris-virginica
+74,6.129239078712667,3.3608537580334565,4.592038321426622,1.6120130602831866,Iris-versicolor
+75,6.059799743794091,3.110456849790939,4.628134569839066,1.4964405473396494,Iris-versicolor
+76,7.899998714741827,3.7864137532481386,6.427253305964284,1.9916531164583957,Iris-virginica
+77,7.130092944464981,3.1066586568531673,5.9314451295491954,2.229564040397741,Iris-virginica
+78,7.210562420722752,2.919728342947434,6.189366769705602,1.807298669686595,Iris-virginica
+79,6.568777230722821,3.3272432486993284,5.3594359333839545,2.234184367947157,Iris-virginica
+80,7.597847898112873,3.0,6.597808751883736,2.0767127211171963,Iris-virginica
+81,5.78932911874388,2.79578855784812,5.084799993577786,2.417817853350335,Iris-virginica
+82,6.696402610333978,3.308165030897707,5.683318783551561,2.4999995524179632,Iris-virginica
+83,7.703302232819404,2.603239373863706,6.899999002682041,2.30350091430454,Iris-virginica
+84,6.271764068872673,2.836733819858076,4.265568316211805,1.265056788421542,Iris-versicolor
+85,5.8168404428709,2.8004764988984987,5.089770792838493,2.3983245627470104,Iris-virginica
+86,5.5658471854445315,3.0,4.45001069661542,1.4588823766912635,Iris-versicolor
+87,5.980605137637829,2.2028240259889658,3.967409693280115,0.9666181491862984,Iris-versicolor
+88,5.685259988189835,2.939116968169446,3.973345965363632,1.3013952004872575,Iris-versicolor
+89,6.486338910711388,3.0,5.795393255399396,2.175434986994508,Iris-virginica
+90,6.4230690162378155,2.9100346937487838,4.3200054144551645,1.3042419282281779,Iris-versicolor
+91,4.9441864593228795,3.0165285895644027,1.4811207912187492,0.3401497984248274,Iris-setosa
+92,5.813627973648425,2.8337172698748527,4.523712993200875,1.3469957589055903,Iris-versicolor
+93,5.076726510007793,3.5947547395522057,1.3980976159753418,0.1986355613928885,Iris-setosa
+94,5.537312145874833,2.5052065122935865,3.854741847234701,1.0595520542846708,Iris-versicolor
+95,4.905258985831296,3.1140747599051326,1.5192701552148582,0.10000011162749607,Iris-setosa
+96,5.0084802958467955,3.4144269598533685,1.5729826239747906,0.4095578957501841,Iris-setosa
+97,6.723012610242966,3.136142974606484,5.939565373617513,2.2971635048801957,Iris-virginica
+98,5.952878794930632,2.1740130880460757,3.9656879063943977,0.9915090670654478,Iris-versicolor
+99,6.151379653117645,3.0,4.63022726331577,1.4190069922606179,Iris-versicolor
+100,4.790472067177997,3.0,1.375339942485257,0.3192639741569917,Iris-setosa
+101,6.728684599260823,2.5002756096868404,5.915143119209248,1.8001768136952634,Iris-virginica
+102,6.686608718287756,3.2729902946105143,5.680310540658339,2.5,Iris-virginica
+103,6.222531399471235,3.410669310387065,5.346407300386653,2.2952240411432983,Iris-virginica
+104,7.715299522765916,2.5853587534933795,6.89999892387613,2.292766027376779,Iris-virginica
+105,6.31599833460838,2.7264375113565675,4.8805778263811375,1.7885745040655225,Iris-virginica
+106,7.341191807207686,2.893619198123589,6.390860975365639,1.8092658770229133,Iris-virginica
+107,5.474391871012439,4.2,1.401449934158285,0.19882452749523066,Iris-setosa
+108,7.270889394696819,2.899861471030381,6.292807780100852,1.8017836501852336,Iris-virginica
+109,5.62159984801106,2.504562870354461,3.958289616249341,1.1065538835079256,Iris-versicolor
+110,6.05260566292846,2.902328979725736,4.497359965281772,1.4969141955338685,Iris-versicolor
+111,6.219117344168887,2.1753902630386683,4.534230585260273,1.5035708991545758,Iris-versicolor
+112,5.478914183231846,4.2,1.4059815160244036,0.20374257544396276,Iris-setosa
+113,5.8026237970195975,2.709705137473323,5.093214436327419,1.8860963693356698,Iris-virginica
+114,5.99345658814041,2.9489266429418817,4.467258760194838,1.380318616478778,Iris-versicolor
+115,5.406489165601695,3.403409410567474,1.6916589393225128,0.20196836867484977,Iris-setosa
+116,4.825851298763732,3.0,1.4019387032404118,0.29392687631994313,Iris-setosa
+117,5.449964414000822,3.4226729578207826,1.5207287579318673,0.41906246010997306,Iris-setosa
+118,4.400000446080835,3.2200155233136294,1.2792113311091307,0.20218828161024374,Iris-setosa
+119,4.895265942652956,3.0,1.3870927095714212,0.20051747221544988,Iris-setosa
diff --git a/iris/tab_ddpm/5_4/21/test.csv b/iris/tab_ddpm/5_4/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/21/train.csv b/iris/tab_ddpm/5_4/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/21/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/21/val.csv b/iris/tab_ddpm/5_4/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/22/synth.csv b/iris/tab_ddpm/5_4/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a1bbfd591252f17434aef0b6e28df44d53654e39
--- /dev/null
+++ b/iris/tab_ddpm/5_4/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.299952516534707,2.7024978864694,4.901367814764379,1.7972178417758642,Iris-virginica
+1,5.893059214965209,2.8899203094555626,4.488494450797749,1.4367185833720721,Iris-versicolor
+2,5.127140298267062,3.301351859022517,1.6556153987557443,0.5660629177603924,Iris-setosa
+3,5.693855362850586,3.0285093759183144,4.693646448885155,1.6438166196650927,Iris-versicolor
+4,5.975687603122858,2.2170972854493796,3.9566704788609623,0.9931794620644201,Iris-versicolor
+5,7.28283903180125,2.8938685028182225,6.282125301445672,1.7972958296654762,Iris-virginica
+6,5.184620605171106,3.7673539256997657,1.4912449383496242,0.45731876903895025,Iris-setosa
+7,5.687912023870799,3.799108505896656,1.7454294939459043,0.3365336711781645,Iris-setosa
+8,6.11552374498671,2.8092112746402047,4.656773025917913,1.1739115786858683,Iris-versicolor
+9,6.659010397954522,3.305477930550849,5.702141725237945,2.4999996313345996,Iris-virginica
+10,6.019994127187805,2.8802668302456724,4.5077675291080705,1.4787690838862617,Iris-versicolor
+11,5.956823033387431,2.9632419789171123,4.551936672862909,1.5246431008184473,Iris-versicolor
+12,5.481675705473321,3.0,4.489494603087795,1.4986533424843336,Iris-versicolor
+13,6.315624389055601,2.904488369242831,5.613096194457065,1.7900762898140887,Iris-virginica
+14,5.387138978613055,3.438587579206492,1.439439852194054,0.2974372256237588,Iris-setosa
+15,6.076075817483859,2.793510658394776,4.733562108832987,1.1899996125415948,Iris-versicolor
+16,4.850967242680249,3.0100408344346143,1.4472892646437392,0.1,Iris-setosa
+17,6.709800727454309,3.0945154765663254,4.670391973099411,1.5097115539936836,Iris-versicolor
+18,6.580677533966979,3.0,4.379084221653788,1.3839039794287462,Iris-versicolor
+19,6.027882530885434,2.23551779294282,4.070962843680926,1.0635998214796472,Iris-versicolor
+20,6.498347984562125,3.0,5.4877212451310555,1.7923888195278934,Iris-virginica
+21,5.565362484428059,3.0,4.488009261417774,1.4591319568034649,Iris-versicolor
+22,7.70031819771262,2.6015498700812634,6.899998882191273,2.3157004501981646,Iris-virginica
+23,6.493071063613639,3.221264791988179,5.09499910248452,2.0229249160438783,Iris-virginica
+24,5.58172745810268,2.432185705546547,3.792186034658018,1.0468620610058554,Iris-versicolor
+25,6.134383546418135,3.0,4.5982412722159145,1.3738717253445702,Iris-versicolor
+26,7.63669596864503,2.825478624456286,6.632997328805952,1.9592257836772058,Iris-virginica
+27,4.792705342410796,3.0,1.359315066975329,0.10000016235259918,Iris-setosa
+28,6.708869977336336,3.3137104812164013,5.792445957829539,2.5,Iris-virginica
+29,4.5789567017207276,3.200877719161518,1.3749808169068998,0.20115170287480647,Iris-setosa
+30,6.67983037518204,3.089310142683583,4.688368485328599,1.5008969040264475,Iris-versicolor
+31,5.519309497095866,3.0,4.522723793248939,1.55070895566057,Iris-versicolor
+32,6.767596010598193,2.8054637057564387,4.816855753362989,1.4301370963066502,Iris-versicolor
+33,5.006082780510431,3.0,1.5768062434408459,0.20174436201821994,Iris-setosa
+34,6.73249820694933,3.272811028964513,5.760428575535644,2.1205893508733955,Iris-virginica
+35,5.650888418309459,3.0,4.178400705514359,1.2033143961144221,Iris-versicolor
+36,4.9731977304349675,2.0,3.2235516851648462,1.0365230224624196,Iris-versicolor
+37,7.650810981710184,2.8285396431880407,6.641056422142659,2.0172134694563058,Iris-virginica
+38,6.906389436673783,3.0952404282015844,5.094997219289249,2.295890745421008,Iris-virginica
+39,4.600425134135067,3.6127983528256076,1.0,0.1962929832734966,Iris-setosa
+40,5.627496485604163,2.5287102623379223,4.031215587373139,1.1158158486987553,Iris-versicolor
+41,5.5089188575628505,3.0,4.504824476314915,1.4982359786605028,Iris-versicolor
+42,6.685293313833804,3.0,4.973659443989168,1.7044446599706684,Iris-versicolor
+43,6.040406283380136,2.9199256443669066,4.503224366170579,1.45389234063885,Iris-versicolor
+44,5.697922809183939,2.783604140143233,4.496409544593253,1.2783519596711532,Iris-versicolor
+45,5.519211710893473,3.0,4.490583252551116,1.516915336684894,Iris-versicolor
+46,5.3926518872701195,3.4063934793902,1.5755148605104898,0.20130485101515236,Iris-setosa
+47,6.019262998570009,2.2126189470503776,4.088758534377004,1.0075987906607917,Iris-versicolor
+48,6.8171351060695615,2.8065988714220986,4.816784822437559,1.409277312691295,Iris-versicolor
+49,7.710823477497602,2.604471648689237,6.899999001420719,2.2842687949107363,Iris-virginica
+50,5.908885928576152,3.196052168492733,4.805831219572057,1.784533973278318,Iris-versicolor
+51,6.17761935111616,3.3931007177149493,5.475241669150228,2.2949809148208606,Iris-virginica
+52,5.795481493740008,2.697693264088182,5.1308960589170205,1.885841703776785,Iris-virginica
+53,4.967115770183915,3.4039407083644413,1.955752191934473,0.33372607875595095,Iris-setosa
+54,4.607886763918833,3.60899970288204,1.0,0.19373293131488153,Iris-setosa
+55,5.848105843473615,2.6909234350314457,5.0813738191597135,1.9010661675913,Iris-virginica
+56,6.206548743848068,3.387062391784139,5.387838802015884,2.2951704262297685,Iris-virginica
+57,4.897119758373069,3.0,1.393881013660398,0.20097332011183622,Iris-setosa
+58,6.102022654110936,2.866482106358343,4.509651693557166,1.345969819289831,Iris-versicolor
+59,6.668344764690225,3.3067270715038197,5.685094568264322,2.4999995891417552,Iris-virginica
+60,6.31946471314416,2.7180961385273683,4.887744376791088,1.7955178894291175,Iris-virginica
+61,5.617893208696348,3.0,4.135944524601649,1.3170194956023873,Iris-versicolor
+62,5.046776500854078,3.5618013159374207,1.3929873820314183,0.20195772014106597,Iris-setosa
+63,7.688475840999898,2.6055763227634237,6.8999989971774305,2.3027333236067076,Iris-virginica
+64,5.872544888161556,3.0,4.396104706324456,1.284959349776031,Iris-versicolor
+65,6.293568792406799,2.491175635537965,4.9915740958414805,1.9148508077816637,Iris-virginica
+66,6.684391152697634,2.4966366062228444,5.812378437447276,1.7888256198103578,Iris-virginica
+67,5.8213543183720295,2.8762052179631716,4.502582204119543,1.3943219846272414,Iris-versicolor
+68,5.096013460188719,3.3315866302075356,1.719085256159867,0.5239845947933469,Iris-setosa
+69,5.664699140347442,3.804680220474064,1.5806390142561775,0.292875637756469,Iris-setosa
+70,5.986048180499532,2.810508806372717,4.691145260952481,1.2240951807825093,Iris-versicolor
+71,4.513339710338342,2.354072699487271,1.2965122780901275,0.32057225719254695,Iris-setosa
+72,7.6848126091397,2.6031907134487087,6.9,2.296062930158964,Iris-virginica
+73,4.497453678536405,2.3436122772616566,1.2809109647779775,0.2941381819071928,Iris-setosa
+74,5.533423125268392,2.435325994705217,3.749196169199788,1.0296083736317245,Iris-versicolor
+75,4.813195781274782,3.0,1.402774958474749,0.10000009903587823,Iris-setosa
+76,6.660045218772892,3.0,4.947732746046383,1.6610681075712785,Iris-versicolor
+77,7.383210228926485,3.0,6.357082883429472,2.1487933630027753,Iris-virginica
+78,5.362618134063429,3.3927454251208022,1.689272550978397,0.2118752289791697,Iris-setosa
+79,4.4,3.2005888918190473,1.2675336852428507,0.19690548446671213,Iris-setosa
+80,5.006902218202085,3.6076001107339657,1.400739239480398,0.20125072739084057,Iris-setosa
+81,5.627680575575367,2.9791315879298303,4.189022853145662,1.3186273461376583,Iris-versicolor
+82,6.795687607221868,3.1896506550394528,5.890709083074783,2.3150151035775846,Iris-virginica
+83,4.5952796573993355,3.1952099733599812,1.4011762968900334,0.19787411307195563,Iris-setosa
+84,6.3785859133379335,2.3720205940139856,4.460678613055381,1.308572282362318,Iris-versicolor
+85,7.899998368030353,3.747232494145428,6.399609483989592,1.9968663917180536,Iris-virginica
+86,5.844309244440765,2.7478447440895923,4.172786442109272,1.040132530514495,Iris-versicolor
+87,6.89774463918985,3.152436772139529,5.51076845030384,2.2756399259667663,Iris-virginica
+88,7.366092649064233,2.6774457714011435,6.405113275270348,1.8573281036313247,Iris-virginica
+89,5.6457529986754755,2.9647147648824457,4.030780780621308,1.3066132830685677,Iris-versicolor
+90,4.81933962215547,3.0,1.3795409836995804,0.1,Iris-setosa
+91,6.703044789077726,3.120431210319822,4.697255917793992,1.4960157539744208,Iris-versicolor
+92,5.822949550514839,3.0,4.422137661975456,1.3612075813677988,Iris-versicolor
+93,4.810725896507133,3.0,1.3908632757050916,0.3767276238720672,Iris-setosa
+94,6.4611435355079685,3.0,5.475984610657626,1.8082930022024315,Iris-virginica
+95,5.709273395200602,2.8305281749613918,4.026112706394687,1.2393779372585727,Iris-versicolor
+96,4.891943852558704,3.0,1.4013116832524422,0.2021492168803747,Iris-setosa
+97,5.019631975215119,3.5352308919167714,1.4028559051566645,0.20288770891358887,Iris-setosa
+98,5.68198936922146,2.995355832861586,4.188555217693571,1.2575187532168166,Iris-versicolor
+99,6.147358847156123,3.0,4.602071785147811,1.3981810134717307,Iris-versicolor
+100,6.8205809336125585,2.814231365232146,4.792852475849004,1.4039181946488954,Iris-versicolor
+101,4.8010643776747814,3.0,1.3945260958075538,0.1,Iris-setosa
+102,4.601223944597639,3.5587391280651572,1.0000003682849579,0.20900785185120088,Iris-setosa
+103,5.592948807613877,3.0,4.206381867477793,1.3163593873565664,Iris-versicolor
+104,5.024454353259609,3.6222839060536067,1.4031191245423154,0.19505678079747613,Iris-setosa
+105,4.981939692311168,2.0000004833632747,3.539008241042857,0.9417429257882388,Iris-versicolor
+106,6.826758500728108,2.79391834094793,4.789486508532878,1.3989468557805023,Iris-versicolor
+107,7.69906295256078,2.555167823305913,6.9,2.3200816799337796,Iris-virginica
+108,5.58640382907654,3.0,4.124708282552159,1.3000125434004084,Iris-versicolor
+109,5.449181252174687,2.3814037268740433,3.654644834242114,1.0121475296560216,Iris-versicolor
+110,6.493221901610824,3.0,5.800927589600099,2.209186205840949,Iris-virginica
+111,4.589876272779364,3.6193586636927444,1.0,0.2019553331164991,Iris-setosa
+112,7.27164709264049,2.8997667120308708,6.3069441785353755,1.8049838961211067,Iris-virginica
+113,6.119434174718146,3.0,4.607304912399826,1.3862031222531765,Iris-versicolor
+114,7.8999980549181945,3.807321815825856,6.328128447559631,2.030277756745113,Iris-virginica
+115,6.7049822679446,3.291079756015298,5.687711326165229,2.499999638829477,Iris-virginica
+116,6.633858470748883,3.3519757252743085,5.653556327209174,2.117345998572555,Iris-virginica
+117,5.510254506872399,2.640791947224446,4.42791854718066,1.2239980695377966,Iris-versicolor
+118,6.306206798064097,2.9359793042601656,5.5844980135249545,1.7953782305991361,Iris-virginica
+119,4.873364463812617,3.0499655819537814,1.4641804270637717,0.10000009693763176,Iris-setosa
diff --git a/iris/tab_ddpm/5_4/22/test.csv b/iris/tab_ddpm/5_4/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/22/train.csv b/iris/tab_ddpm/5_4/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/22/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/22/val.csv b/iris/tab_ddpm/5_4/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/23/synth.csv b/iris/tab_ddpm/5_4/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8d05c4c897f11e9d4df87a041dc85b0c24e53b13
--- /dev/null
+++ b/iris/tab_ddpm/5_4/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.588127555556639,2.6684917237303956,4.4474387079779225,1.2552427496962142,Iris-versicolor
+1,6.633752708628377,3.0,4.412292067302644,1.4133247031241523,Iris-versicolor
+2,6.367753612132763,2.5850718817263876,4.381392097572404,1.2878296839073178,Iris-versicolor
+3,5.685482671302379,2.7953680456384458,4.408921071084168,1.2913537024365804,Iris-versicolor
+4,7.6254622580421625,3.0,6.629204025065221,2.0863097857036306,Iris-virginica
+5,5.929520136562718,3.2246665975746547,4.7905530591907475,1.816230163929187,Iris-versicolor
+6,5.42192229428375,3.8703807400162447,1.3599029455173597,0.3211053331732863,Iris-setosa
+7,6.210012195197477,3.380390180060187,5.389068520273467,2.281904272675085,Iris-virginica
+8,5.807510112431073,2.6913245689105803,5.180566116630609,1.8947882397478235,Iris-virginica
+9,4.967403420391868,2.0,3.5074020066464446,0.8884163167933163,Iris-versicolor
+10,5.118281736450338,3.280789891203105,1.672833130828792,0.5216178354843305,Iris-setosa
+11,5.447579007230611,3.0,4.536718998005586,1.4816988161323146,Iris-versicolor
+12,5.99049629171569,2.1860017497901274,3.9083862750617757,0.9793313748638928,Iris-versicolor
+13,5.247679680459716,3.426954141374104,1.4273673443311146,0.19947844977228923,Iris-setosa
+14,6.784745698335923,2.7837666240591314,4.796123105418773,1.396030627564211,Iris-versicolor
+15,7.707158213915918,2.8148334705944222,6.700401494885204,2.0072720778635573,Iris-virginica
+16,6.642779561675328,3.246679226187707,5.521965482207031,2.0521957275421467,Iris-virginica
+17,5.076337807712339,3.420551961581217,1.3917222262839193,0.19612193971359357,Iris-setosa
+18,6.696970353477252,3.0,4.99074921817679,1.7112662080190235,Iris-versicolor
+19,6.038376098736227,2.212646695015361,4.009632591319481,1.0242814420299995,Iris-versicolor
+20,6.795052729005813,2.8038900431953486,4.778776118633481,1.405819845702284,Iris-versicolor
+21,5.942584330938812,2.8845304783924326,4.489868188985999,1.4799511578872993,Iris-versicolor
+22,4.98661030504903,3.0,1.5619622034119116,0.1997285781417158,Iris-setosa
+23,5.114180900940968,3.501117768540152,1.3887165125557064,0.19532794716759438,Iris-setosa
+24,5.569694187467691,2.5222335023367943,3.9514839649816316,1.1282026897898039,Iris-versicolor
+25,6.666292026454583,3.2894748738756054,5.671449595469638,2.087472159832459,Iris-virginica
+26,6.697017666349268,3.122626120564014,4.66260394475101,1.4895293447697406,Iris-versicolor
+27,6.782926069218483,2.8078249044344457,4.765975574114025,1.3865549330486604,Iris-versicolor
+28,6.424393799028108,2.912189708668848,4.256398863091709,1.3157624573197078,Iris-versicolor
+29,7.899998508891626,3.7728511545644974,6.397743440614008,1.975049524540439,Iris-virginica
+30,4.4,3.195965271872333,1.2875714966976957,0.20524440188322893,Iris-setosa
+31,5.197365500120499,3.4176442512059353,1.376707182161188,0.20001776080291883,Iris-setosa
+32,4.7861750116105295,3.403254924620989,2.0157120557790917,0.20147331800373822,Iris-setosa
+33,6.712956369932953,3.08496921485953,4.6402370922259495,1.47637811279822,Iris-versicolor
+34,6.70389162388666,3.2974518670810586,5.709172272849378,2.5,Iris-virginica
+35,6.869130441617996,3.1150266638789943,5.097125250010513,2.3070123155495064,Iris-virginica
+36,4.99424197564678,3.4192744511565687,1.5725999799510721,0.3916595638788297,Iris-setosa
+37,4.591653365112163,3.605935524031249,1.0000004395874644,0.19894417140877751,Iris-setosa
+38,7.6052767285438305,3.0,6.586970806676275,2.1020743091260687,Iris-virginica
+39,4.874697614009119,3.040824629718623,1.4698282789610795,0.10000009947062642,Iris-setosa
+40,5.4930050276527815,4.2,1.3715802752990276,0.19476187810065926,Iris-setosa
+41,5.713006934639332,2.7920015414450736,4.508884797712072,1.2933330864647374,Iris-versicolor
+42,5.094808121316615,3.54992153025543,1.4002986832924145,0.20610332307911625,Iris-setosa
+43,4.803529237072646,3.3964196720979465,1.6926877953401192,0.19955574452239966,Iris-setosa
+44,4.974139874430333,3.5212224453632732,1.4135362642816052,0.20034087077943769,Iris-setosa
+45,5.909327001706952,3.0,5.16398412179964,1.7934838497543053,Iris-virginica
+46,5.892156481169405,3.1997462036096755,4.798712988839054,1.8134180822360237,Iris-versicolor
+47,5.594622641870982,2.8628448273385354,3.5136210774522154,1.2809530735838952,Iris-versicolor
+48,4.500546165848536,2.3108040907606027,1.3129500320837257,0.29912050095440235,Iris-setosa
+49,6.693270858053867,3.062833803674216,4.648097546117385,1.4704239412547064,Iris-versicolor
+50,5.717784424590463,2.87158292635022,4.125212940467667,1.2851783292269803,Iris-versicolor
+51,6.2353819507395984,3.3902899917710583,5.39513003838359,2.301355617644045,Iris-virginica
+52,6.294946099787722,2.562885420285902,4.9706418657955815,1.8715423729415532,Iris-virginica
+53,4.4998938379817615,2.287912219499557,1.2817978309726403,0.29435792324627474,Iris-setosa
+54,6.723860827535003,2.451758427486925,5.919196249973744,1.806236523515808,Iris-virginica
+55,6.141150973976056,3.4009630777512974,5.365265839435836,2.291936209690082,Iris-virginica
+56,6.288143711483714,2.693889814945367,4.928389821938537,1.803436132035722,Iris-virginica
+57,4.60269264777054,3.190326143805617,1.3972172666489635,0.2040544621633221,Iris-setosa
+58,4.504325852549794,2.3189563429242277,1.297550732775254,0.2934878345560571,Iris-setosa
+59,6.150955767528062,2.2043310834620464,4.481905176291453,1.5165339653703556,Iris-versicolor
+60,5.971821382572695,3.0,5.1046655519700375,1.81377351205234,Iris-virginica
+61,6.704011257349917,3.0,5.008966556809081,1.7109009831165942,Iris-versicolor
+62,7.257038397649439,2.9176851352342363,6.205417058865655,1.7879656194830573,Iris-virginica
+63,7.690398058055461,2.6148319081362774,6.89999836270017,2.302815493076052,Iris-virginica
+64,6.199563343690121,2.8919603093754502,4.525387428216432,1.5341093909325332,Iris-versicolor
+65,6.270365067751233,3.0,5.131697855311399,1.8038762989088453,Iris-virginica
+66,5.521843362579804,2.4005661370744376,3.6471369410853343,1.0040276766713927,Iris-versicolor
+67,5.205631867524739,3.6809593346239375,1.473996890293723,0.20127208115709105,Iris-setosa
+68,7.702618799300493,2.6160008618630295,6.9,2.2954210508213517,Iris-virginica
+69,5.488549293633958,4.2,1.3826310629747929,0.2053370677870936,Iris-setosa
+70,7.741188274587714,2.568763954321306,6.9,2.3077691101185014,Iris-virginica
+71,5.794777881223156,2.714807735620323,5.107304446325827,1.9051526817825537,Iris-virginica
+72,6.053502463859909,2.890212998149861,4.525197214892954,1.5180210138539707,Iris-versicolor
+73,6.1999670117783365,3.0,4.581535199142896,1.3959388624939457,Iris-versicolor
+74,4.898337462090609,2.364661493668759,3.332898162736261,1.0305114191193383,Iris-versicolor
+75,6.12812333019058,2.833925706650288,4.612305408808159,1.3130117314541294,Iris-versicolor
+76,6.719015986051055,3.0871483110036,5.922259419714558,2.2936580813546112,Iris-virginica
+77,4.49977476752347,2.283812516586593,1.291844505453992,0.3304060297780344,Iris-setosa
+78,6.485340390931203,2.9375090700472617,4.326030581452224,1.3299960008610583,Iris-versicolor
+79,5.55367725280559,3.0,4.520794526477858,1.4813021701205575,Iris-versicolor
+80,6.32921076522652,3.250684654137526,4.7659319775810856,1.6308346392703,Iris-versicolor
+81,5.795636635224462,2.6960103146736296,5.095353600280964,1.902725108578185,Iris-virginica
+82,7.259761390013373,2.9050541186705114,6.308792002635799,1.8065857132443035,Iris-virginica
+83,5.549867782530178,2.654011313585269,4.443890381349971,1.2592965030425176,Iris-versicolor
+84,5.5869917274390435,3.0,4.164659148505411,1.2892145010026108,Iris-versicolor
+85,7.9,3.789935800726635,6.348109310196133,2.0147857225272117,Iris-virginica
+86,4.780805365803373,3.0,1.3943938880548878,0.2927046601206588,Iris-setosa
+87,4.794065975980489,3.4021152301230497,1.6196684153114056,0.19742270761241903,Iris-setosa
+88,5.894543166216285,3.189878398462151,4.828785543488805,1.803690879847919,Iris-versicolor
+89,7.630784852470634,3.0,6.634435538660988,2.0876612587588803,Iris-virginica
+90,6.413613742189306,3.002872554906272,5.543524955886571,2.499679941021341,Iris-virginica
+91,6.519666905883837,3.0,5.7795932486110315,2.1407342326148866,Iris-virginica
+92,5.9664580702319645,2.8977818140018456,4.485456694414776,1.4765610680547956,Iris-versicolor
+93,6.300674102712849,2.5130050887208113,5.037283690451014,1.8998976429724714,Iris-virginica
+94,5.136514637507526,3.7277647495998347,1.4994153492354518,0.5013764487626322,Iris-setosa
+95,4.593000338637014,3.1823477534279214,1.3906255444157978,0.19859817579286232,Iris-setosa
+96,5.70598779296461,3.0,4.207730272553174,1.1832804810335245,Iris-versicolor
+97,5.740338979293928,2.8017030362543305,4.517137190997689,1.3039751279529403,Iris-versicolor
+98,5.576809508719881,2.9015340081994156,3.617057689022135,1.3098063003194034,Iris-versicolor
+99,6.318693493847591,2.7024764387736613,4.904182643527621,1.7928703465676339,Iris-virginica
+100,6.541779920617268,3.2003205450265466,5.172988368578769,1.9815075525760224,Iris-virginica
+101,7.139374130474998,3.0,5.889295252121402,2.1579442121751535,Iris-virginica
+102,7.683615220706768,2.608541684463819,6.899998467631266,2.296056934949677,Iris-virginica
+103,6.306667570521346,3.156144085424884,4.758633810490384,1.6164190648319703,Iris-versicolor
+104,5.635625306866758,3.8221924740802358,1.5634136538458412,0.29228961332079134,Iris-setosa
+105,6.563487582875169,3.3044087155967734,5.5907314645794735,2.139864234816435,Iris-virginica
+106,7.9,3.892010947873205,6.418321856229387,2.0293796276502665,Iris-virginica
+107,4.400000650773902,3.200354488857728,1.3127049570924583,0.2035381257865168,Iris-setosa
+108,7.726904681979108,2.793602508791821,6.7245019412169285,2.0056499686898097,Iris-virginica
+109,6.314304882770349,2.6827533403790316,4.906448063479949,1.8069330412150286,Iris-virginica
+110,4.806227134227233,3.0,1.4007335848151186,0.22798911082908263,Iris-setosa
+111,6.183742719601332,3.2877988285959376,4.724895097333624,1.6798809981777845,Iris-versicolor
+112,5.24508750499661,3.4198613413722807,1.4004602130021784,0.20339797366483445,Iris-setosa
+113,6.123341663516956,3.0,4.614259810980539,1.399878268967354,Iris-versicolor
+114,6.571582134144771,3.2678451090262173,5.3082625879839425,2.0650085369062774,Iris-virginica
+115,5.337636702655143,3.3907045890636476,1.7800455121389591,0.20156155116476027,Iris-setosa
+116,5.7749654351397846,2.8059748719964817,5.048848186315586,2.40237354593912,Iris-virginica
+117,5.690648183842941,3.7443479173342946,1.6566686894115608,0.28067035235662097,Iris-setosa
+118,5.003144909538798,2.000000564823414,3.500518672092613,1.0260150035884936,Iris-versicolor
+119,5.525117100053736,3.0,4.479009817148566,1.4904533309382457,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/23/test.csv b/iris/tab_ddpm/5_4/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/23/train.csv b/iris/tab_ddpm/5_4/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/23/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/23/val.csv b/iris/tab_ddpm/5_4/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/24/synth.csv b/iris/tab_ddpm/5_4/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..99451f80c9cdd3e3250828d39e424575611f3749
--- /dev/null
+++ b/iris/tab_ddpm/5_4/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.798781573361652,3.4054221678534295,1.7934923278769777,0.1980955169294904,Iris-setosa
+1,5.451218394170847,3.0,4.505580323146186,1.497464749120412,Iris-versicolor
+2,6.840794236212905,3.0797118217729547,5.153484717119871,2.2970287755192,Iris-virginica
+3,7.689926343235301,2.6000101219876597,6.899998114372768,2.2882447357337727,Iris-virginica
+4,5.3829672955540655,3.0,4.488936336230059,1.4906667354472605,Iris-versicolor
+5,4.79838557475814,3.381432585750073,1.627384252666567,0.1994233557939944,Iris-setosa
+6,5.826139186217584,2.683946823872953,5.08699670245938,1.8881717071277495,Iris-virginica
+7,7.8999989289424315,3.8251943482494895,6.425677044081237,2.010656215448589,Iris-virginica
+8,6.799816794740162,2.804983985378869,4.763366152170824,1.3993478840645859,Iris-versicolor
+9,5.771588627691123,2.930609840967624,4.294699380502057,1.3218179201430669,Iris-versicolor
+10,5.583255743648825,2.50065259092779,3.870212962708154,1.0782091577006476,Iris-versicolor
+11,5.658792800191189,3.0,4.144864184093156,1.243171634055085,Iris-versicolor
+12,6.104289815009023,2.7929299746664356,4.713739329495018,1.2142290789186485,Iris-versicolor
+13,5.726175830520359,3.0,4.190739113383296,1.2439982432100165,Iris-versicolor
+14,7.453839794947276,3.0,6.454626740694969,2.0992953017339544,Iris-virginica
+15,5.988689236953234,3.0,4.557320067993107,1.3827854566756963,Iris-versicolor
+16,7.5480612456483405,3.0,6.543154742488166,2.074959392597711,Iris-virginica
+17,5.667060614964232,2.5749632073955153,3.958685241767627,1.0099542107230717,Iris-versicolor
+18,5.380564963766792,3.4030616121865056,1.6434201311981615,0.20470447012537563,Iris-setosa
+19,5.910635132607939,3.0,5.128808378427517,1.793129676893939,Iris-virginica
+20,4.595455552318359,3.62303664082466,1.0,0.19922177049399012,Iris-setosa
+21,5.789662379507982,2.7912854891003582,5.093923073786132,2.3965942768445117,Iris-virginica
+22,6.638846306007665,3.144453399185828,4.706064693789795,1.5200444693212758,Iris-versicolor
+23,4.4000004483308315,3.118808638924003,1.3215638709248596,0.20563373749787542,Iris-setosa
+24,5.50946228662652,2.407480405811205,3.666536723489514,1.0304581671075292,Iris-versicolor
+25,5.206465106351232,3.4122264006632093,1.400036613485213,0.19965363648747947,Iris-setosa
+26,4.891880160368767,3.0,1.3810190822889652,0.20129236373750006,Iris-setosa
+27,5.2620458073881435,3.508248161019764,1.4756133365767399,0.1973087846551019,Iris-setosa
+28,6.787893087901593,3.2121979681264388,5.843472105047704,2.256126456666064,Iris-virginica
+29,4.4,3.2133170588438107,1.2817850053555673,0.20180797847084767,Iris-setosa
+30,5.583303539088508,2.7086353955096314,3.647283288321546,1.1990903342629784,Iris-versicolor
+31,4.8920058722883635,3.066053369438443,1.4675114737966688,0.1,Iris-setosa
+32,6.5766671944774,3.007630639056228,5.453230835109772,1.8666479418037205,Iris-virginica
+33,4.986733733062644,3.6115303435494757,1.3884294349502078,0.20224903430506685,Iris-setosa
+34,6.711500297018267,3.3100293254859925,5.768313588938676,2.5,Iris-virginica
+35,5.603595283628403,3.0,4.165601164339702,1.2872822892695397,Iris-versicolor
+36,5.6254707605987795,2.5058907219417326,3.8814012911085904,1.074422111728617,Iris-versicolor
+37,5.46392502394919,4.199999309841157,1.3946470244496538,0.2039575926668495,Iris-setosa
+38,6.610036483536235,3.0,4.451103956168801,1.459759125885914,Iris-versicolor
+39,6.017525091223777,2.902521086151298,4.510106624009669,1.5165737030637638,Iris-versicolor
+40,7.499322816270812,3.0,6.436043442017992,2.0695651573570326,Iris-virginica
+41,5.843198145446314,2.7216327361957435,5.090689492371279,1.9001617307616996,Iris-virginica
+42,6.3089915785217086,2.722054625308548,4.885336376545026,1.8044527935049746,Iris-virginica
+43,5.972842408512376,2.2088190934697907,3.969153952109645,0.972758982594893,Iris-versicolor
+44,5.021164018154412,2.0,3.472567948793467,1.0430858641537757,Iris-versicolor
+45,6.486541395805409,2.975576910868662,4.340617356876918,1.3712301620236191,Iris-versicolor
+46,5.0974872832011116,3.317573948751304,1.752053280505709,0.4376334640983982,Iris-setosa
+47,4.908310163612206,3.0,1.402184697800469,0.20226199940937553,Iris-setosa
+48,6.161698561710375,2.832154918343662,5.451123476637677,1.8110947984319807,Iris-virginica
+49,6.684266128923576,3.089788034041917,4.676760817023375,1.4878246383922868,Iris-versicolor
+50,6.290062788662786,2.271027932660869,4.483333837729074,1.3560230610889001,Iris-versicolor
+51,5.291660249321432,3.759274499428454,1.4156826096953874,0.37569911985224247,Iris-setosa
+52,5.044873197154134,3.3519398078408527,1.5533332359800562,0.45106761914306903,Iris-setosa
+53,6.952388666775593,3.116146012071477,5.086645895839226,2.3091210179260706,Iris-virginica
+54,6.2758117790028,3.2840314269591433,4.686854836132909,1.6179966555617062,Iris-versicolor
+55,6.538572468326313,3.0,5.828841513839609,2.191692174304148,Iris-virginica
+56,5.545740824415855,2.438687894288613,3.8207907733515007,1.022986024655509,Iris-versicolor
+57,5.76135497786555,2.997329730951939,4.3092708543697,1.3013728288132334,Iris-versicolor
+58,5.810356339201152,2.718426941204711,5.09092717018854,1.9083911541942182,Iris-virginica
+59,5.867317228376924,3.1182510281928,4.721163375497351,1.7379481556580192,Iris-versicolor
+60,5.114128967211879,3.492209432596113,1.3846168899964504,0.20225102714013285,Iris-setosa
+61,6.685551503906829,3.124893052388766,4.684405550555553,1.5177414947579606,Iris-versicolor
+62,5.516163277308554,2.403931362579142,3.7252100666072194,1.0258261125580803,Iris-versicolor
+63,6.385232869776731,3.2857317105570623,4.7548422264846595,1.604876945729212,Iris-versicolor
+64,4.850492943137468,2.439558292052153,3.083815292898893,1.007780033976612,Iris-versicolor
+65,5.004361042434757,2.0,3.5479028402349524,0.9856340831506596,Iris-versicolor
+66,5.163437545514421,3.33381154272322,1.5685097798588377,0.5056581830001374,Iris-setosa
+67,5.637847839175894,2.525074008739183,3.9912058849770915,1.148500925801852,Iris-versicolor
+68,6.732095204255697,3.0658251460245762,4.762326829825491,1.5336630432449077,Iris-versicolor
+69,4.9006701337928185,3.0,1.395572243791254,0.1988808937901005,Iris-setosa
+70,5.588009358512453,2.4592607173968597,3.8516828708925903,1.014262030038286,Iris-versicolor
+71,4.82755149798732,3.0,1.422502111304036,0.3108090383081539,Iris-setosa
+72,5.369700778861113,3.8822059510499765,1.3052303245160684,0.45156638899984725,Iris-setosa
+73,6.691334864396094,3.302182888163502,5.642982957505877,2.5,Iris-virginica
+74,7.9,3.789638895352269,6.437097830719137,1.9951142236311274,Iris-virginica
+75,5.770303767788002,2.6956533158247518,5.0924947883689295,1.910899477376733,Iris-virginica
+76,6.207106917882848,3.3905196492320298,5.401375373968331,2.292169618132151,Iris-virginica
+77,6.038138227332355,3.39942131596139,4.524437613597642,1.603369842574308,Iris-versicolor
+78,5.322060588047698,3.3875275183073996,1.5163188490397803,0.4435589383978167,Iris-setosa
+79,6.460857234699307,3.0,5.784856904052315,2.169063367696029,Iris-virginica
+80,4.909543753354259,3.0,1.4016445308728676,0.1966895232154221,Iris-setosa
+81,7.094760673785631,3.1176304136248714,6.161811537207631,2.2502010837880118,Iris-virginica
+82,4.993287056984168,3.4000533578320007,1.6136268433539784,0.3682586695672203,Iris-setosa
+83,5.6083090564729705,2.513341832929977,3.777060919777685,1.1117832894770285,Iris-versicolor
+84,5.7841048315692865,2.706167710600734,5.114243352863896,1.90141923506993,Iris-virginica
+85,5.551851036929275,2.421050853913106,3.7373031431930457,1.0612269518788358,Iris-versicolor
+86,4.790987163532548,3.4048256877876146,1.5740825528316997,0.1949356748256041,Iris-setosa
+87,5.5491384673907564,3.0,4.50970037580278,1.4833339515317863,Iris-versicolor
+88,5.544504524085034,3.0,4.2717624594374985,1.3770497511083135,Iris-versicolor
+89,6.203886286734113,2.201227376529366,4.47058462812491,1.4867281250962585,Iris-versicolor
+90,6.23300881921694,2.8207457443014494,4.717790334830696,1.2247640938757989,Iris-versicolor
+91,5.381536564920581,3.857627720810811,1.3438607210409772,0.35235347096760433,Iris-setosa
+92,6.596948136887399,3.1819423796985724,5.178413397972517,2.027685942044048,Iris-virginica
+93,5.365850342423976,3.3748082686649337,1.5304930123024052,0.275759508757773,Iris-setosa
+94,5.9209444563160485,3.0,5.146471488780529,1.7981673394727749,Iris-virginica
+95,5.592710746708729,2.8873877630598614,3.1738183184783133,1.300752838201783,Iris-versicolor
+96,6.488857266437938,3.1823195211144304,5.103180662808712,2.0099442258698317,Iris-virginica
+97,5.119148068997731,3.2924619099146515,1.5853429321708352,0.45520249788670686,Iris-setosa
+98,5.636712490032506,2.91228378301617,3.8420465874688476,1.2776471254288542,Iris-versicolor
+99,6.700931097083255,3.2878485450672863,5.673016387811176,2.499999618626867,Iris-virginica
+100,5.367221124717465,3.394988996738492,1.5250402087376331,0.3851054184783901,Iris-setosa
+101,7.669204275434687,2.8125004688342043,6.720336315318555,1.988720842829559,Iris-virginica
+102,4.790392960137272,3.3893727152025703,1.6501832918292387,0.19763117976953376,Iris-setosa
+103,6.712141604110275,3.2529904387852606,5.697166203630092,2.5,Iris-virginica
+104,6.707772312137346,3.3133725315597164,5.724816396158859,2.5,Iris-virginica
+105,6.544827381769707,3.0,4.3568219295413035,1.3618000104563843,Iris-versicolor
+106,5.78212525208787,2.7962766317213426,5.078228269906072,2.401007863585204,Iris-virginica
+107,5.9894944837038375,2.21049270854569,3.99139038603629,0.9642620242188129,Iris-versicolor
+108,6.719879904778834,2.493549722727115,5.800909530760269,1.8306625492718458,Iris-virginica
+109,4.974114998321354,3.4158170245877657,1.6652302064795232,0.3564653772707964,Iris-setosa
+110,5.01172197993817,2.0000005024521528,3.4612446100507324,0.8535721617076164,Iris-versicolor
+111,5.571183600272338,3.0,4.470375825622108,1.4764115783861071,Iris-versicolor
+112,6.108797118642438,2.961499776131384,4.54604663560401,1.4796939245070486,Iris-versicolor
+113,5.46459473768,2.5642669418580297,4.343932943125342,1.1820863412343963,Iris-versicolor
+114,4.4,3.195910448172285,1.3216431122363006,0.19948716462298854,Iris-setosa
+115,5.63470782307697,2.7293368290722526,4.4856925541094945,1.257233645023642,Iris-versicolor
+116,6.011631235156342,3.404693006487041,4.517486871716344,1.5925659187617103,Iris-versicolor
+117,4.4,3.2002706702877797,1.3120543834919813,0.20453910935946534,Iris-setosa
+118,5.591275211669051,2.738735957496982,3.7758633265447075,1.2362358028917992,Iris-versicolor
+119,5.637869676279017,2.741095867781538,4.481294439651086,1.2659866229558632,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/24/test.csv b/iris/tab_ddpm/5_4/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/24/train.csv b/iris/tab_ddpm/5_4/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/24/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/24/val.csv b/iris/tab_ddpm/5_4/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/25/synth.csv b/iris/tab_ddpm/5_4/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a719a25980bf2963287cae7a72d4fc6874d1c254
--- /dev/null
+++ b/iris/tab_ddpm/5_4/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.423993284274869,3.3976871843476943,1.7869572048778424,0.19329813457524475,Iris-setosa
+1,6.204120288302938,2.181291633186465,4.348373482722674,1.263083049679004,Iris-versicolor
+2,4.578592612543934,3.5966986911205208,1.0,0.19640530788609428,Iris-setosa
+3,7.9,3.7911501643284504,6.392284446417596,2.006355358546652,Iris-virginica
+4,6.5655462831608284,3.143965680340529,5.2771360016327105,1.9666785146738646,Iris-virginica
+5,6.470084036914295,3.0,4.447130662765972,1.3793464197632774,Iris-versicolor
+6,7.671526491333708,2.6333821745078945,6.899998448677131,2.2981945602295437,Iris-virginica
+7,5.002538977353433,3.0,1.5315503904207604,0.20152564712046278,Iris-setosa
+8,5.11545902362276,3.7482419882672433,1.5055805097727257,0.4375473946343419,Iris-setosa
+9,5.792189803549109,2.794316745313465,5.079772338617449,2.406720186772172,Iris-virginica
+10,5.205601543109353,3.4186792082809108,1.403814472563357,0.19959829872855492,Iris-setosa
+11,6.232884349268691,2.2757748494393844,4.337495295518116,1.2125118684439409,Iris-versicolor
+12,6.555803993608197,3.0,4.3617084661579675,1.368422131301136,Iris-versicolor
+13,5.7947752122383225,2.6956685511856575,5.099132254393408,1.911434389581318,Iris-virginica
+14,7.539746473589789,3.0,6.5347562977085225,2.1157317842020533,Iris-virginica
+15,6.678954848157405,3.0,4.963677685415983,1.6939492466772819,Iris-versicolor
+16,6.792677353111057,3.205261023315802,5.880057206425346,2.3095766016147534,Iris-virginica
+17,6.9213992563190185,3.130277309501834,5.842767076060914,2.2983171076074362,Iris-virginica
+18,6.832681789942874,2.8138171468688875,4.7973569045793285,1.3849404057895827,Iris-versicolor
+19,6.866988239808592,3.088322586110175,5.146753238290955,2.2869325330213655,Iris-virginica
+20,7.604628424132093,3.0,6.622499349386273,2.1171860243202074,Iris-virginica
+21,6.761396637932334,3.267221041042413,5.790654599726559,2.2075720188411765,Iris-virginica
+22,5.628068206310533,2.9482966290350365,4.018088801416509,1.2810728864042409,Iris-versicolor
+23,6.690632134239337,3.28829870364472,5.756065413364748,2.5,Iris-virginica
+24,4.567857278146152,3.1503415016427723,1.3912472058761398,0.2027015851659953,Iris-setosa
+25,7.717951556332406,2.6284915748808912,6.899998846678371,2.3038465122951637,Iris-virginica
+26,5.373738035847328,3.0,4.50427806751206,1.5023154860269312,Iris-versicolor
+27,5.504768760889067,2.418374257470077,3.7474947605685203,1.012391741804023,Iris-versicolor
+28,4.5774929054917015,3.566227883669286,1.0,0.19627280128901348,Iris-setosa
+29,7.706153517079022,2.620437361970382,6.8999984767027165,2.297843706654846,Iris-virginica
+30,7.691951599932814,2.7912256071070387,6.681872461811041,1.99460091925234,Iris-virginica
+31,6.411995769677974,3.0,5.472288352432993,1.7945799304736085,Iris-virginica
+32,6.534272277491883,3.0,4.350943065015456,1.3767140880911952,Iris-versicolor
+33,5.070669932210233,3.4822964029625934,1.3980259245469602,0.20078143391560868,Iris-setosa
+34,5.992835667222546,2.1927994995918367,4.058501151877588,1.0245547798014703,Iris-versicolor
+35,6.693331017174681,3.303340014741027,5.6970035810794695,2.5,Iris-virginica
+36,6.584368623371014,3.0,4.444077613645781,1.4077466041213977,Iris-versicolor
+37,6.147510157625353,2.777548714453156,4.701930428094567,1.2045142843325847,Iris-versicolor
+38,6.296959265552517,2.2541922024708305,4.436814865730688,1.3693329628926565,Iris-versicolor
+39,5.797374861272069,2.70692831890043,5.084444848752872,1.8906368167832655,Iris-virginica
+40,7.683155359555214,2.5776440925074837,6.9,2.3171311563187884,Iris-virginica
+41,6.302109723761832,3.0,4.433670762978088,1.3792087386116663,Iris-versicolor
+42,5.756385975927879,2.8572461991608815,4.480942683674377,1.3190836575587273,Iris-versicolor
+43,6.805609803594512,2.814450931288522,4.793689524943599,1.4255988924178762,Iris-versicolor
+44,5.155261888705877,3.509593361902448,1.404620833016751,0.19831313935648226,Iris-setosa
+45,5.7933484202428005,2.702003555801544,5.0874785547103984,1.9155593755629496,Iris-virginica
+46,4.852359648589094,3.1017265494777497,1.5196329960894683,0.10000015293499068,Iris-setosa
+47,5.798944363268904,2.6813798981042036,4.083161278695396,1.0013977317060498,Iris-versicolor
+48,5.5537588212065385,2.6905062743324604,4.443030048405072,1.2442204933722414,Iris-versicolor
+49,5.468118402213615,3.4243414678506765,1.5457486763825703,0.28092779403281487,Iris-setosa
+50,4.915635029364693,3.411409283790805,1.5725762901642382,0.25601220300912697,Iris-setosa
+51,6.687172090904995,2.496707921544512,5.779557399321187,1.810986342220409,Iris-virginica
+52,4.880006653903739,3.060679033554804,1.484592379268051,0.10000011388069888,Iris-setosa
+53,7.675759923971125,2.587867333317815,6.899998502990007,2.2876483423549705,Iris-virginica
+54,5.774569739674355,2.6447431893170443,4.032405820564793,0.9752537089526176,Iris-versicolor
+55,7.406552781040415,3.0,6.3341224727613925,2.076850592990509,Iris-virginica
+56,7.127466657279117,3.0,6.0279819766781815,2.0541077843831874,Iris-virginica
+57,5.401891392794117,3.931985237165553,1.2805932310613477,0.36490474056251976,Iris-setosa
+58,6.6432324732349715,3.0,4.473841459771193,1.4484547557782015,Iris-versicolor
+59,6.706774354990243,3.086461167804338,4.6845706913615315,1.4764677980601841,Iris-versicolor
+60,5.058517193952918,3.3512596854484107,1.575081683486055,0.45635619427776586,Iris-setosa
+61,6.554936432686268,3.165069473087839,5.257796081730453,1.971669297182898,Iris-virginica
+62,5.58480384409272,3.8018204596501453,1.503323060873949,0.2944692746720232,Iris-setosa
+63,6.654471525030775,3.0,4.955324090164954,1.696063969793458,Iris-versicolor
+64,7.187072049966353,2.8931558121054453,6.186708791253179,1.7940608669790505,Iris-virginica
+65,6.708628846758064,3.3148686373422356,5.738481196961782,2.4999995873564025,Iris-virginica
+66,6.642158575815025,3.2938334708824075,5.593384728050728,2.0892501729965822,Iris-virginica
+67,4.835619554510665,3.0,1.3992124731099458,0.1000001090728914,Iris-setosa
+68,7.544734379211785,3.0,6.486502359620035,2.060643559348989,Iris-virginica
+69,6.897197786909959,2.9692024817136655,5.925542994405405,1.8954204522276876,Iris-virginica
+70,5.287215271362317,3.6947968423113013,1.4947301432550084,0.1992466890704876,Iris-setosa
+71,6.7072811219090385,3.0904198863893546,4.695434518875045,1.5124219136666024,Iris-versicolor
+72,4.900535378741436,3.0539457127750973,1.488747400327875,0.10000012730033968,Iris-setosa
+73,5.374173480270288,3.3957540577778054,1.5054867855840541,0.3739206756728501,Iris-setosa
+74,4.802431789412925,3.0,1.4106839795376143,0.10000012516498277,Iris-setosa
+75,6.178592464981702,2.18909924449752,4.505599057928886,1.496366947849573,Iris-versicolor
+76,5.217801014337834,3.421711363158352,1.3838865616384726,0.19931916238094774,Iris-setosa
+77,6.583053555132388,3.2165758129422217,5.372188717903397,1.983283777159893,Iris-virginica
+78,6.324179558450506,2.827707840133948,5.052622275733067,1.7778267275155644,Iris-virginica
+79,6.362192956289851,3.259866861073669,4.733603259456365,1.5971781200272799,Iris-versicolor
+80,6.25556452740248,2.271274568828624,4.439756232572126,1.3564079921910501,Iris-versicolor
+81,6.70990736802388,3.283782460527217,5.716398766006483,2.5,Iris-virginica
+82,6.310639044555362,2.504799654655375,4.9890576056394895,1.9048659389937288,Iris-virginica
+83,5.530180355417911,2.4111065662109596,3.731843329953861,1.03411874071454,Iris-versicolor
+84,6.260730808545466,2.882620419341488,5.596552205120382,1.7893016155920853,Iris-virginica
+85,6.5870071004291155,3.0,4.398700837078622,1.4070700455652463,Iris-versicolor
+86,6.149346780838988,3.2568076038088574,4.65402903191826,1.5968471991222197,Iris-versicolor
+87,5.013364910041989,3.349049871520792,1.6435101945429478,0.33930658095674304,Iris-setosa
+88,6.514876236501454,3.22289696351512,5.2113010947786735,2.0563930649695625,Iris-virginica
+89,6.726180958911759,3.3045334542566756,5.67037998789401,2.5,Iris-virginica
+90,6.174851355435823,3.3125396064215757,4.65732721169051,1.614939769225053,Iris-versicolor
+91,4.812291045925959,3.3936038518180047,1.8026549073022657,0.20724980354727127,Iris-setosa
+92,6.71165132179697,3.3111734252321257,5.730113097468418,2.5,Iris-virginica
+93,5.678189726125175,3.764077292460724,1.6552334641446942,0.29275600625046394,Iris-setosa
+94,7.7026952452390685,2.615376490919363,6.899998926436532,2.2972645271516274,Iris-virginica
+95,5.50453806516709,4.2,1.3664836944955407,0.18863259659133372,Iris-setosa
+96,6.714382525475771,3.0,5.016024811339242,1.6794014771558496,Iris-versicolor
+97,4.799676686782106,3.0,1.3998933288803104,0.29629404553542193,Iris-setosa
+98,7.663932231600372,2.59705860762041,6.9,2.3098192700372864,Iris-virginica
+99,5.173781818969166,3.49474577811312,1.4075869691495944,0.19886785723938688,Iris-setosa
+100,6.905439401027198,3.1020054031788877,5.1377448149665055,2.266630191908593,Iris-virginica
+101,5.574661899717151,3.0,4.064223528536352,1.328206350544732,Iris-versicolor
+102,5.682234323829821,2.591698910820025,4.0101485266023795,1.1086416862573352,Iris-versicolor
+103,6.693431112087835,3.0,4.986451227794141,1.6964021232514417,Iris-versicolor
+104,5.617724401315074,3.7626400163678566,1.5584075452932653,0.2857528559053902,Iris-setosa
+105,6.678722874793569,3.315731113188218,5.664402784204816,2.4999995968420547,Iris-virginica
+106,5.004890465777431,3.439892852686649,1.5567204686494025,0.3182709032725957,Iris-setosa
+107,5.071731582319629,3.2668507908425695,1.7024540445867467,0.4265468240393304,Iris-setosa
+108,5.006516866484285,3.0,1.5959241153560404,0.19356256556230506,Iris-setosa
+109,5.25233864595961,3.7248683301180128,1.477132950882226,0.20487854865698288,Iris-setosa
+110,5.0064168608260795,2.0,3.529235175481915,1.0406725524375111,Iris-versicolor
+111,5.181034109321559,3.4823009651501033,1.4006723392289298,0.20122001725913577,Iris-setosa
+112,5.541550582038666,3.0,4.52339240974293,1.5160607465683222,Iris-versicolor
+113,7.6990655982288985,2.584613566752844,6.9,2.3079118881707315,Iris-virginica
+114,7.260562096067754,2.8860196345261016,6.304358666714801,1.804861839396165,Iris-virginica
+115,6.799883312343225,2.7909576312066866,4.784187295382204,1.4301333645904009,Iris-versicolor
+116,5.544154992163278,3.0,4.40402228666,1.4344446472518881,Iris-versicolor
+117,6.220913995354747,2.224922133834964,4.511523881821866,1.470841732962504,Iris-versicolor
+118,5.548034564776245,3.0,4.487499942342793,1.5038572574467928,Iris-versicolor
+119,5.891906405102024,3.0,5.077404661757253,1.8089973459101694,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/25/test.csv b/iris/tab_ddpm/5_4/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/25/train.csv b/iris/tab_ddpm/5_4/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/25/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/25/val.csv b/iris/tab_ddpm/5_4/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/26/synth.csv b/iris/tab_ddpm/5_4/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d2fab4e57fc5911b05ce91c403c938b58137daf0
--- /dev/null
+++ b/iris/tab_ddpm/5_4/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.639396918058012,2.372827173272419,3.7868559572628633,1.0419131954303202,Iris-versicolor
+1,7.6923098003713655,2.6201976657868538,6.899998924246369,2.302169511372991,Iris-virginica
+2,5.455842990730529,3.0,4.508865274236136,1.5040266474912054,Iris-versicolor
+3,5.4728969862253365,2.4387708257778535,3.8042588495147873,1.0578462686180203,Iris-versicolor
+4,6.339888545756933,3.355111706034977,5.446857046995869,2.2928582156815573,Iris-virginica
+5,6.847639372114787,3.106831762842699,5.1261610671730296,2.281239993323786,Iris-virginica
+6,6.820116793062868,3.1944475458138575,5.894140876472115,2.2866834442398445,Iris-virginica
+7,4.816086419741033,3.3897810592972397,1.9020803952126073,0.20107887623227721,Iris-setosa
+8,6.2127356630151125,3.4016559843499574,5.4811580947523195,2.292061440232502,Iris-virginica
+9,5.025994849508911,3.3723497923063053,1.782293128691626,0.3953828157493798,Iris-setosa
+10,4.79687539912798,3.3887151834817697,1.6511417603253657,0.20007974706237383,Iris-setosa
+11,6.192799157965046,2.1979886155103254,4.492578660949947,1.5248545340103319,Iris-versicolor
+12,4.991909210136768,3.4002135528059467,1.6519161707841141,0.37637782067651987,Iris-setosa
+13,4.880081112616226,2.3894279595717314,3.353312466717912,1.003728612076255,Iris-versicolor
+14,6.371034329328962,2.882775575634767,4.298896188432439,1.3020982765120341,Iris-versicolor
+15,5.222291342396684,3.6031867979861905,1.4297377997360956,0.20263670750303625,Iris-setosa
+16,5.13973752267796,3.307643856608034,1.5531344526297914,0.43272646006274373,Iris-setosa
+17,4.6031756068366265,3.176622298686596,1.4009439311742435,0.20520438117402587,Iris-setosa
+18,5.597346565424679,3.0,3.9988937754596994,1.3168657989986847,Iris-versicolor
+19,4.778351985264069,3.376339081012372,1.6207989258512872,0.20301969135927164,Iris-setosa
+20,6.493938648543238,3.1955230021946712,5.0525892249030395,2.001097219810086,Iris-virginica
+21,4.988082084621804,3.5745133692109246,1.4042648585965607,0.20360243485566146,Iris-setosa
+22,5.110030480081666,3.484012953628168,1.3763734132293934,0.19772268241441837,Iris-setosa
+23,6.384064597985203,3.349728768811793,5.38793471550174,2.227348413868539,Iris-virginica
+24,6.230262267677105,3.0,4.414525762381713,1.331343270820586,Iris-versicolor
+25,7.9,3.8400340184188506,6.406690358147948,2.015127406658519,Iris-virginica
+26,6.003941478402384,2.212602317450079,4.001963847208036,1.0367415371356457,Iris-versicolor
+27,4.7711670753130875,3.0,1.4106081135154995,0.28770642966274873,Iris-setosa
+28,5.6868211456853475,3.7725929194794445,1.5664879812246706,0.2944164867209707,Iris-setosa
+29,4.599816117201804,3.6205425408398932,1.0,0.20324107875067593,Iris-setosa
+30,6.3287635518336725,2.9577193666356143,4.491685958544954,1.391406471434253,Iris-versicolor
+31,6.336165038120658,2.8936214374643754,5.602729331243723,1.809885866294743,Iris-virginica
+32,5.525489949878763,4.199999351339252,1.4035764769657912,0.21146769323917147,Iris-setosa
+33,4.900601909328254,3.0,1.3837516054504795,0.2099067936420534,Iris-setosa
+34,6.532173725451505,3.0,4.385972324450184,1.3664567333884294,Iris-versicolor
+35,6.677402043376285,2.5010520044212132,5.764683084956396,1.8084687537493314,Iris-virginica
+36,4.825322655533183,3.0,1.3963384941346226,0.28596163877171393,Iris-setosa
+37,5.814103323557975,2.808302690362584,5.124709818673963,2.4047346081069585,Iris-virginica
+38,5.395381819405117,3.88972852977648,1.2931573183082794,0.3266951498825676,Iris-setosa
+39,6.672498136038654,3.332027129324989,5.629100886552478,2.1357119923630155,Iris-virginica
+40,6.740184943855882,3.2583442255831345,5.742662273069343,2.2014505799462007,Iris-virginica
+41,6.683105382230988,3.2889271638686077,5.696973709938969,2.4999996370704456,Iris-virginica
+42,4.820363384971092,3.4022141801532393,1.5722412079386328,0.20357761930935372,Iris-setosa
+43,5.978199222608958,2.178992406064127,3.8820432508735228,0.87273085862411,Iris-versicolor
+44,7.175497141947471,2.9011248391274873,6.228885338146618,1.779837117373938,Iris-virginica
+45,4.988171690157757,3.5872695474836203,1.3896569166997834,0.20352805526715514,Iris-setosa
+46,5.808202481485843,2.691485277761654,5.099487690901936,1.8725817102846225,Iris-virginica
+47,6.002305643907482,2.1966116853071407,3.9815969593678453,1.0005310755088936,Iris-versicolor
+48,6.107808886004964,3.383771136646694,4.588440696404036,1.6291765202091806,Iris-versicolor
+49,5.884151293089668,3.0,5.168142925972724,1.8066232269337557,Iris-virginica
+50,6.718665451787929,3.30296706060239,5.714761713378127,2.5,Iris-virginica
+51,5.529153782538619,2.4284556568776945,3.7471963290450394,1.0390484322343956,Iris-versicolor
+52,6.189273765240132,2.193679291502195,4.499964173935737,1.5065492324278096,Iris-versicolor
+53,6.612264710823376,3.0,4.419006164448511,1.384147004081234,Iris-versicolor
+54,5.400651039392075,2.3919555769403753,3.660845581113411,1.0279937490894864,Iris-versicolor
+55,4.760760150778929,3.402350169664347,1.6499598047874027,0.19762495625948867,Iris-setosa
+56,4.771259782976194,3.0,1.4290854697663455,0.10000010006642959,Iris-setosa
+57,5.567037265592051,2.6841007203826086,4.402984690577231,1.236951992767256,Iris-versicolor
+58,7.696310570801028,2.5561813276452114,6.9,2.3189872299308507,Iris-virginica
+59,5.873411157015178,2.2062243976168343,3.888277965360943,0.9535284042033707,Iris-versicolor
+60,4.8138847211875,3.0,1.4100563150278638,0.1,Iris-setosa
+61,6.505215162405157,3.0,5.48931378605579,1.8015087343615457,Iris-virginica
+62,6.629410608484026,3.0,4.546539205459823,1.4613847748824855,Iris-versicolor
+63,7.682691949605392,2.822934150412841,6.6704833599974,2.0241160984254996,Iris-virginica
+64,4.880214886428597,2.4033454594217822,3.0914063984470053,0.9062305293209199,Iris-versicolor
+65,7.182950726710163,3.0,6.028724565192189,2.0842038612303493,Iris-virginica
+66,6.487978292891719,3.221488196855295,5.116144334979667,2.0312134861778626,Iris-virginica
+67,4.63032470130532,3.1345944856944117,1.401992609422936,0.20758657394999197,Iris-setosa
+68,4.821696820774959,2.394533519628269,3.2782882920923093,0.9715253442368801,Iris-versicolor
+69,7.1841606427905855,3.0,6.064799101128251,2.090425778751188,Iris-virginica
+70,7.9,3.807762311396023,6.3757710355047035,1.9997566131901274,Iris-virginica
+71,5.0856733882277805,3.28878320294753,1.5870804119117718,0.568783587689031,Iris-setosa
+72,6.786597687303828,2.8135920278963726,4.811404161914266,1.4508284988174656,Iris-versicolor
+73,6.273448934126584,3.3311487711145404,4.683005128271134,1.6077826592762694,Iris-versicolor
+74,4.593636387438591,3.6113289769408214,1.0000005420009013,0.19801368523261836,Iris-setosa
+75,5.19477979915164,3.3811679130945356,1.4030614896676503,0.19764461880780299,Iris-setosa
+76,5.2185322415483055,3.3477665242574868,1.5666528106680508,0.35595649570132976,Iris-setosa
+77,5.626311544173959,2.954663979948486,3.9334204984184478,1.3095000079765926,Iris-versicolor
+78,4.766392370202813,3.0,1.4064984680365946,0.2947728529018882,Iris-setosa
+79,4.899098177453656,3.1171762852336795,1.5001390791607148,0.10000010722600063,Iris-setosa
+80,6.7166574360487745,3.307764028527207,5.7275702441016465,2.5,Iris-virginica
+81,5.0532829043973235,3.5591345879364824,1.4099415901986878,0.19759708755318856,Iris-setosa
+82,4.874640949825791,3.049348425742723,1.4573635094917625,0.10000012790983515,Iris-setosa
+83,6.608674473611298,3.022540617445561,4.873308112823385,1.653447151344157,Iris-versicolor
+84,5.378355849899163,3.686140158395681,1.50632261425869,0.20210647075021287,Iris-setosa
+85,6.471464096442617,3.0,5.50257101962764,1.813794228514532,Iris-virginica
+86,6.316626651378024,2.710463684752453,4.895690621077335,1.7949737915757236,Iris-virginica
+87,6.290934138667891,2.297800939004136,4.405201761081817,1.2876164576923002,Iris-versicolor
+88,5.86786257513094,3.1302427929295753,4.765662401438987,1.7478475120143835,Iris-versicolor
+89,5.781832329050438,2.71520130677249,5.091083890381261,1.8938828673511698,Iris-virginica
+90,5.792553593139915,2.6930421171616317,5.128232586621863,1.9084997436763445,Iris-virginica
+91,4.788589528995414,3.0,1.3638288175583455,0.1,Iris-setosa
+92,7.713657506691537,2.556105449617199,6.899998960187159,2.3078851020899798,Iris-virginica
+93,4.909352303852537,2.4049244848233644,3.160182786086365,1.001203231346878,Iris-versicolor
+94,6.703864994093705,3.272349787362569,5.741512922694481,2.4999996206763093,Iris-virginica
+95,7.899998019746901,3.724386282077941,6.3952577820475645,2.0024669837028517,Iris-virginica
+96,6.321701656645478,3.0,5.442669250759519,1.803528091099528,Iris-virginica
+97,5.709586948555461,3.0,4.221680865516014,1.2222318724261958,Iris-versicolor
+98,5.616666078630418,2.9151446575412256,3.808194342502628,1.2967897704515337,Iris-versicolor
+99,6.240115256827259,2.866043571748266,5.6089637257951885,1.8148950565704842,Iris-virginica
+100,7.2408586214072805,2.9043773939066346,6.244242287959974,1.7862465063485677,Iris-virginica
+101,5.992371621753664,2.2073224503841176,4.017232787834116,1.0071160480951125,Iris-versicolor
+102,7.650330756349589,2.5931110472349443,6.9,2.2919326609579995,Iris-virginica
+103,6.308494227487437,2.4867204084669305,4.97370459475406,1.9051737748241269,Iris-virginica
+104,6.301653115607091,2.3008399539898434,4.402414861950904,1.2893080986509602,Iris-versicolor
+105,6.642754881998959,2.522654051467675,5.721654678961694,1.7996322373571714,Iris-virginica
+106,6.34129651119669,3.1123970024620737,4.838096315527437,1.6947889826541513,Iris-versicolor
+107,5.741489343706607,2.7300758236480887,4.4692297801215295,1.1989807195787947,Iris-versicolor
+108,5.602943482881558,3.0,4.056055018775957,1.2871751511150753,Iris-versicolor
+109,5.398224916662021,3.400824398909118,1.8408517297551446,0.20033741234230723,Iris-setosa
+110,4.80912611415245,3.3909940446553906,1.9249402867743142,0.1992801733812825,Iris-setosa
+111,6.297335040908105,3.1351082421104177,4.614775984880842,1.4748354952940994,Iris-versicolor
+112,5.991595776844104,2.2225070960944535,4.085085439372003,0.9968282607793908,Iris-versicolor
+113,6.049768086108973,3.375048235300288,4.521914030428984,1.5953148742394492,Iris-versicolor
+114,6.349278725781363,2.919661493781778,5.6356708575588765,1.8194828025158274,Iris-virginica
+115,5.553329753797145,2.441351573980511,3.8134644275164487,1.050655801854146,Iris-versicolor
+116,7.899998429210903,3.80276888103312,6.409594740165948,1.9944338067817042,Iris-virginica
+117,4.942734068741535,2.3903643522535396,3.4252945416446683,1.0154987712243304,Iris-versicolor
+118,4.896366492196671,2.4155703712733203,3.1027051372354997,0.9752710820976491,Iris-versicolor
+119,4.782046701873606,3.386679840422571,1.8274425278807682,0.2036712214197559,Iris-setosa
diff --git a/iris/tab_ddpm/5_4/26/test.csv b/iris/tab_ddpm/5_4/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/26/train.csv b/iris/tab_ddpm/5_4/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/26/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/26/val.csv b/iris/tab_ddpm/5_4/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/27/synth.csv b/iris/tab_ddpm/5_4/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..23352d553b229b5cbbac0fd5e002f1ea2603e565
--- /dev/null
+++ b/iris/tab_ddpm/5_4/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899997897278871,3.786096087073686,6.446741694509699,1.9875075075825437,Iris-virginica
+1,4.9842836492320775,3.0,1.7510829736518037,0.19645462649620427,Iris-setosa
+2,5.184153501709728,3.4046064493329498,1.4003099417817866,0.19430593781799343,Iris-setosa
+3,5.68873471610413,3.0,4.144266923186127,1.2770221422291383,Iris-versicolor
+4,4.910937609981715,3.094103658396334,1.496696355802866,0.1,Iris-setosa
+5,7.689702941325149,2.8034272293561724,6.685248729565194,2.0030540195379394,Iris-virginica
+6,4.794955527899991,3.0,1.3825596677353433,0.3043536508994248,Iris-setosa
+7,6.27940580213529,2.2992031614058304,4.442401803519224,1.3149167126194123,Iris-versicolor
+8,4.980756660137703,3.4021621554005126,1.820308057970704,0.3605040288151704,Iris-setosa
+9,4.89708989090764,3.086024989776891,1.4921041901890646,0.1000000971170875,Iris-setosa
+10,4.808845186353876,3.399930680932897,1.7354456423392755,0.20424856952464934,Iris-setosa
+11,4.605367111126431,3.6300727490754756,1.0000004555466184,0.1965912245994708,Iris-setosa
+12,5.563711453367732,3.0,4.517043517147683,1.4850588753030842,Iris-versicolor
+13,4.608138566150678,3.1919535117795883,1.4099518300276188,0.19906881584645258,Iris-setosa
+14,6.317159285811037,2.3055168167514144,4.374563308776171,1.2947960343189564,Iris-versicolor
+15,6.273894012818819,2.88810899201674,5.645463833008371,1.8195276551662252,Iris-virginica
+16,6.30759510707495,2.501082394845295,4.979327743742247,1.9139513863623507,Iris-virginica
+17,5.658386158686821,3.0,4.205430833558979,1.298727173945347,Iris-versicolor
+18,4.866958796847463,2.3821716225689076,3.436560985428475,1.0163151098996548,Iris-versicolor
+19,5.01641608640663,3.3661380664462746,1.5702271033699748,0.3931947503980002,Iris-setosa
+20,5.250577676145194,3.710251526962419,1.505210173807221,0.20021497147311337,Iris-setosa
+21,6.724683878853242,2.488761076033594,5.85701483400973,1.8017615294792029,Iris-virginica
+22,5.4624612658599,3.404292853700172,1.8624986723234995,0.19907682502954327,Iris-setosa
+23,5.91778250502977,3.239237201978751,4.721238960216384,1.749091007668743,Iris-versicolor
+24,5.906214474071018,3.225159620528683,4.7538169540595,1.8021008977107402,Iris-versicolor
+25,6.314632827339005,2.526545287973782,4.992606393941883,1.875066822613302,Iris-virginica
+26,5.773910980161839,2.947534218256892,4.2592530644639375,1.2985449276259025,Iris-versicolor
+27,4.864793862428945,2.42594676317127,3.312748198121897,1.0103457644396634,Iris-versicolor
+28,5.68586219113933,3.0,4.210940540518978,1.2176114323275218,Iris-versicolor
+29,6.710088072023985,3.2885540436467275,5.717338438067718,2.5,Iris-virginica
+30,6.691697571782105,3.2786143112564456,5.707860971899238,2.233604199892026,Iris-virginica
+31,6.829713406232571,3.1995243062538883,5.85980679765981,2.3172395969984207,Iris-virginica
+32,5.615943372784058,2.9369628434609565,3.6703924172863642,1.3083787072616055,Iris-versicolor
+33,5.383930738435289,3.0,4.504968259225148,1.517226872668895,Iris-versicolor
+34,5.00427060651661,3.6093266804521282,1.4044192812886092,0.20137097385903546,Iris-setosa
+35,4.619857027412329,3.6233111924018586,1.0000006059658098,0.198641248643047,Iris-setosa
+36,5.583744411070918,2.9409163084132492,3.8480327098404667,1.3120632550930118,Iris-versicolor
+37,5.521857442932059,2.561215721518375,4.347153382996991,1.1348639399295606,Iris-versicolor
+38,6.74020632562122,3.307238248184077,5.734865824094217,2.1293463674682256,Iris-virginica
+39,6.768405354429345,2.8013344474201998,4.749610025809185,1.3993850911536734,Iris-versicolor
+40,5.777504588201509,2.699986494419945,4.149393449199312,1.0264053246195861,Iris-versicolor
+41,6.133772045495609,3.351704012771176,4.616303370999039,1.5995594048718922,Iris-versicolor
+42,4.982772315575689,3.619337603954226,1.4057755859582013,0.2004378191459513,Iris-setosa
+43,6.2632124963452895,2.71661058178037,4.927319913399996,1.8027015105432038,Iris-virginica
+44,4.568437532206432,3.16502700737211,1.3587671853590817,0.19970118375253426,Iris-setosa
+45,4.996906678726005,2.00000053924913,3.4043282540221704,0.980297505130149,Iris-versicolor
+46,6.693643361886197,3.2187215141640015,5.722513126383709,2.183882444750769,Iris-virginica
+47,6.758480821569344,2.797163258473767,4.786825455881798,1.3974063860436332,Iris-versicolor
+48,5.098173678479539,3.716718645095387,1.4759187738483328,0.42519678209446243,Iris-setosa
+49,7.690147121603015,2.5918906762620186,6.8999989475005234,2.3076613800532737,Iris-virginica
+50,4.821232834047329,3.0,1.3904485577057397,0.1,Iris-setosa
+51,7.518293895275837,3.0,6.473585616383689,2.0995292284057214,Iris-virginica
+52,5.544482154616076,2.6804535490369927,4.414192097664498,1.2544534321741423,Iris-versicolor
+53,7.252878039792171,2.904811064892929,6.272163442015441,1.8042487918838548,Iris-virginica
+54,4.60566521221587,3.1834078536262047,1.4009723457139118,0.20946801825329506,Iris-setosa
+55,5.793817306618017,2.7113496545548648,5.095364446083433,1.9084097816153072,Iris-virginica
+56,4.907532724334539,3.0,1.4064472444394054,0.19937518796480724,Iris-setosa
+57,4.888676432270165,3.0238327994759526,1.4567749127223304,0.1000001834973705,Iris-setosa
+58,4.5894361175587015,3.6429535295292688,1.0,0.2016291542325904,Iris-setosa
+59,6.532989056118513,3.021526972269621,5.4064919692325875,1.8889293300838732,Iris-virginica
+60,6.761522614807289,3.2211541717828576,5.798472172078607,2.2301666127139548,Iris-virginica
+61,7.687573600203266,2.7970647319673794,6.696133455997071,1.9927210055844595,Iris-virginica
+62,6.676376466519943,3.097619471794298,4.661241594318881,1.4902484271180134,Iris-versicolor
+63,5.462327894925829,4.2,1.403330706921334,0.1971227139026323,Iris-setosa
+64,5.419380997677623,3.3424974770717855,1.8535353778112158,0.2015490158399225,Iris-setosa
+65,5.904125646336411,3.0,5.115504181722315,1.8209426484715945,Iris-virginica
+66,6.702381914268164,2.510167685624767,5.793559106760401,1.802439929295355,Iris-virginica
+67,7.702856379487513,2.5945029192760947,6.899998982881861,2.292448713183635,Iris-virginica
+68,4.901217550450874,3.0,1.3982086542201575,0.20078876848267418,Iris-setosa
+69,5.066302951516461,3.4853122062347026,1.5243168911860958,0.3444905187869925,Iris-setosa
+70,6.690195758412954,3.1136432146582202,4.724441058910685,1.5060820015897642,Iris-versicolor
+71,5.902305786440026,3.1982864907504687,4.764921841203339,1.7886468234448714,Iris-versicolor
+72,5.608258578208529,2.5688145869824126,4.0436277322106555,1.1481874757062902,Iris-versicolor
+73,7.691270017881429,2.609989727495675,6.899998956908194,2.2936712194737976,Iris-virginica
+74,5.796537732100705,2.700903774621238,5.121837823801983,1.9069325367914058,Iris-virginica
+75,6.066693171791823,3.3828011976971144,4.566666246661885,1.5620103493085422,Iris-versicolor
+76,6.424691262137318,3.0,5.568427951475046,1.7921349511310074,Iris-virginica
+77,5.694062824129712,3.7991199393474786,1.8849994530859044,0.33368683929253795,Iris-setosa
+78,6.682402314927145,3.092477913762565,5.636642089728088,2.0996979710834545,Iris-virginica
+79,4.623518477338062,3.166756776090039,1.4094734255499974,0.204268729491883,Iris-setosa
+80,5.373278175724539,3.384702960879621,1.525613388729319,0.3699920652078944,Iris-setosa
+81,5.913383464459412,2.8353180702102905,4.6247787807283345,1.2074221198944155,Iris-versicolor
+82,5.596782619743447,2.575104439357664,4.290708697007449,1.1843612586813625,Iris-versicolor
+83,5.490487836652961,4.19999931582729,1.398596678647018,0.20094926201042954,Iris-setosa
+84,6.536682960082891,3.0,4.337974167458009,1.3699552038412197,Iris-versicolor
+85,6.133367762881898,2.807338817643485,4.688959922324003,1.1912884312642833,Iris-versicolor
+86,5.927495501727365,3.0,5.244615101237693,1.7980394656555245,Iris-virginica
+87,4.9079339951018,3.0,1.4071654797520516,0.2002184738338352,Iris-setosa
+88,4.800681371491116,3.405504247338527,1.7473257323797542,0.19733435576294628,Iris-setosa
+89,6.2639046557459,2.298035519567088,4.330552335779346,1.268058761025702,Iris-versicolor
+90,6.873438502952119,3.1869672898858328,5.915377319112962,2.3081964952277367,Iris-virginica
+91,5.819541922947171,2.7023123952868673,4.227738648609625,0.8869404508465641,Iris-versicolor
+92,6.429738327393066,2.7823078826663967,4.757346067652622,1.3031771251620952,Iris-versicolor
+93,6.387657871167076,3.2173709103061845,5.077709473234068,2.015670843903447,Iris-virginica
+94,4.590928245160089,3.5075809338919512,1.0000007789986258,0.20431556433130713,Iris-setosa
+95,4.508607087149827,2.30718720485324,1.3152184339621593,0.3122101917192581,Iris-setosa
+96,6.280140234798967,2.282803678092584,4.386588748173111,1.3174696544133533,Iris-versicolor
+97,7.278197418871207,2.8947468965501395,6.256376917755166,1.7899810929304114,Iris-virginica
+98,6.20230445969635,2.188743283552451,4.496247329306677,1.5185545581147424,Iris-versicolor
+99,5.434033438463033,3.4184649099819495,1.7320131004009103,0.20506797398243634,Iris-setosa
+100,7.711098764256283,2.6096204482000345,6.9,2.292809491846606,Iris-virginica
+101,5.67228408999276,3.0,4.05277282772282,1.2030707587631886,Iris-versicolor
+102,6.770136338165571,2.8114923822023465,4.770010715582362,1.3948452062722325,Iris-versicolor
+103,5.071944552211852,3.5380628632955973,1.4011796837630617,0.19725159234729184,Iris-setosa
+104,6.72984013191602,3.2810986395804123,5.703922853191474,2.499999589071335,Iris-virginica
+105,7.713925815903985,2.6219235483481063,6.9,2.318988294657925,Iris-virginica
+106,5.123809982610615,3.7362186620734312,1.508479355019595,0.4240196115089341,Iris-setosa
+107,6.500992145154971,2.9781278286566524,4.301486769964132,1.3413360293584051,Iris-versicolor
+108,6.263449878278792,2.253885989527017,4.460262705950697,1.4126573331953989,Iris-versicolor
+109,6.16958532799274,2.7986644547100448,4.719892453239939,1.2277071717384445,Iris-versicolor
+110,7.481101930049514,3.0,6.459802793103581,2.0998747783241534,Iris-virginica
+111,6.700115808059119,3.138053536938216,4.70320631589684,1.5173026832273173,Iris-versicolor
+112,6.724465227829689,3.263615631478278,5.786923936534359,2.160531957127943,Iris-virginica
+113,5.498942725366986,4.2,1.4035090402544124,0.1993867545318408,Iris-setosa
+114,4.606119423447908,3.18350333573843,1.4106774798071644,0.20105440753140563,Iris-setosa
+115,4.998032706976921,2.0000004533000175,3.5313724408709737,1.0106255054681748,Iris-versicolor
+116,5.986463282663499,2.1984643153365635,4.028148316792717,0.9840783668253124,Iris-versicolor
+117,5.013423826700686,3.0,1.587103594918145,0.20180508285614618,Iris-setosa
+118,6.789852914398022,2.796339625937648,4.773741482772321,1.4063403548984892,Iris-versicolor
+119,5.454845540852816,3.0,4.508165369271246,1.5152693721084658,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/27/test.csv b/iris/tab_ddpm/5_4/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/27/train.csv b/iris/tab_ddpm/5_4/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/27/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/27/val.csv b/iris/tab_ddpm/5_4/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/28/synth.csv b/iris/tab_ddpm/5_4/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a770c4008cb538ae686b95240f5cd51820516be1
--- /dev/null
+++ b/iris/tab_ddpm/5_4/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4400753794788566,3.918740818546246,1.3089983196728234,0.41205559980584827,Iris-setosa
+1,6.603176283431998,3.083151782892306,4.637448238431838,1.5096461419453926,Iris-versicolor
+2,5.910819688917013,3.0,5.08299576746767,1.7961647716619815,Iris-virginica
+3,5.208369860118958,3.4010581376569577,1.4088432336112897,0.20185201640434708,Iris-setosa
+4,5.441956316849309,3.404837857845782,1.4854977076623006,0.3925656142215775,Iris-setosa
+5,6.03629636359263,2.2172675134661453,3.937358729647568,1.0094391254304682,Iris-versicolor
+6,5.221923167066339,3.415758893132654,1.4053037315387766,0.19805194124972542,Iris-setosa
+7,6.544227323492992,3.0,5.480813553964469,1.8001343947345732,Iris-virginica
+8,6.0627066987141145,3.360131942035467,4.554956166509946,1.6095912837695665,Iris-versicolor
+9,5.600987061306648,2.5041785670541077,3.905637350202081,1.0886781852093868,Iris-versicolor
+10,5.924888056070204,3.1790617247008552,4.829021318928002,1.797481754908295,Iris-versicolor
+11,5.667235692154963,3.776060269941399,1.6751874282046604,0.2883013145274754,Iris-setosa
+12,6.293651059828345,3.38352256772339,5.388662212343626,2.2807571843594787,Iris-virginica
+13,6.71696867248602,3.3244793617026573,5.693581769753698,2.5,Iris-virginica
+14,6.10619888975355,3.3754322891069775,4.557518328804961,1.6303192637917683,Iris-versicolor
+15,5.66592785142102,2.8732734547005787,3.8883892051361233,1.2764044362215394,Iris-versicolor
+16,4.912207336942982,3.127698883857134,1.502269769423425,0.1,Iris-setosa
+17,5.534753039390593,2.5862288830646785,4.408306491597732,1.216158351837122,Iris-versicolor
+18,6.311363364916472,2.5917008024907866,4.947994277800883,1.8368359763005053,Iris-virginica
+19,7.320662231928735,2.9076211923646462,6.358624322139398,1.809314498669805,Iris-virginica
+20,7.7198138788427215,2.611642606867837,6.899998690063661,2.276402358950576,Iris-virginica
+21,7.712230655572683,2.806216344215541,6.685749514614695,1.979208386785826,Iris-virginica
+22,6.715330364956541,3.3106925707217205,5.686288843670147,2.5,Iris-virginica
+23,7.9,3.7925078781169805,6.453498494307899,1.9988229457592723,Iris-virginica
+24,6.04349999603229,3.0,4.608691708762305,1.3877020652667618,Iris-versicolor
+25,6.83398161616986,3.1131139150144578,5.082943036924129,2.2897530683216343,Iris-virginica
+26,4.81704690831359,3.4007881148222454,1.5766211261353578,0.20272865195101783,Iris-setosa
+27,5.4841609190757605,2.413627065420835,3.710381622488096,0.9552215894988831,Iris-versicolor
+28,6.353784571333548,2.5234846611188098,5.007019205642711,1.8921652045143427,Iris-virginica
+29,6.196449110170906,3.3968956091747646,5.4236589883279915,2.293549856019985,Iris-virginica
+30,6.32682131522644,2.3211805287461837,4.43351072242115,1.3136145073143581,Iris-versicolor
+31,4.400000556388113,3.1803300223681252,1.344672983221111,0.20458208975014783,Iris-setosa
+32,7.5235479163434675,2.996677652675164,6.503042159265824,2.0656719501830705,Iris-virginica
+33,7.077328653935136,2.939791670128706,6.081885709446167,1.7912881392833617,Iris-virginica
+34,6.335526420809613,2.3103747756850135,4.37764644518431,1.2896469385742135,Iris-versicolor
+35,5.095775825423848,3.720292286324352,1.498218052810861,0.4200957770906947,Iris-setosa
+36,5.031646257327567,3.603186485642134,1.4021296543823067,0.20556951444512492,Iris-setosa
+37,5.3142795648718675,3.5180651649321457,1.4817733710990044,0.20176269379702494,Iris-setosa
+38,5.6201971672489055,3.0,4.207331179863978,1.2650302373443398,Iris-versicolor
+39,6.4729686736454,3.0,5.457302351683034,1.8004312993398892,Iris-virginica
+40,6.198481288168768,2.192862883306502,4.5351743037215675,1.521898391748723,Iris-versicolor
+41,5.899686478427224,2.8988840633147976,4.475731736056513,1.4800051914684993,Iris-versicolor
+42,6.425533354193927,2.9067609042724905,4.29496859786856,1.329664798002214,Iris-versicolor
+43,5.407443685583142,3.9193794649563873,1.2850489718870082,0.4336452891943895,Iris-setosa
+44,5.819024049904136,2.70306805407342,4.136197281310371,0.8967747071297945,Iris-versicolor
+45,4.61962603740077,3.5894102116152236,1.000000438525787,0.19319424526217782,Iris-setosa
+46,5.373352394870768,3.8668770486388624,1.3160271497818894,0.39577461981226475,Iris-setosa
+47,5.576635768723315,2.5109123556743445,3.865392217785653,1.0846338454649675,Iris-versicolor
+48,5.894347031529273,3.1858203355733985,4.791025236939712,1.7810134822267756,Iris-versicolor
+49,5.984367436095988,3.3557165048696365,4.5135108823669565,1.667999967928791,Iris-versicolor
+50,5.379398419723453,3.3632873063745414,1.618799535213234,0.20013081901657592,Iris-setosa
+51,4.4,3.2035947404136293,1.304732143985052,0.19908073892303996,Iris-setosa
+52,4.89330055263154,3.0320378708201554,1.4787104084430713,0.1,Iris-setosa
+53,4.400000560479208,3.190330585914846,1.3011319884445975,0.20418536066960044,Iris-setosa
+54,5.035343119027562,2.000000519315191,3.555436691634,1.0152403743196403,Iris-versicolor
+55,6.583692340782344,3.0,4.403853460289365,1.3889429851235622,Iris-versicolor
+56,5.476882383871999,3.0,4.473113607778231,1.5073510402654375,Iris-versicolor
+57,6.818143809008894,3.1844244603616865,5.911255992112171,2.292699108070926,Iris-virginica
+58,7.687598295577807,2.599388814163255,6.899998585887802,2.296218329589262,Iris-virginica
+59,6.64402364166545,3.2748921927865164,5.510458555409495,2.066457525318667,Iris-virginica
+60,6.280545642375418,3.39914112748432,5.442097750645152,2.297582567690839,Iris-virginica
+61,6.3942733106314025,3.0,5.4301617029516125,1.8155844506557852,Iris-virginica
+62,5.134684442167329,3.728008275322787,1.4669173836469085,0.33464819968921367,Iris-setosa
+63,5.945770138212733,3.0,5.113156158647345,1.808034401460621,Iris-virginica
+64,6.68364021486449,3.318754562637029,5.684512779812668,2.5,Iris-virginica
+65,5.547492419074251,4.199999216783776,1.3631405901468185,0.20342046723773174,Iris-setosa
+66,6.033260766209792,2.2155411277760293,3.9946798694078023,1.0198144705593652,Iris-versicolor
+67,6.689513842426036,3.2938010535368045,5.649805181238175,2.5,Iris-virginica
+68,7.686049582742529,2.8054155667058804,6.691017836894788,2.013667010778626,Iris-virginica
+69,4.83745079780098,3.0,1.4160437066571312,0.1000000906133545,Iris-setosa
+70,4.4,3.213154405551439,1.301125048333244,0.19940876048575396,Iris-setosa
+71,5.486390988994335,4.1999989226359435,1.4061258114777637,0.1986293007292903,Iris-setosa
+72,6.736354139221365,3.2742132154950636,5.820485932063519,2.2106582966892865,Iris-virginica
+73,5.4043496315968325,3.891853423928659,1.305086924467181,0.4920919852097815,Iris-setosa
+74,5.193379843849065,3.395892218350696,1.393937640548505,0.20295749846255473,Iris-setosa
+75,4.79469233935334,3.0,1.4040449734832556,0.31701000438980176,Iris-setosa
+76,5.390388881506621,3.3953460339173205,1.5723260933712255,0.1930428214177632,Iris-setosa
+77,5.663385160995283,3.0,4.202839995273334,1.2740261296261233,Iris-versicolor
+78,5.753095615012141,3.0,4.265680367613395,1.2716188357292892,Iris-versicolor
+79,5.336007841130894,3.8422456216849565,1.3444731270643961,0.37415180569609907,Iris-setosa
+80,4.899219319836314,2.4353264943273443,3.3700844502114258,1.0158788942724213,Iris-versicolor
+81,4.793899709827155,3.3844638043519466,1.7780076617766554,0.2003423483184111,Iris-setosa
+82,5.80389182263723,2.6982707245302286,5.101655163942433,1.8878485135028782,Iris-virginica
+83,5.65610807314974,3.0,4.141235236782924,1.2340126201234223,Iris-versicolor
+84,5.133944210414452,2.369194031327699,3.5111458465337377,0.9265871938540435,Iris-versicolor
+85,5.6989110608955,2.898824320996499,4.184769609422192,1.2584056732590292,Iris-versicolor
+86,5.360894624680274,3.828613852260291,1.3331170570852966,0.3068318855994808,Iris-setosa
+87,5.211053881168809,3.4161312362194836,1.3691611988994468,0.20215184760332555,Iris-setosa
+88,5.4543353283132845,3.410376086043532,1.697168215237393,0.1994596627223449,Iris-setosa
+89,4.803438253142697,3.368154534313121,1.8676100387202057,0.19526940567686712,Iris-setosa
+90,6.1594170024583965,3.3386299530965675,4.624811299959459,1.5771027640046151,Iris-versicolor
+91,6.7394749992886815,3.234803458448495,5.813167159216619,2.2476004456900847,Iris-virginica
+92,5.776156403359221,2.6685868248281066,4.0711423193372305,1.0146220954873875,Iris-versicolor
+93,4.400000559111839,3.1917376750828246,1.317152319534343,0.19858307803016426,Iris-setosa
+94,6.68287446525179,3.2828593372948514,5.631026713262559,2.499999532512561,Iris-virginica
+95,7.665586590161723,2.593725956330402,6.8999989511218764,2.2882658052410165,Iris-virginica
+96,5.484083981430529,3.0,4.455056187962574,1.494785814872688,Iris-versicolor
+97,4.4,3.213328195615116,1.2910350325058277,0.20250592245580532,Iris-setosa
+98,5.596532554594238,3.0,4.1082514021927246,1.311836870273176,Iris-versicolor
+99,5.898646208151637,3.1546213699637398,4.7549531120507496,1.8037231849948818,Iris-versicolor
+100,4.815588685251545,3.3996435888794143,1.5718603876451605,0.20156512618987357,Iris-setosa
+101,6.329242088932077,2.8794944903380504,4.314224032595167,1.287934785809633,Iris-versicolor
+102,6.459337366332906,3.357498500579579,5.517142365412964,2.209583802788327,Iris-virginica
+103,4.513862969555804,2.3347371703653113,1.3158141829593841,0.2990730613751031,Iris-setosa
+104,6.781475367719788,2.7963903812161424,4.799285817780961,1.4485960663546489,Iris-versicolor
+105,5.775767634099741,2.709396220948497,5.082693279414411,1.8982773491773905,Iris-virginica
+106,4.89905390252555,3.0,1.3986480221500013,0.19787674314927434,Iris-setosa
+107,5.023646379422906,3.0,1.723727360699577,0.19815671692099346,Iris-setosa
+108,4.609078625508374,3.626851874715405,1.00000043037246,0.19393963580355708,Iris-setosa
+109,6.619212909248162,3.0,4.38337552175529,1.403893884958185,Iris-versicolor
+110,5.100198597875909,3.486704326141481,1.3809071515385911,0.20173560982945107,Iris-setosa
+111,4.921931414512927,2.3587785642713794,3.222154419640806,0.9540269240613286,Iris-versicolor
+112,4.8702697097139245,3.010342024090747,1.4489686730336593,0.1,Iris-setosa
+113,5.894589273223731,3.0,5.113359866317865,1.7951670285001577,Iris-virginica
+114,5.785611441388276,2.7964470222467157,5.142284212557864,2.4065335937211563,Iris-virginica
+115,7.9,3.8118510350734627,6.391521259479675,2.0312194660893885,Iris-virginica
+116,6.78090575930363,3.2173423237333174,5.8870316217134935,2.273020788963507,Iris-virginica
+117,4.95086909470076,2.394496764578478,3.377373021873337,0.9773895896567504,Iris-versicolor
+118,7.666057779777604,2.8049260807411645,6.687686961722386,1.9929478161113297,Iris-virginica
+119,5.91797419936502,3.0,5.102124392104494,1.7969864668525997,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/28/test.csv b/iris/tab_ddpm/5_4/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/28/train.csv b/iris/tab_ddpm/5_4/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/28/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/28/val.csv b/iris/tab_ddpm/5_4/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/29/synth.csv b/iris/tab_ddpm/5_4/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e0f92897902684b77f59d1280dbbe1b10895483e
--- /dev/null
+++ b/iris/tab_ddpm/5_4/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.511403708277696,3.0,5.362891128671623,1.862148395013211,Iris-virginica
+1,5.573715601709088,2.673518953731488,4.453983840452041,1.2537994564939376,Iris-versicolor
+2,5.019372688253354,3.0,1.5640578090331647,0.19978607786428604,Iris-setosa
+3,5.220179301795621,3.4054180327154975,1.4027094238112179,0.20226756677380647,Iris-setosa
+4,5.553354978892217,4.2,1.398172657387962,0.20145056162174338,Iris-setosa
+5,5.769279851198652,2.764946500840711,4.235472784465513,1.0944704737126982,Iris-versicolor
+6,4.495718449550236,2.3197770894839347,1.2945115976266293,0.28469889049643093,Iris-setosa
+7,6.686674551272645,3.0,4.978303333888037,1.6990287342885615,Iris-versicolor
+8,4.580698066882128,3.632138088487736,1.0,0.19406164913060187,Iris-setosa
+9,6.299596736758971,2.3306376116544807,4.391083798907915,1.2910851810695667,Iris-versicolor
+10,5.7238472288811275,3.0,4.212378545382242,1.1648316390051032,Iris-versicolor
+11,5.0522586548966135,3.496011312970185,1.4123660691328987,0.19932021661787802,Iris-setosa
+12,5.54615411471975,3.0,4.470239042336397,1.4153197274770515,Iris-versicolor
+13,5.575117572784443,4.199999359949017,1.4171694515337894,0.2027896178442528,Iris-setosa
+14,6.2159343039987816,2.2042192342852314,4.5085340590546545,1.5238907221755507,Iris-versicolor
+15,5.077279960351348,3.665568497015672,1.493614764085679,0.40729441337557376,Iris-setosa
+16,4.807075970488593,3.0,1.347875672964894,0.1,Iris-setosa
+17,7.4624226548691475,3.0,6.420165676255081,2.104359669933261,Iris-virginica
+18,5.2604534336183955,3.324256118412978,1.7923236183870492,0.20070679756189347,Iris-setosa
+19,4.400000484660358,3.1759079989783876,1.3242431948103337,0.2012370236104432,Iris-setosa
+20,5.110009563255801,3.499481745129617,1.3889779283549344,0.2006847892803815,Iris-setosa
+21,5.908597770900808,3.2064917032562206,4.797415287790141,1.8167413860044737,Iris-versicolor
+22,5.654866282073064,2.928386864445385,4.135058114987949,1.30116603332607,Iris-versicolor
+23,6.188864777056888,3.3871840945719445,5.383682087087009,2.2968011737910636,Iris-virginica
+24,6.888608978394075,3.1011562957550245,5.115229168608339,2.312684893572289,Iris-virginica
+25,7.5959262731718775,3.0,6.57080760758969,2.12464846577599,Iris-virginica
+26,6.291335708856458,2.682854014113669,4.864755711138187,1.7944397701193002,Iris-virginica
+27,5.51961790321957,3.0,4.458758717044737,1.4957332939460113,Iris-versicolor
+28,6.308969020325256,2.2775156170276656,4.401548466065436,1.3130280789902458,Iris-versicolor
+29,7.56558151379705,3.0,6.5344545233838,2.085673643709422,Iris-virginica
+30,5.080039120889819,3.4961910632755275,1.3882768550144235,0.20036955038317505,Iris-setosa
+31,5.405475544763409,3.8966591953035565,1.3168757436253054,0.3685341010521739,Iris-setosa
+32,5.095249532433691,3.4791140969517937,1.3510126578352737,0.19530035881153934,Iris-setosa
+33,7.681546559856068,2.8118814275384687,6.680975896269761,1.997519749460316,Iris-virginica
+34,7.6129377352939605,3.0,6.6086955627198165,2.1077423527177586,Iris-virginica
+35,4.880319242774619,3.0614702211663243,1.479474718996307,0.1,Iris-setosa
+36,5.924376805553254,3.23046234575355,4.777809158823716,1.7798980924102634,Iris-versicolor
+37,6.779953968202653,3.1602183755305355,5.823340650280048,2.2696015659029007,Iris-virginica
+38,4.861316836758713,3.0,1.4032418139824632,0.20353722521039244,Iris-setosa
+39,6.062885720471951,2.212837300677407,4.075824026508768,1.0539640858571275,Iris-versicolor
+40,6.071215180210922,3.306094519496395,4.5209671649413075,1.5528051763030652,Iris-versicolor
+41,4.798448699588299,3.0,1.3711856410848,0.10000012665321302,Iris-setosa
+42,7.347215195161768,3.0,6.21821474402935,2.072887895329438,Iris-virginica
+43,5.1373435835980645,3.7289333390811445,1.4655694201259708,0.41136389590701816,Iris-setosa
+44,6.33070438733564,2.949497717661075,5.5891138218503285,1.7941970634301982,Iris-virginica
+45,6.6549187875717974,3.025281764914406,4.624625830656312,1.4828494356909896,Iris-versicolor
+46,5.612914749622604,3.0,4.472421482201152,1.4897902578086946,Iris-versicolor
+47,7.3523472010719795,2.9160907996030057,6.370955826199335,1.8026784514796717,Iris-virginica
+48,5.586486659931399,3.0,4.117975070359061,1.2748359475418523,Iris-versicolor
+49,5.5593840670813695,4.2,1.380574160891499,0.2053032955444962,Iris-setosa
+50,6.318348679154297,3.2962294131042205,4.700606841690679,1.598952178457166,Iris-versicolor
+51,7.689514646610035,2.6005812990693578,6.9,2.289055801495747,Iris-virginica
+52,4.796356388070699,3.4069288016297095,1.7361535882703936,0.19899871877179864,Iris-setosa
+53,6.48521891575982,2.953530675770133,4.329286251185425,1.3387974424553315,Iris-versicolor
+54,5.7837345000270615,2.7012104504130314,5.092116543626144,1.889789787094715,Iris-virginica
+55,5.997723670568272,2.184915846118397,4.027667375924517,1.0094717544262046,Iris-versicolor
+56,6.200875672875478,2.1886460627182065,4.485260711652924,1.5052858179065636,Iris-versicolor
+57,6.695873244527589,3.0,4.999364084880052,1.683313388914553,Iris-versicolor
+58,5.494223127568976,2.5168570744793937,4.320460621803451,1.1793577179545194,Iris-versicolor
+59,5.38742461729783,3.413218379559738,1.499401407071948,0.3800319061235358,Iris-setosa
+60,6.05129213941549,2.864501833875641,4.557501577070122,1.3186139521603955,Iris-versicolor
+61,4.800009411552336,3.396717230788172,1.5746735529630893,0.20258836543964448,Iris-setosa
+62,4.755627729278629,3.0,1.380491705832544,0.1,Iris-setosa
+63,5.425168796412086,2.379114437115277,3.6653950029190585,0.9634756908543409,Iris-versicolor
+64,6.797601587702154,2.793310546857082,4.772710879567396,1.392408047776732,Iris-versicolor
+65,6.754028974926904,3.172360807414692,5.543764967150196,2.2968844404153144,Iris-virginica
+66,6.560136077133526,3.155283396044877,5.200046335401859,2.001882348464653,Iris-virginica
+67,5.253604215703928,3.3222729392012504,1.5673957395228846,0.5136571750145834,Iris-setosa
+68,5.090161356263418,3.303028640406776,1.7962196030885862,0.5005501374406933,Iris-setosa
+69,6.120343449732097,2.7996654617199677,4.696307230664553,1.1926265431900975,Iris-versicolor
+70,6.521920455771584,2.98421068681731,4.3283678557158645,1.377167842905657,Iris-versicolor
+71,5.388926469488847,3.871319287112969,1.3433785312445645,0.37817690392974285,Iris-setosa
+72,6.696444736879164,3.3266275563392194,5.697922086044015,2.5,Iris-virginica
+73,6.788379214982496,2.8024388578724606,4.796254855816775,1.397281718500023,Iris-versicolor
+74,6.658731270327424,3.264578341965983,5.565897244484965,2.1129478231169263,Iris-virginica
+75,6.327270274241299,2.971348949833824,5.613537531898391,1.8033982019051038,Iris-virginica
+76,5.888377709552149,3.197058399786943,4.810633709285206,1.8025200324611088,Iris-versicolor
+77,5.710848817800639,3.798653153616683,1.600174531595802,0.2999086346068997,Iris-setosa
+78,6.049578496708788,3.350864558184672,4.551270300973003,1.6089475721559325,Iris-versicolor
+79,6.245060064385961,2.84924873944119,4.276723672491854,1.246272701366182,Iris-versicolor
+80,5.672048506975551,3.0,4.221468307356098,1.2837637645225188,Iris-versicolor
+81,6.310472695226967,2.265864582956325,4.408999347982261,1.3190948925720276,Iris-versicolor
+82,6.918929151910507,3.1042778755660483,5.119946802183212,2.2818033770332757,Iris-virginica
+83,4.806177576213356,3.402502402064269,1.938254038143381,0.19971743494484634,Iris-setosa
+84,5.583791291605097,2.5417191748970507,4.088478349193135,1.124301628712671,Iris-versicolor
+85,6.57467939493049,3.0,4.369109588232053,1.386678912137895,Iris-versicolor
+86,6.107402233755791,2.3425261313290013,4.145447776615649,1.1007028999063408,Iris-versicolor
+87,6.25145422492812,2.24014647729592,4.419302249123652,1.3699533848466021,Iris-versicolor
+88,5.658308878196676,3.0,4.5883058145547055,1.5922186142268366,Iris-versicolor
+89,6.358603863602094,2.927162597008723,5.605936539518391,1.8055062768208001,Iris-virginica
+90,6.230856593840924,2.2036752217043203,4.503925477012416,1.476923107944077,Iris-versicolor
+91,6.124230419876504,2.236160818746992,4.247006675320627,1.0918167465053144,Iris-versicolor
+92,5.397081146028226,2.4099883760037546,3.6835692382767884,1.0239685129218994,Iris-versicolor
+93,4.803757329174884,3.394219095361543,1.7287368272337604,0.19821187099719184,Iris-setosa
+94,6.077627926284144,2.8013120655821986,4.697684387918257,1.2009295700734501,Iris-versicolor
+95,6.721726825687733,3.3139917127452083,5.73363626599224,2.09699307000554,Iris-virginica
+96,5.6739563200625085,3.8094705132152153,1.7787983680966104,0.2921595859968831,Iris-setosa
+97,6.227694691446117,2.667329018860034,4.945846524798063,1.8165479882538509,Iris-virginica
+98,4.992779355230675,2.0000005206482783,3.535733211166659,0.9703078510116949,Iris-versicolor
+99,7.6950826127956535,2.61227130143619,6.899998942691458,2.295028658875234,Iris-virginica
+100,4.891469654862741,3.0,1.3818940009015008,0.20025166108331605,Iris-setosa
+101,5.014746859924349,3.0,1.5761291199093763,0.2007808204701987,Iris-setosa
+102,5.7536700047584,2.9024889453506795,4.335461748108497,1.3272935163438444,Iris-versicolor
+103,6.1512793245815685,3.0,5.105788363062314,1.8410024637574984,Iris-virginica
+104,5.651660964053459,3.0,3.9881855963442794,1.2771131580215076,Iris-versicolor
+105,7.9,3.815009702067707,6.4157758530448055,1.9875025174474998,Iris-virginica
+106,6.287764577581719,2.2837070189748085,4.488256087806928,1.3779638635989244,Iris-versicolor
+107,7.685822787754186,2.575387493839105,6.9,2.299060459716821,Iris-virginica
+108,5.472379689953926,2.556979067283591,4.349711636480451,1.1554989321959532,Iris-versicolor
+109,5.795562776741228,2.7998474745952,5.132917249272926,2.4027564429977923,Iris-virginica
+110,4.810398213444187,3.0,1.4154467070003773,0.1,Iris-setosa
+111,6.242301648196526,2.2190289697768995,4.472183938976586,1.4313193836291174,Iris-versicolor
+112,5.480778711108947,3.0,4.461609758430923,1.4748298058114293,Iris-versicolor
+113,5.011331628994389,3.514677379429943,1.393538167917618,0.20614021085410264,Iris-setosa
+114,5.717379006764006,2.8970863500995336,4.219825746913926,1.309170545479672,Iris-versicolor
+115,5.97548998335987,2.1998155852296017,3.966800907702393,0.9725211921659547,Iris-versicolor
+116,6.323461714511391,3.2470118118629587,4.725880601721209,1.5982145607514326,Iris-versicolor
+117,6.694362979148504,3.3092155002239765,5.680397229570761,2.4999995668380146,Iris-virginica
+118,5.747105134930183,3.0,4.396250664920689,1.4450556676617705,Iris-versicolor
+119,4.8117884741203865,3.0,1.4071653807577411,0.10000010265811618,Iris-setosa
diff --git a/iris/tab_ddpm/5_4/29/test.csv b/iris/tab_ddpm/5_4/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/29/train.csv b/iris/tab_ddpm/5_4/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/29/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/29/val.csv b/iris/tab_ddpm/5_4/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/3/synth.csv b/iris/tab_ddpm/5_4/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ad02adc6d3171baed9873f13521ef416c07f2e25
--- /dev/null
+++ b/iris/tab_ddpm/5_4/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.819513085637948,3.402893748971834,1.7401276040807672,0.1999328969831244,Iris-setosa
+1,4.504017949643788,2.3212185030875987,1.3004088643996454,0.30217822956058554,Iris-setosa
+2,7.7151467456765594,2.6125534452777948,6.899998585758132,2.2989155928157263,Iris-virginica
+3,4.400000733270509,3.193787777309373,1.2743478909526549,0.20059703356904587,Iris-setosa
+4,7.701282975768656,2.5796525098612033,6.9,2.2982007012235157,Iris-virginica
+5,6.205501236790066,2.2992122930492407,4.2863063143907505,1.2368474740828828,Iris-versicolor
+6,4.4,3.1973951606361326,1.2879136575841414,0.20017351938720948,Iris-setosa
+7,6.171531114397959,3.0,4.633368330718619,1.4328860611705028,Iris-versicolor
+8,4.993826444788341,2.0,3.5681512903271764,0.9503820564751762,Iris-versicolor
+9,7.899998476824538,3.782154880975467,6.356249168992759,1.9810747930242127,Iris-virginica
+10,5.506147189478241,4.199999063530594,1.4006648854738868,0.20539389462671598,Iris-setosa
+11,6.011713313630521,2.899644848604342,4.477109463072926,1.4989460514788895,Iris-versicolor
+12,5.784295507757536,2.65224904382881,4.038602053119284,0.9286367539009686,Iris-versicolor
+13,5.363657492585402,3.0,4.430911943696884,1.4577033606986503,Iris-versicolor
+14,6.086977574905664,2.601121908348418,5.042681237257712,1.8930791460572953,Iris-virginica
+15,5.3779752724985,3.90869015546383,1.2923750087734915,0.4163879536896399,Iris-setosa
+16,4.795947495060634,3.391366435097888,1.6749254092053916,0.20265199329184377,Iris-setosa
+17,5.646399331676392,2.927869730123977,3.836227918608504,1.3146971409584274,Iris-versicolor
+18,6.428784727945218,3.2892557314693036,5.303121438112447,2.121048014247476,Iris-virginica
+19,5.277932007375187,3.71600967184383,1.510238835411571,0.19964746668514288,Iris-setosa
+20,6.220225824289884,2.8718825186954895,4.5952426632851,1.2686154067372177,Iris-versicolor
+21,6.21355512319977,2.1926919474815243,4.520153460998738,1.5370137947975702,Iris-versicolor
+22,5.6705432460835405,3.7834271168138507,1.56242905854462,0.3201878078030136,Iris-setosa
+23,5.463514376968385,3.4128386401299386,1.6491212239440152,0.20449656538355282,Iris-setosa
+24,5.578094164567707,2.7220167453022865,4.420422630820056,1.250678893214868,Iris-versicolor
+25,5.680403932815717,3.7684791893973526,1.8147598830391836,0.3202847537491594,Iris-setosa
+26,6.778798619590873,2.8066881276956557,4.788970716495294,1.3884877544893748,Iris-versicolor
+27,5.491804021964431,3.0,4.453032567147599,1.4902075612000532,Iris-versicolor
+28,5.417481726606434,3.0,4.496836420138736,1.519572132804333,Iris-versicolor
+29,6.871186799946572,3.1137832679991546,5.091368495091095,2.294474329447202,Iris-virginica
+30,6.487473183146457,3.2614241218651827,5.512906881867066,2.2151868014648906,Iris-virginica
+31,4.874740551805152,3.0642165892050652,1.47627080360837,0.10000009613842632,Iris-setosa
+32,5.0491305318024,3.5362881759270355,1.3957313068252324,0.20204810937382695,Iris-setosa
+33,5.061939958782131,3.0626702212683075,1.570079438602263,0.19982036525743244,Iris-setosa
+34,5.37335006911313,3.404002910425069,1.4985294769110722,0.38071586907361393,Iris-setosa
+35,7.183340724240107,2.889552935165396,6.227079198373187,1.7960667109340762,Iris-virginica
+36,4.606322521647787,3.591953713624146,1.0000003890411961,0.1953307856884302,Iris-setosa
+37,5.780813625453577,3.0,4.208889313023976,1.2572677887725088,Iris-versicolor
+38,6.260228803607331,2.277268125272169,4.437343425360608,1.3527914858074608,Iris-versicolor
+39,6.87853521337119,3.2027560762467906,5.986995037973352,2.2974032973476226,Iris-virginica
+40,5.579037652650814,3.0,4.511261614327762,1.509210663332307,Iris-versicolor
+41,6.071757983881184,3.0,4.592557693498751,1.3994048873085827,Iris-versicolor
+42,5.604291404469037,3.0,4.0833317098916755,1.306462094146021,Iris-versicolor
+43,5.6823475715390055,3.0,4.18816820650841,1.2302575507533962,Iris-versicolor
+44,5.616866623951011,3.0,4.0937409267139335,1.300596465592711,Iris-versicolor
+45,5.7261927619504105,2.843928038290119,4.198969009954283,1.2925368101408936,Iris-versicolor
+46,5.84849760084464,2.743766189209055,4.29784084978009,1.0616881926312862,Iris-versicolor
+47,5.337213280202938,3.0,4.506935783590129,1.4939987806290167,Iris-versicolor
+48,5.350158676464384,3.395670504147123,1.4912726693766882,0.40188853825814946,Iris-setosa
+49,4.4,3.1822684450144787,1.2854832695086726,0.20496261551759734,Iris-setosa
+50,6.0502007539940275,3.3938403222317235,4.527258582440111,1.6020410062419566,Iris-versicolor
+51,5.768355172018221,2.846123668424985,4.484212770013035,1.2939341070476003,Iris-versicolor
+52,7.9,3.8027652106885506,6.405730590104484,2.0179807427733345,Iris-virginica
+53,6.704624934942695,3.120860620291323,4.697864481873657,1.498324754856643,Iris-versicolor
+54,6.0190344763227435,2.7804430439724936,4.621997266502211,1.17656127670634,Iris-versicolor
+55,6.503913729110767,2.9337620390972243,5.661839836302163,1.7972869571656112,Iris-virginica
+56,6.64582114172873,3.0911644889876606,4.662099397891925,1.4748380070502884,Iris-versicolor
+57,5.629142260058264,2.536420897436578,3.996156646998651,1.0712344107429084,Iris-versicolor
+58,5.648368642802503,2.911349082094403,3.971431831642646,1.2916324378819057,Iris-versicolor
+59,6.596727086543746,3.0,4.4184237794121435,1.388530919537319,Iris-versicolor
+60,5.408848078904108,3.393764587649253,1.6009223860394264,0.19715071806269308,Iris-setosa
+61,6.790122406355773,2.800900438870053,4.772666297305116,1.4466931307822175,Iris-versicolor
+62,4.80272522922325,3.392194547247945,1.6537865214007006,0.19772399466306373,Iris-setosa
+63,5.354596575311157,3.887047692898838,1.323125960289462,0.3997161841750009,Iris-setosa
+64,5.297163854012836,3.6870254212861444,1.5096700083738832,0.2003143010236872,Iris-setosa
+65,5.709506178564655,2.9882564450820666,4.355065874160758,1.356618992376753,Iris-versicolor
+66,5.277214104355094,3.5764735013073494,1.485800744771928,0.19813893393807702,Iris-setosa
+67,6.670049445658831,3.309518548108287,5.580261399001589,2.09692253253955,Iris-virginica
+68,6.617400448423,3.178505725564723,5.3822546867036944,2.0160123616698096,Iris-virginica
+69,5.274029423423805,3.485245706000644,1.4808218719423858,0.19972016267281673,Iris-setosa
+70,4.558930609285709,3.5574321926203427,1.0,0.2055832854024984,Iris-setosa
+71,5.0110996693053025,3.4000900483604446,1.5949085511288053,0.3929575086813004,Iris-setosa
+72,6.309236381374986,2.319191752086014,4.378292240585342,1.3109162124001819,Iris-versicolor
+73,5.978540365719116,3.0,5.225431224836129,1.8135317260699746,Iris-virginica
+74,7.695172591594283,2.57162009629725,6.9,2.2781286075016416,Iris-virginica
+75,5.501405522223622,4.199999355935775,1.384284922007373,0.20364095885467315,Iris-setosa
+76,5.699563506599208,2.962321808628315,4.232322448716849,1.2586610077328195,Iris-versicolor
+77,6.7023528064915014,3.095450122583958,4.660858211672848,1.527659897891935,Iris-versicolor
+78,4.8014844001811126,3.401193125657579,1.6297926908931906,0.20175897726813885,Iris-setosa
+79,4.896376591793853,3.0,1.4056523961732645,0.20257982318784645,Iris-setosa
+80,7.45391133364992,2.990990764490607,6.39093170144766,2.039822328689952,Iris-virginica
+81,4.503148713273995,2.286313426746337,1.3006796760144408,0.2983795888524612,Iris-setosa
+82,6.051128556940883,3.3791416357818154,4.527486439448373,1.5960894891206254,Iris-versicolor
+83,7.186847134612685,2.9364900104013585,6.214666231268323,1.7965923803764712,Iris-virginica
+84,7.718931245252306,2.8098331023686636,6.684014129393848,2.020775269377649,Iris-virginica
+85,4.8728748520500895,3.0350294889042844,1.4507162977488566,0.10000013028389049,Iris-setosa
+86,5.248199519228103,3.8067487757234764,1.4163082720161404,0.4028398328555665,Iris-setosa
+87,4.977017770516029,2.0,3.407043299948726,0.9346916897522182,Iris-versicolor
+88,7.696618978116822,2.6282078961589455,6.899997842156653,2.3227156639379043,Iris-virginica
+89,6.0288017163011345,2.1990436121762342,4.099340605324494,0.925714386901664,Iris-versicolor
+90,6.2221258516613425,2.1840090655122637,4.510869019569095,1.4740855466490903,Iris-versicolor
+91,5.6256149059341585,2.7628513099644407,4.467697741366173,1.2710035207782422,Iris-versicolor
+92,5.684645574278655,2.7879696757396,4.430176757119621,1.2990210583507489,Iris-versicolor
+93,4.802893584203138,3.0,1.386129342437816,0.1,Iris-setosa
+94,6.722191013679408,3.1049886730708494,4.718111524281455,1.5273929926491254,Iris-versicolor
+95,5.813258115069938,2.702528787605569,5.095585210695207,1.8977466224360038,Iris-virginica
+96,6.92746313537041,3.1208969914582227,5.151112831565952,2.291838118367503,Iris-virginica
+97,6.291425969499406,3.2851713342826225,4.6889073468921065,1.5899828008223882,Iris-versicolor
+98,4.894857272291468,3.0,1.3994499690623652,0.1991445781813946,Iris-setosa
+99,5.020735183852128,3.0,1.5736420794828705,0.19945013111124815,Iris-setosa
+100,6.048688336631566,3.3855396890956313,4.535762076571781,1.5810414971591875,Iris-versicolor
+101,5.401997585529263,3.405024860101679,1.5381356345509047,0.2892195593791658,Iris-setosa
+102,6.192062062633312,2.189920014566423,4.494432732444191,1.5109010144570314,Iris-versicolor
+103,7.632723639775097,3.0,6.600063433865504,2.0886887436090733,Iris-virginica
+104,6.9089242386503935,3.0926871308222674,5.081573528515443,2.294080650152716,Iris-virginica
+105,4.553395459439155,2.5788014422245236,1.3410207683532769,0.36566632668058385,Iris-setosa
+106,6.389458705244494,2.9417329304686826,5.623076768828096,1.7993335301875084,Iris-virginica
+107,4.805152861317276,3.0,1.385507152121024,0.2939294989233538,Iris-setosa
+108,5.668409404954415,2.838349038452367,3.638937108805288,1.277190621147217,Iris-versicolor
+109,4.785658690395324,3.3954659102634017,1.8068392680704157,0.1996398341750104,Iris-setosa
+110,5.444703017948495,2.5604447267946404,4.362898547017779,1.1434145391457735,Iris-versicolor
+111,6.172429925217224,2.185381528207862,4.505597904615251,1.4988227785497363,Iris-versicolor
+112,6.289199160481366,3.0,4.5031031728918025,1.368225330506962,Iris-versicolor
+113,6.669194235907099,3.3188049701483164,5.6422174206658555,2.5,Iris-virginica
+114,7.300434892128802,3.0,6.241721221422585,2.1258296824995364,Iris-virginica
+115,6.434083947934263,2.930631841851415,4.2685133253123135,1.303008117827819,Iris-versicolor
+116,4.873744081851009,3.0190774252423354,1.4483554619580823,0.1,Iris-setosa
+117,5.529798636595947,2.4727842570121608,3.754371417565692,1.0501670029240056,Iris-versicolor
+118,4.4,3.228934854304214,1.2904491842353827,0.20863102514246576,Iris-setosa
+119,6.2041178306694,2.244297290977322,4.3008273346520465,1.2253008362488331,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/3/test.csv b/iris/tab_ddpm/5_4/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/3/train.csv b/iris/tab_ddpm/5_4/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/3/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/3/val.csv b/iris/tab_ddpm/5_4/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/4/synth.csv b/iris/tab_ddpm/5_4/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d87372c3d972586213dddc741be7fa28076476ab
--- /dev/null
+++ b/iris/tab_ddpm/5_4/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.560151950456605,3.0,4.516172731900617,1.470347494646157,Iris-versicolor
+1,7.340684824291041,2.897732088964937,6.329207574343635,1.785265878171237,Iris-virginica
+2,4.613472920359253,3.5838851669902407,1.0000005656552744,0.2027273889571172,Iris-setosa
+3,7.283857456809446,3.0,6.196537976856944,2.0753045200354028,Iris-virginica
+4,5.920320890169888,3.0,5.108207458060534,1.7953554425217702,Iris-virginica
+5,6.17022055070126,2.2040965639595833,4.499698664004774,1.4996639275796553,Iris-versicolor
+6,6.332573187247309,2.2682849786660677,4.489561904594423,1.428169328842136,Iris-versicolor
+7,5.798082820511238,2.6908153773580317,5.080064525292623,1.913485388459271,Iris-virginica
+8,4.608134974654813,3.20389866516515,1.3898754294047853,0.20907507511181223,Iris-setosa
+9,5.981378318384057,2.9022864658155774,4.4787943629254245,1.4578343005164696,Iris-versicolor
+10,5.14592705686613,3.6867928619951624,1.4108411833629013,0.2135586570742686,Iris-setosa
+11,7.724231082941173,2.5788992270613034,6.9,2.263086875280872,Iris-virginica
+12,6.7170087429978675,3.120667214790696,4.721451059521003,1.5077262463783205,Iris-versicolor
+13,4.811362333671156,3.0,1.4006942217289813,0.29651629400257395,Iris-setosa
+14,5.720625721093617,3.005568059675746,4.271694709157878,1.332585492773154,Iris-versicolor
+15,5.7136518088289305,2.8736793316027893,4.3850829183346365,1.3580831097436203,Iris-versicolor
+16,5.8288445387147965,2.8567701447253127,4.474465036573905,1.40078369764817,Iris-versicolor
+17,7.697864450402051,2.594731625669753,6.9,2.2983087011303756,Iris-virginica
+18,5.664139363445586,2.889727999844983,3.7635230744156796,1.301611451418581,Iris-versicolor
+19,4.903550305283559,3.0,1.3926551244308398,0.19828286885665813,Iris-setosa
+20,4.827287343865858,3.0,1.4194600261990384,0.1,Iris-setosa
+21,6.191746518250897,2.246720698015105,4.30011128919813,1.2099894142882732,Iris-versicolor
+22,6.2999854568374065,2.285693988691154,4.420635082099189,1.3451720873450599,Iris-versicolor
+23,5.152916516483541,3.3244063021708126,1.575560935911682,0.4507785820111247,Iris-setosa
+24,4.970721447953663,2.0000006568418573,3.5389485584826086,1.0642562312984507,Iris-versicolor
+25,5.888498500517013,3.2138646934058217,4.7676759708082495,1.7812392957900332,Iris-versicolor
+26,5.814719626018589,2.6499448680583573,4.144901935070246,1.0409216601965214,Iris-versicolor
+27,4.586747314268461,3.653909817789337,1.0,0.198970153263427,Iris-setosa
+28,7.690299392964872,2.792902796120252,6.703647426065108,2.018448878811821,Iris-virginica
+29,6.350328312328248,2.2911676428844316,4.428118404892307,1.310572160578609,Iris-versicolor
+30,4.816533323011639,3.0,1.4213242262984256,0.1,Iris-setosa
+31,4.501599913204134,2.303373214641559,1.323014221166953,0.29846737471865775,Iris-setosa
+32,6.5341145265441885,2.9977117754274443,4.35044275490892,1.3733527747067857,Iris-versicolor
+33,6.292450149954904,2.3124257404093704,4.3786831721493344,1.2839418810082124,Iris-versicolor
+34,4.890380325413615,3.0,1.4096596435393878,0.1998699939648441,Iris-setosa
+35,6.296226505943101,2.3467560530143206,4.366466527313379,1.2956279248940528,Iris-versicolor
+36,6.889678019004526,3.088957182723489,5.364187112766744,2.2677664546138665,Iris-virginica
+37,6.255530637627521,3.4148678415749445,5.403226907766286,2.3033661002559676,Iris-virginica
+38,4.750089034176233,3.361249517405972,1.5415078163364124,0.19715576514859015,Iris-setosa
+39,6.290958566118674,2.72111198465127,4.928242490593253,1.796758182945192,Iris-virginica
+40,7.331762048246608,3.0,6.237094048386579,2.0842729761418037,Iris-virginica
+41,7.291222584890898,2.9012220099289183,6.2708723283771395,1.7952782133016167,Iris-virginica
+42,6.2113655482371195,2.2093369055040872,4.502778015929211,1.4892870164912495,Iris-versicolor
+43,5.620535867575742,2.950280300663418,3.939004077428971,1.3000476466393,Iris-versicolor
+44,5.097854530019775,3.760170787733716,1.467033040751267,0.2995092244189668,Iris-setosa
+45,4.7954059990654025,3.4006610750036455,1.5804981907244036,0.1977548914143116,Iris-setosa
+46,4.7232880016371395,3.0,1.408768065887554,0.27858745355650627,Iris-setosa
+47,6.16984258732954,3.3666956100492866,4.589912760470685,1.5647746959169053,Iris-versicolor
+48,5.418298904480262,3.411144944658966,1.6171129667892477,0.1947906412537392,Iris-setosa
+49,7.572932379464056,3.0,6.608409992154342,2.106520552346529,Iris-virginica
+50,6.326141963002586,2.6647392829211975,4.928479002955482,1.8298744252063985,Iris-virginica
+51,5.69986087787191,3.7814038311372906,1.6526502416783806,0.34127815012357465,Iris-setosa
+52,6.881451096618284,3.101901649409305,5.074423796890086,2.300192455528618,Iris-virginica
+53,4.907259557314745,3.081946909735784,1.4996794549051329,0.10000010534986127,Iris-setosa
+54,6.2937973471879065,2.3019294741446403,4.41324867865866,1.313804612555125,Iris-versicolor
+55,5.611048127976807,3.0,4.102376385766504,1.3042589668747617,Iris-versicolor
+56,6.271449809296262,3.3652726384292775,5.421007353335509,2.264760962255776,Iris-virginica
+57,5.481841114083763,3.0,4.464518957407626,1.4824612705603295,Iris-versicolor
+58,4.859051890390005,3.0,1.4432847035789036,0.10000009449032145,Iris-setosa
+59,6.028504014838706,2.211561496078027,3.937455976598532,1.037804412327805,Iris-versicolor
+60,5.8078999167798955,2.711158103006575,5.12450473452691,1.9071592083963427,Iris-virginica
+61,5.697135490841289,3.777398221601851,1.6174823035576948,0.2921196870766372,Iris-setosa
+62,4.639347426645324,3.196750916143165,1.38679805803261,0.2042016802026131,Iris-setosa
+63,7.703777816731271,2.5632242909108016,6.9,2.3222579974397832,Iris-virginica
+64,5.5749738628438426,2.475814681998423,3.8219600594509027,1.0698531098845525,Iris-versicolor
+65,6.8197452732893815,2.794562929613742,4.843190746986934,1.4221863087187523,Iris-versicolor
+66,7.660873508916046,2.6191218176789253,6.899998263426225,2.282640490671309,Iris-virginica
+67,6.299806808888974,2.303521436489338,4.424119778661169,1.3128053438920277,Iris-versicolor
+68,5.675854962795353,3.772274079310425,1.7326372214805286,0.29860478031771004,Iris-setosa
+69,5.847866414180561,3.0,4.4704185685016835,1.3868943138749257,Iris-versicolor
+70,6.633326891574764,3.121406233637279,4.742953913560651,1.528613962284716,Iris-versicolor
+71,5.472927478005543,3.8868970680300343,1.3294996014371832,0.34390614791037444,Iris-setosa
+72,4.723060959599444,3.293035660100496,1.4518848045926112,0.20148480706081026,Iris-setosa
+73,4.610749333602764,3.1855476805127423,1.391493493885804,0.19855722451164118,Iris-setosa
+74,5.392035349267956,3.388237290093322,1.4925092531490443,0.37240452614428254,Iris-setosa
+75,5.112630904713872,3.701858032708058,1.5113596846718482,0.3918688571371508,Iris-setosa
+76,6.580975292684174,3.0,4.346132340303096,1.3888552410449844,Iris-versicolor
+77,5.522081355515844,2.5767123932351,4.351480607061429,1.1952878859152132,Iris-versicolor
+78,6.695274804293315,3.2970730390058356,5.662531830890763,2.071646078765284,Iris-virginica
+79,6.26648383011538,2.2922336401200814,4.395460207592782,1.3086024202787385,Iris-versicolor
+80,5.749930009488711,2.973949678059168,4.492064469238108,1.414889115596617,Iris-versicolor
+81,7.612965743730962,3.0,6.6156364213088015,2.097280863622656,Iris-virginica
+82,6.175875952227426,3.400636003331569,5.3644240490850335,2.292553660227236,Iris-virginica
+83,5.399165558685208,3.397986288944742,1.572445912950624,0.19987913414372227,Iris-setosa
+84,6.823630278402661,3.2056950340007537,5.940711919224756,2.3077289634826545,Iris-virginica
+85,6.312126871137793,2.5618541379022477,4.962961967397582,1.8587652602988167,Iris-virginica
+86,7.700853629414226,2.590654457070839,6.899998938509996,2.3001005854552656,Iris-virginica
+87,4.998169844736801,3.5923970707703594,1.4024031523613556,0.19435093718573992,Iris-setosa
+88,7.705393782769071,2.5943446420738767,6.9,2.3206515954011384,Iris-virginica
+89,6.2849735759574035,2.5037353313326958,5.021631276851651,1.9058892777585994,Iris-virginica
+90,5.79329250499929,2.696053317393529,5.132776569349378,1.911604254335133,Iris-virginica
+91,5.461773526462719,2.3992840776202358,3.7750902762009875,1.0396166112858944,Iris-versicolor
+92,6.067742461089333,2.8231351831342724,4.344465958706836,1.1280676713717375,Iris-versicolor
+93,5.252809038149205,3.7551185232904065,1.4679517192433666,0.20460847711226912,Iris-setosa
+94,5.611100416335426,2.519224037164591,3.9405686778750955,1.1110060809036608,Iris-versicolor
+95,5.081435121325145,3.306573645836116,1.557167674533445,0.5299813305382304,Iris-setosa
+96,7.647350805602815,3.0,6.617436300859975,2.0891450087513355,Iris-virginica
+97,5.585816196711759,3.0,4.493077483408053,1.5182373705684347,Iris-versicolor
+98,5.516355340377719,2.59342722288352,4.373861567296956,1.2072011992872116,Iris-versicolor
+99,5.560237915496736,2.6210750049447844,4.328144699617821,1.1908818720162189,Iris-versicolor
+100,5.653966709479688,2.748684548622375,4.490487677181471,1.2685442845752775,Iris-versicolor
+101,6.660804818815228,2.4799178683536445,5.7473847191881715,1.810917350665127,Iris-virginica
+102,4.502954077843506,2.338056731011051,1.2945504992965002,0.31679217984543245,Iris-setosa
+103,4.605354312450331,3.6078490619055974,1.0000005470777322,0.19161273756820008,Iris-setosa
+104,5.3765106843389034,3.91102807483836,1.3023930670067014,0.3532979409288288,Iris-setosa
+105,4.4,3.192225775992018,1.306150092611638,0.20249040154138523,Iris-setosa
+106,5.6977508453127585,2.88350551164549,4.02708617715512,1.3132967601256673,Iris-versicolor
+107,5.07705240507362,3.6843633489832186,1.503041937246318,0.4042417582966189,Iris-setosa
+108,5.798218111807566,2.6970574479599185,5.087350200195229,1.9057937238093356,Iris-virginica
+109,6.706213358962902,3.3027403523211505,5.711221306259231,2.113163783372195,Iris-virginica
+110,6.31056288442943,2.3048991471241655,4.3996760871529315,1.28870033886467,Iris-versicolor
+111,6.683086193463274,3.0,4.96589807862412,1.687145328182031,Iris-versicolor
+112,5.307727084797714,3.353391689566875,1.8299285416692572,0.19898914240028295,Iris-setosa
+113,6.459536005609812,3.0,5.4194326790406535,1.7947535498155334,Iris-virginica
+114,6.674398444410521,3.0,4.978219699458446,1.7145645028867462,Iris-versicolor
+115,5.820706502472802,2.68785275333566,5.12399004103233,1.906902641282602,Iris-virginica
+116,7.250667039310838,2.8959634805739474,6.301971268748419,1.798657365174697,Iris-virginica
+117,6.70984959300292,2.933682569847694,5.786494729930732,1.7998093883281345,Iris-virginica
+118,7.717985919943372,2.6126058658592606,6.9,2.313545111308315,Iris-virginica
+119,5.5684184085592285,2.469950577793145,3.8511262724238415,1.068080401440498,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/4/test.csv b/iris/tab_ddpm/5_4/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/4/train.csv b/iris/tab_ddpm/5_4/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/4/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/4/val.csv b/iris/tab_ddpm/5_4/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/5/synth.csv b/iris/tab_ddpm/5_4/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d8454e6d49e5ac99adab8b13d63490ff6ede83c3
--- /dev/null
+++ b/iris/tab_ddpm/5_4/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5866844425907045,2.9354930960285084,3.5458899363592264,1.3107218012638175,Iris-versicolor
+1,4.845245912201787,3.0,1.4497293110831713,0.10000009539318745,Iris-setosa
+2,6.230640678006657,2.211941879628844,4.506812724789755,1.500881627948031,Iris-versicolor
+3,4.7891795050487325,3.4016316062274643,1.647208965241514,0.20309620419300242,Iris-setosa
+4,4.797390659588373,3.392472769410502,1.7926409016456333,0.20267605928187152,Iris-setosa
+5,6.713871732975692,3.296985017430733,5.6973155450690305,2.5,Iris-virginica
+6,5.660586276945538,2.742177211429071,4.50198707287189,1.269757767799849,Iris-versicolor
+7,6.889712258599386,3.100421067846748,5.135624257714701,2.308016236391311,Iris-virginica
+8,7.5475175022528305,3.0,6.542258763960557,2.0966246956997483,Iris-virginica
+9,5.9244636489442435,3.413197306160647,4.487949528829146,1.6041316706354132,Iris-versicolor
+10,6.020737219998154,2.2004218248602716,4.0937909457656145,1.0320532624508985,Iris-versicolor
+11,4.908882868493021,2.417153298031195,3.2709345301552544,0.9893298918441327,Iris-versicolor
+12,6.632751560223277,2.4653448264242463,5.683310987532526,1.8136712616501587,Iris-virginica
+13,5.404625601049033,3.419871974409678,1.6844702723088576,0.19995191241164523,Iris-setosa
+14,5.397536522150339,3.4245254736707227,1.7145651495313181,0.20349067827577205,Iris-setosa
+15,5.48258220034898,3.0,4.496964233386197,1.5148368179008946,Iris-versicolor
+16,6.08455620258591,3.378129241959705,4.553485207106671,1.5971912299476179,Iris-versicolor
+17,5.557862990401113,3.0,4.526700007584727,1.4992799958527625,Iris-versicolor
+18,7.232197508299889,2.8986159551938315,6.273952247775552,1.7962492389738616,Iris-virginica
+19,6.69064748648562,3.131183651325582,4.729830846052034,1.495517938888581,Iris-versicolor
+20,6.692701034424542,3.0,4.996719358532803,1.7112214569813102,Iris-versicolor
+21,5.870432733338429,2.8459315135782863,4.320536487835283,1.241637087594026,Iris-versicolor
+22,4.4,3.1779256537823604,1.3147030730439682,0.19970488441487536,Iris-setosa
+23,5.950345349634423,2.896826510028549,4.477618745759035,1.477226810931882,Iris-versicolor
+24,6.546280026762139,3.2144758723175606,5.093137930504619,1.994806400758255,Iris-virginica
+25,5.123484963550257,3.5070610652401903,1.3853359536526588,0.20092602290456718,Iris-setosa
+26,5.292081391907465,3.804071011972286,1.4268125814932386,0.3373594395568455,Iris-setosa
+27,4.9729803810036675,3.5918376745853156,1.3970291739129745,0.19571700062450773,Iris-setosa
+28,6.4521470870906725,3.2188985208175986,4.65997241869326,1.5598993408214845,Iris-versicolor
+29,5.81043413554521,2.7961172215561625,5.115317267670958,2.396059032603774,Iris-virginica
+30,6.334919888959949,3.0,5.343509718336945,1.7946037386188793,Iris-virginica
+31,6.296381427325621,2.70285222981329,4.9010756860713505,1.8107076699633315,Iris-virginica
+32,4.989190215120122,3.5636291805577356,1.3985180897660117,0.20099169003927653,Iris-setosa
+33,5.9858932755391265,3.3887953118660823,4.450650586030134,1.5801600526489854,Iris-versicolor
+34,6.49796823389947,3.0,5.760942554259537,2.1804296964976104,Iris-virginica
+35,4.400000559182409,3.196788855077154,1.3288824539252853,0.2045818088898557,Iris-setosa
+36,5.626175305906784,2.8358241886973974,3.952804615821366,1.2787665169090077,Iris-versicolor
+37,5.863558446866279,3.1966807578337573,4.785243853094816,1.7711641544009884,Iris-versicolor
+38,4.611176281259134,3.20132050870311,1.414175449427963,0.1988740754315021,Iris-setosa
+39,5.535779759947438,2.3759421514529127,3.755500427092295,1.0259361877852315,Iris-versicolor
+40,5.806657075453283,2.7520287189714634,4.071168350328796,1.0032501347176137,Iris-versicolor
+41,5.016341393373598,2.000000502013437,3.5315903714986283,1.0181355617947851,Iris-versicolor
+42,7.710502620723385,2.618356059059433,6.9,2.2994154060545604,Iris-virginica
+43,6.20079741407255,3.384709725735234,5.4588575746348145,2.3107159352773556,Iris-virginica
+44,6.692241081182493,3.0,5.020224663410636,1.7084872309997092,Iris-versicolor
+45,6.254178161643914,2.963948989313195,4.604352977887819,1.551897723191985,Iris-versicolor
+46,5.434823099823527,3.4115079862516047,1.555145873987429,0.27286968598204747,Iris-setosa
+47,5.035926662990562,3.0,1.5751474914622854,0.1934515920170899,Iris-setosa
+48,5.391252018998609,2.409520277584627,3.625210029536377,1.0168107363399086,Iris-versicolor
+49,4.56978183677626,3.559572537125872,1.0,0.19641966823523932,Iris-setosa
+50,5.793359671418804,2.6851429709517625,5.102755475878438,1.8929836903218937,Iris-virginica
+51,5.465061365665277,3.731717655649127,1.527359902319334,0.23109673388803928,Iris-setosa
+52,5.469705640883618,3.0,4.4483201206593765,1.5212193127115041,Iris-versicolor
+53,5.651844198182383,3.797610929828302,1.546135017209713,0.38793465273329514,Iris-setosa
+54,5.706338556724584,3.792990347223078,1.6560892244782524,0.2931340220992288,Iris-setosa
+55,6.712436423542562,3.0,5.013093753619349,1.721941903509577,Iris-versicolor
+56,4.984673764296276,3.405709938888252,1.6522677092965694,0.33529809480994943,Iris-setosa
+57,6.952296470280761,3.1141961222244294,5.06622972397073,2.3093730747162544,Iris-virginica
+58,6.791268211445259,2.8052124543278802,4.803451972551845,1.4033016833962255,Iris-versicolor
+59,5.513242470337906,2.4032193751780926,3.621345238057623,0.9789317685309968,Iris-versicolor
+60,5.19950912981065,3.3887269742313233,1.4057440904450709,0.20239366661421598,Iris-setosa
+61,7.665845882603616,2.8098495487948063,6.682650858911399,1.9877062463847277,Iris-virginica
+62,6.5762505233635675,3.0,5.815995668918443,2.234377842359896,Iris-virginica
+63,4.816998510441116,3.4068479089603314,1.7881529702878722,0.2059161200271729,Iris-setosa
+64,4.802300593773624,3.0,1.3871823876103575,0.2879174019978882,Iris-setosa
+65,5.832680233326917,2.7268371778562783,5.084366955074186,1.8657248949857046,Iris-virginica
+66,6.211190582180018,2.9306725575701886,4.581027746439856,1.4979205808321403,Iris-versicolor
+67,6.226172576952372,3.2200148614939796,5.307347733070566,2.106761849015469,Iris-virginica
+68,6.247893717782452,2.996252838162197,5.366813569213091,1.7944805824453838,Iris-virginica
+69,6.38312057241334,2.890364053983407,4.293672511156397,1.277250507264535,Iris-versicolor
+70,5.801917904880931,2.809929779640301,5.096360325208102,2.400790602127175,Iris-virginica
+71,5.861261971247283,3.202105655718437,4.80626677153523,1.8081492838338233,Iris-versicolor
+72,5.970682632825359,2.185734506808755,4.04940112108219,1.0286727642831717,Iris-versicolor
+73,4.808367553096999,3.0,1.3677647119942558,0.1,Iris-setosa
+74,6.493993123330876,2.9579889390437724,4.328751013665108,1.346014757557189,Iris-versicolor
+75,4.400000724406248,3.1809385076379666,1.2820516508085746,0.19935758951627874,Iris-setosa
+76,4.99355107698652,2.000000536282156,3.5133136174668893,1.0129415911753963,Iris-versicolor
+77,6.704812650798573,3.096583739262925,4.703820158752733,1.5079100444857505,Iris-versicolor
+78,4.984766597597694,3.5841957965298255,1.4071050848886437,0.19977298806321162,Iris-setosa
+79,5.525566066374326,2.5516993130105243,4.351489962785738,1.1494944153674809,Iris-versicolor
+80,5.917429983518399,2.7124455578273454,4.0160525946633445,1.0267066868544288,Iris-versicolor
+81,7.666946473510649,2.585817394196163,6.9,2.30064952573604,Iris-virginica
+82,6.080741212120694,2.8047798837511766,4.699034260652255,1.2321739903856557,Iris-versicolor
+83,5.444741867458275,3.0,4.45046202087655,1.4936302233651688,Iris-versicolor
+84,5.710062774935508,3.0,4.217063556738299,1.1961591647410381,Iris-versicolor
+85,4.967161654532063,3.0,1.5303951248469234,0.19453325213107625,Iris-setosa
+86,5.112131551182759,3.2999300335966164,1.7905611389052651,0.47503384991327846,Iris-setosa
+87,5.6305105446584065,2.917698995418662,3.8676613528606527,1.2926201815739047,Iris-versicolor
+88,7.490805414612527,3.0,6.470321540946246,2.112332998030226,Iris-virginica
+89,5.676578833666758,2.912644412965755,3.9829538016240136,1.277869910235043,Iris-versicolor
+90,5.625731835034169,2.7336983076491803,4.45460696989936,1.2831633807444534,Iris-versicolor
+91,6.646194964736318,3.0,4.496309322712778,1.456941739585395,Iris-versicolor
+92,6.623346127091126,2.828815452074903,4.734104764203033,1.3699979322105533,Iris-versicolor
+93,5.778095645834244,2.688270874934348,5.090575004320876,1.8891827132691685,Iris-virginica
+94,4.811023020559725,3.0,1.4014171008416172,0.34107581760935524,Iris-setosa
+95,5.594028203092254,2.5704319411933825,4.220415321394899,1.1724182474341687,Iris-versicolor
+96,5.754228833142381,2.88671697192577,4.317057112457922,1.3250838682483332,Iris-versicolor
+97,5.8008239510786614,2.8037420750119537,5.119900222380563,2.408856652745014,Iris-virginica
+98,6.622466769075249,3.1884054836552593,5.416055410079644,2.005277385194499,Iris-virginica
+99,5.765391844812476,3.0,4.252210457379861,1.1961887245567562,Iris-versicolor
+100,5.634354554016516,2.909486214496529,3.827416109283458,1.301243074988389,Iris-versicolor
+101,5.365994481422902,3.9093586548169403,1.291286287296739,0.4046889739213942,Iris-setosa
+102,5.6634548971171395,2.5602877084733517,3.9613679089028397,1.0506509611727173,Iris-versicolor
+103,4.810089015540523,3.397981191696142,2.019744635184322,0.19879856936296006,Iris-setosa
+104,6.283771605498922,2.242841593794496,4.401570070967292,1.362771757844126,Iris-versicolor
+105,6.832553142347639,2.807627064777226,4.79131058684595,1.3962701075215334,Iris-versicolor
+106,5.267439845663428,3.72843474637222,1.4302170555426468,0.2194418264034582,Iris-setosa
+107,5.50416258840367,4.1999992186952575,1.3559642799487417,0.1965037407489289,Iris-setosa
+108,4.400000747928262,3.186134081880389,1.314014415906328,0.20791051365288046,Iris-setosa
+109,4.996217609520189,3.0,1.59578655396957,0.19906494841286904,Iris-setosa
+110,6.490984696138346,3.192581048507952,5.101375077503354,1.9956648770785286,Iris-virginica
+111,5.085600481040517,3.3174341381012744,1.6923476779135243,0.45375786979873434,Iris-setosa
+112,6.603874598437926,3.0,4.4294461851805815,1.410062814812325,Iris-versicolor
+113,6.046048905079191,2.2314960803999004,4.101633505436054,1.0653371942568892,Iris-versicolor
+114,5.92405927393026,3.0,5.11520595362977,1.811201063100089,Iris-virginica
+115,5.014818813985242,2.0000004825200524,3.5395032971575247,1.0431135043515312,Iris-versicolor
+116,6.702281715640388,2.511700851604417,5.798252798233495,1.8116883996135134,Iris-virginica
+117,6.247362152375898,3.344191054192127,4.630090818010086,1.5860192933108153,Iris-versicolor
+118,7.683571399974305,2.792534417169118,6.683645440761757,1.9931552098650587,Iris-virginica
+119,6.092239082357311,3.3540253742470347,4.562141410848288,1.601690964679115,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/5/test.csv b/iris/tab_ddpm/5_4/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/5/train.csv b/iris/tab_ddpm/5_4/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/5/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/5/val.csv b/iris/tab_ddpm/5_4/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/6/synth.csv b/iris/tab_ddpm/5_4/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4fee171ef8fe3fff3fdf7b330dab5e7ffbfecc28
--- /dev/null
+++ b/iris/tab_ddpm/5_4/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.79134932070789,2.6704676720124763,4.136468969913897,1.0303006238954802,Iris-versicolor
+1,6.797821721633197,3.164622542173802,5.7141654665572075,2.2957493385895433,Iris-virginica
+2,6.233325767125706,2.711724102660195,4.933188149228303,1.7847150749450948,Iris-virginica
+3,5.489493210892836,3.0,4.487735705228446,1.4927331084066267,Iris-versicolor
+4,5.67295310232454,2.934560728226196,4.114623301072636,1.2563907947936617,Iris-versicolor
+5,6.864894096532412,2.8071217619517626,4.805110842101636,1.4188764716257307,Iris-versicolor
+6,5.52715757615725,4.199999285709486,1.387449891485738,0.19655395880806797,Iris-setosa
+7,7.704718098950231,2.6049629920129496,6.899998939452432,2.304178410598651,Iris-virginica
+8,6.47011316873831,3.0,5.49174732335921,1.7999296104665843,Iris-virginica
+9,6.7099811446158055,3.295276469996965,5.715753252016802,2.110318943386682,Iris-virginica
+10,5.362950571815309,3.8879305214734634,1.297185309044898,0.4244823649845549,Iris-setosa
+11,4.761709605400483,3.0,1.3678366816004344,0.1,Iris-setosa
+12,6.8991854099144145,3.1146797833978046,5.103997462109272,2.3042425301312917,Iris-virginica
+13,6.394160470933642,3.267020840946483,4.775377770733399,1.5701727464673008,Iris-versicolor
+14,6.054779740997154,3.3951213837995984,4.52880303002233,1.601411226324959,Iris-versicolor
+15,6.303652689745883,2.9167198029507317,5.595207452167879,1.8127794707305942,Iris-virginica
+16,5.129028059261011,3.3163245534753476,1.5673160608447332,0.5180960789531408,Iris-setosa
+17,4.907099803520548,3.1101253379655085,1.5023907819388884,0.10000011231440234,Iris-setosa
+18,6.247224355213062,2.2336098906633963,4.45596798196369,1.3946203278034939,Iris-versicolor
+19,5.7091050883290295,3.8188979167564416,1.8125426320807092,0.2945117208390508,Iris-setosa
+20,6.679484714919342,3.0,4.973455165761857,1.6865196474994528,Iris-versicolor
+21,7.695271961271088,2.59955292025472,6.9,2.3037586434043913,Iris-virginica
+22,6.5038746416045035,3.0,5.828809691073764,2.207185331522909,Iris-virginica
+23,4.993850990230122,3.383897939144719,1.6759577238988264,0.36299819343014234,Iris-setosa
+24,4.79521827559423,3.0,1.3997319449301244,0.2957005048256351,Iris-setosa
+25,7.437902840475537,2.903363557959371,6.436209175955736,1.784895196881359,Iris-virginica
+26,6.7988899484886085,2.8005026075366484,4.808630583597858,1.4137805499444605,Iris-versicolor
+27,5.181375776153123,3.386661896498798,1.3826313812454802,0.20211204995123072,Iris-setosa
+28,6.49557427291692,3.168836433289021,5.095466696160008,1.9798855360846717,Iris-virginica
+29,4.987970819851713,3.3981033382668375,1.6665965360100008,0.3613860672954352,Iris-setosa
+30,7.2020475062506435,2.9067822787096977,6.29747832104765,1.8063788944343462,Iris-virginica
+31,5.497647914611013,4.2,1.3906896906022266,0.19890958693799538,Iris-setosa
+32,5.626664219133872,3.0,4.5297861581491885,1.5600674681167885,Iris-versicolor
+33,6.291330213714752,2.5150375670413556,5.011171265486466,1.8990311634569725,Iris-virginica
+34,7.703155792110879,2.59912536302735,6.899998983833159,2.3139342219278407,Iris-virginica
+35,5.143570745721702,3.3798950173956097,1.5360725993300968,0.393569180148803,Iris-setosa
+36,5.551589331867441,3.0,4.40244547852436,1.4649586251883393,Iris-versicolor
+37,6.792185054842593,2.8035864996368924,4.79969777990648,1.399887795651934,Iris-versicolor
+38,6.541603421698956,2.997206835680328,4.355797353056129,1.3740605060273003,Iris-versicolor
+39,4.828179335501085,3.0,1.403231762894111,0.30411723456727346,Iris-setosa
+40,6.50861695716104,3.0,5.465979994963979,1.7891328527957808,Iris-virginica
+41,7.713671051570101,2.611787606244105,6.9,2.3110845304153758,Iris-virginica
+42,6.289525196626612,2.8798792943752463,5.58706321485752,1.8119486587181117,Iris-virginica
+43,4.890835293862117,3.1182434380086095,1.4891309641981385,0.10000009027833401,Iris-setosa
+44,6.693965900001344,3.086740083479558,4.7166715872154,1.5595276958061055,Iris-versicolor
+45,5.591545324770481,3.0,4.472409871785625,1.510024129842679,Iris-versicolor
+46,5.376754275177406,3.7082013353202994,1.50761125346821,0.21198422700079428,Iris-setosa
+47,6.305314219539611,2.679782133322383,4.865461422849469,1.8266249994876291,Iris-virginica
+48,7.9,3.840197404627533,6.400338127697277,1.9797180332162898,Iris-virginica
+49,6.191289677333094,3.3956831327242836,5.390385656260078,2.2976010112542764,Iris-virginica
+50,4.4,3.211581421015918,1.3149363959632905,0.20527050898273133,Iris-setosa
+51,6.312182671465737,3.0,4.574799158756966,1.4105306705883294,Iris-versicolor
+52,5.110321123782851,3.6785204834910417,1.5115866825302624,0.4193335169187365,Iris-setosa
+53,5.316295372040992,3.457128896359691,1.486728404775762,0.19931012714811397,Iris-setosa
+54,5.39224582033052,3.0,4.511020621205447,1.4926801904112321,Iris-versicolor
+55,6.700164991026422,3.271028382847941,5.683564664388959,2.4999995579017957,Iris-virginica
+56,5.493654421520803,4.2,1.387022126501284,0.20276925115408215,Iris-setosa
+57,4.8668269317936295,3.4412211873440186,1.5484101154588843,0.20177428007780943,Iris-setosa
+58,7.701647560510592,2.5921480112801274,6.899998968237181,2.2996090840084387,Iris-virginica
+59,5.665675173227723,2.883409987278042,3.9066526461588924,1.2919957242851374,Iris-versicolor
+60,5.395859861108172,3.3828927902075066,1.5174198842053743,0.343275215938932,Iris-setosa
+61,5.800958995017867,2.712305559175034,5.0792228722938955,1.9116510493709764,Iris-virginica
+62,6.71680775960352,3.26492228330773,5.746852033786767,2.174581243333381,Iris-virginica
+63,6.107421600165663,2.796261346238838,4.675143507741874,1.2032991839307436,Iris-versicolor
+64,5.890390032841488,3.2080909768561923,4.788901159926835,1.8046973842749454,Iris-versicolor
+65,4.4,3.1838709390542332,1.318531079888992,0.19759699012319715,Iris-setosa
+66,6.660697269264386,3.343718563095348,5.633060760909679,2.499999510219298,Iris-virginica
+67,5.588522704801254,3.0,4.138396459902841,1.2601188269834442,Iris-versicolor
+68,5.563105829287163,2.436846751287614,3.8030949574036486,1.0562357303298409,Iris-versicolor
+69,5.683035079688424,3.7894129362142825,1.7277401492453834,0.3115852663321436,Iris-setosa
+70,4.976502629245807,3.0,1.5378059220605031,0.19335391546902853,Iris-setosa
+71,6.491995384613521,3.1673035444612223,4.776367141501998,1.639980217442418,Iris-versicolor
+72,5.4289111657061895,3.0,4.5099458605530565,1.4942706258083174,Iris-versicolor
+73,5.006388112175507,2.000000737474486,3.5058226664254044,0.9523274392711778,Iris-versicolor
+74,7.198414780664566,3.0,6.046025116979319,2.0950779854951547,Iris-virginica
+75,4.911805699716964,2.4014222536286636,3.1175477452454965,0.9612407529375939,Iris-versicolor
+76,6.3310296696210395,2.731731531366983,4.891696948765688,1.8105805714211762,Iris-virginica
+77,5.930976494544377,3.239922741399111,4.841528379573655,1.8250154270443513,Iris-versicolor
+78,5.95022804764811,3.0,5.126654457296369,1.8032351220359897,Iris-virginica
+79,6.696815139066326,3.0858395282131474,4.6892204572964085,1.5001570188691038,Iris-versicolor
+80,5.091538583966727,3.296298868608818,1.9926773248400313,0.4892126071281618,Iris-setosa
+81,7.699650207652816,2.8034967788324856,6.712659043964149,2.0134648424263695,Iris-virginica
+82,5.597525476815204,2.9194937137863968,3.6934658710629646,1.3097625366771393,Iris-versicolor
+83,6.059038044100525,3.3735415108181743,4.514275889989031,1.5845871243689142,Iris-versicolor
+84,5.504556327296475,2.584941898069756,4.386467777552991,1.177115338759311,Iris-versicolor
+85,5.825658779037727,2.7670843211585683,5.177368095199884,1.8625106313405375,Iris-virginica
+86,7.456622218847996,3.0,6.402262579116344,2.0830268378265537,Iris-virginica
+87,5.763619342013494,2.807659178750553,4.521378645442693,1.3015653702366239,Iris-versicolor
+88,6.522217064192728,3.0,5.793506763609768,2.179500435763325,Iris-virginica
+89,6.099478613881736,3.0,4.5452408230230015,1.3833849441498798,Iris-versicolor
+90,5.809878460603814,2.685899926390367,4.141050444665091,1.0354270132962753,Iris-versicolor
+91,5.7035211850412715,3.787129640851614,1.7828061955232986,0.29580635548524636,Iris-setosa
+92,5.813272073862976,2.8083113758204297,5.129220917717582,2.403350635437527,Iris-virginica
+93,4.813519753909623,3.0,1.4155705908120573,0.10000010753365134,Iris-setosa
+94,6.704499565153436,3.2998440154050646,5.734903543492855,2.0748267973083663,Iris-virginica
+95,6.940888836323441,3.0906567505255924,5.19355497593593,2.316717980118331,Iris-virginica
+96,6.378970715411773,3.1989635982911735,4.712220521829526,1.5586387403929338,Iris-versicolor
+97,6.693757163295704,3.329576199254222,5.692964542118279,2.5,Iris-virginica
+98,6.283354479574013,2.2731594735540925,4.381277385164143,1.2923813764928938,Iris-versicolor
+99,5.003804099522024,3.0,1.6480241179702504,0.20375119559014424,Iris-setosa
+100,5.0289590853330495,3.0,1.689105028866089,0.20332713328496485,Iris-setosa
+101,7.678913902955136,2.802195005252551,6.6950427216253106,1.994847262809883,Iris-virginica
+102,6.165471786068167,2.171990170654654,4.479503253166238,1.4969214773442547,Iris-versicolor
+103,5.716630273454483,3.0,4.217469292916742,1.216392375329912,Iris-versicolor
+104,5.9675630375711,2.9266848959783647,4.511189042422128,1.4976850285803955,Iris-versicolor
+105,5.4878777528848754,4.2,1.398321474868256,0.195633036660152,Iris-setosa
+106,5.575274759266852,2.49036505889489,3.891459662592542,1.0515771577967892,Iris-versicolor
+107,5.09531024563506,3.33007347844727,1.826554259102296,0.39014645943204157,Iris-setosa
+108,5.289156691444329,3.673240071700926,1.494900095269093,0.2009725290242379,Iris-setosa
+109,4.965183692140121,2.0,3.2950028489736534,1.0012543469411943,Iris-versicolor
+110,5.589199089735072,3.0,3.995615946695723,1.3025329105481132,Iris-versicolor
+111,6.727472139283572,3.0,5.004953767556424,1.7010054080753307,Iris-versicolor
+112,7.703494240137146,2.598451277952797,6.9,2.3015308857093473,Iris-virginica
+113,6.319202505178654,2.5004770014378996,5.012931369321591,1.8839286855486108,Iris-virginica
+114,7.316467121167007,2.900449875966206,6.29523307501709,1.8053120222881378,Iris-virginica
+115,6.529009399824086,3.208302541259808,5.116362274854882,2.005024734866811,Iris-virginica
+116,5.026071902914717,2.000000484835382,3.5330604030142907,1.0275536884156602,Iris-versicolor
+117,7.503072727977845,3.0,6.381284747933186,2.0903411609131597,Iris-virginica
+118,7.299912588275522,2.9175506965091023,6.374372455990923,1.8809251728204812,Iris-virginica
+119,6.69555571102554,3.0,5.006325588881278,1.6985796765698236,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/6/test.csv b/iris/tab_ddpm/5_4/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/6/train.csv b/iris/tab_ddpm/5_4/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/6/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/6/val.csv b/iris/tab_ddpm/5_4/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/7/synth.csv b/iris/tab_ddpm/5_4/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..97a0c4f4b5f7f7ac0730fe2d1180548003607378
--- /dev/null
+++ b/iris/tab_ddpm/5_4/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.505070060743349,2.2940712694922625,1.3005282670938096,0.29470613312566935,Iris-setosa
+1,4.975034249824216,3.0,1.5622900020552262,0.20556609275340465,Iris-setosa
+2,6.959646122071401,3.098787985437173,5.077074328640168,2.3035820177670727,Iris-virginica
+3,5.602104284268358,3.0,3.9495240054107605,1.307289905171728,Iris-versicolor
+4,5.773769477719418,2.800687113653267,5.103636200665155,2.4083555052395615,Iris-virginica
+5,6.814225196527741,3.1893114109940437,5.885256209977291,2.30336872235346,Iris-virginica
+6,5.0588770989430385,3.334981688573963,1.5856650005192938,0.45830479427319637,Iris-setosa
+7,5.704527045523229,2.930242074648311,4.2083697240299935,1.28891428877443,Iris-versicolor
+8,6.174885177169183,3.4042184844275103,5.371828646993121,2.306191007908272,Iris-virginica
+9,5.894164457151407,3.0,5.12297483769875,1.805000844855429,Iris-virginica
+10,4.514667256628598,2.36389960219855,1.3064537855320295,0.40814716475214563,Iris-setosa
+11,4.891477433715198,3.0778144572188477,1.4682970980473191,0.1,Iris-setosa
+12,4.804603005861507,3.40115476814629,1.6298021879296838,0.20140616715219192,Iris-setosa
+13,4.610765153297411,3.605926627545229,1.0,0.19385107500254284,Iris-setosa
+14,5.005270904392085,3.3796603786718564,1.5738209574515378,0.4325463493523324,Iris-setosa
+15,7.706478593459479,2.5691839795579634,6.9,2.3132779976081803,Iris-virginica
+16,4.400000626026188,3.220986695695052,1.3199545287066863,0.20144590310608146,Iris-setosa
+17,6.278835686471555,2.4623357446716465,5.017703584447835,1.88401195809269,Iris-virginica
+18,5.405228781814794,3.9061501044378795,1.299782970358944,0.3494409500365517,Iris-setosa
+19,6.244582878610326,2.938192311554641,5.526320140144561,1.7983063137588455,Iris-virginica
+20,6.724006961920705,3.1412376956677943,5.201353028353327,2.13846065810789,Iris-virginica
+21,6.893183490118502,3.1005500872147507,5.103059103991424,2.317984827186611,Iris-virginica
+22,6.152992414264371,3.0,4.648567516391546,1.3906365486625503,Iris-versicolor
+23,4.785809243129136,3.0,1.3763846260332055,0.10000010578528001,Iris-setosa
+24,6.729679251149803,2.490053061718525,5.831364686659405,1.8007400529161597,Iris-virginica
+25,5.804106455072426,2.7053402614538005,5.136003806142377,1.8861640738297174,Iris-virginica
+26,7.7057905091872145,2.7984097133078283,6.73055650316056,2.003446567542568,Iris-virginica
+27,7.694706969562699,2.793441196986279,6.692971595956125,2.0039083232064656,Iris-virginica
+28,5.046077163418474,3.3761142947411695,1.574490925467262,0.4959590006064457,Iris-setosa
+29,5.794823316258984,2.801453666049884,5.090723160223057,2.4024451066287233,Iris-virginica
+30,6.358942572019671,3.219242856776901,4.737975050768648,1.5755501469123134,Iris-versicolor
+31,5.128578831221014,3.6672530373136807,1.3602815778293025,0.21374286808247045,Iris-setosa
+32,5.559886544523736,2.4007354770867835,3.789874100011689,1.0341424389775056,Iris-versicolor
+33,5.808416848612233,2.6869338843727935,5.093592433747612,1.8963596609120148,Iris-virginica
+34,6.622461559468368,3.015061533223511,4.494939028802083,1.4764112913220702,Iris-versicolor
+35,4.801373837865317,3.0,1.415257967247487,0.2957011280760741,Iris-setosa
+36,4.887112721788443,3.0,1.4010995930242895,0.19744134583433975,Iris-setosa
+37,5.386838677580349,3.384943380015956,1.8258758848153764,0.19992459881136904,Iris-setosa
+38,5.87564641902777,3.0,5.099661243226336,1.8046371266085193,Iris-virginica
+39,6.241477620063004,2.2836139762376857,4.371242887926094,1.2811682015314263,Iris-versicolor
+40,6.709593230944832,3.081229407825718,4.715842254496439,1.5296460300936146,Iris-versicolor
+41,7.9,3.819610127129326,6.390388173781207,1.998208908358338,Iris-virginica
+42,6.170836004498239,2.285604632594859,4.21855876305693,1.1496191112471803,Iris-versicolor
+43,5.572368812201215,3.0,4.488814688378536,1.4793584356725613,Iris-versicolor
+44,5.254058573280503,3.595088516827284,1.4314415574959547,0.32466578892436543,Iris-setosa
+45,4.91877644600889,3.144262484773621,1.5081303295896888,0.10000009369021555,Iris-setosa
+46,6.309391030902243,2.5045944227914068,4.984925298009648,1.9095334590425908,Iris-virginica
+47,6.573600109666561,3.0,4.366549129424573,1.4046021753320337,Iris-versicolor
+48,4.991213004722901,2.0000004833834404,3.5538694690291104,0.9908180851460433,Iris-versicolor
+49,6.514764038144638,3.0,5.79069629025436,2.2303971419049966,Iris-virginica
+50,4.574696280763253,3.596231451216645,1.0000004194354093,0.2061233381503113,Iris-setosa
+51,6.2080049256161605,2.819453060797695,4.720035878381127,1.204651059470403,Iris-versicolor
+52,4.782302277289679,3.4039414505685683,1.702641405566146,0.20182031102668574,Iris-setosa
+53,6.721701847283749,2.487259581679523,5.801268565961246,1.7997205998709471,Iris-virginica
+54,6.358443700804542,2.4038996702618887,4.421963238019803,1.2614821617965084,Iris-versicolor
+55,5.780717114112332,2.8004267391128685,5.093242046578921,2.403910782259443,Iris-virginica
+56,6.671243300165415,2.908424396706873,5.782591958228533,1.782203682978352,Iris-virginica
+57,5.820397166101243,2.7398351961317005,5.126737360848047,1.8803111342493453,Iris-virginica
+58,6.326198236411452,2.473166398302156,5.048142310838821,1.9128503453626433,Iris-virginica
+59,5.786005228735242,2.7116526885835475,5.148120795547998,1.9027647932983143,Iris-virginica
+60,7.700850605738545,2.6707017239995263,6.899998372103541,2.3106617844556268,Iris-virginica
+61,5.58852556839848,2.460588326519369,3.879952874695692,1.079290962486901,Iris-versicolor
+62,5.816644144759054,2.7320486068798204,5.117096654798896,1.9079268738546156,Iris-virginica
+63,5.557760659551118,2.4390075334571844,3.9022071402045815,1.0561755654076874,Iris-versicolor
+64,5.634854053337671,2.941073717438203,3.881022397015327,1.2845961102664578,Iris-versicolor
+65,4.900430149453267,2.408350591438973,3.0869258051343693,1.0092825639299443,Iris-versicolor
+66,4.900768030844183,3.084446918093998,1.4951119663156516,0.10000010252922825,Iris-setosa
+67,6.688362372219699,2.990248474605729,4.923662027976808,1.6490904788639682,Iris-versicolor
+68,5.6561195747322985,2.8943355502459576,4.3111313754236535,1.3026287916604444,Iris-versicolor
+69,5.6265212303838865,3.0,4.171016515763324,1.2629844503508842,Iris-versicolor
+70,5.938526986957141,3.2077828740710976,4.515413770851012,1.5259078319194392,Iris-versicolor
+71,6.179303534568756,3.0,4.650592674705916,1.4856070776733359,Iris-versicolor
+72,5.698511072308604,3.7608285519581055,1.9391031160140957,0.3063860006570089,Iris-setosa
+73,5.523653224780615,4.2,1.4128405517930442,0.21456156038795046,Iris-setosa
+74,5.6776635368205435,3.7783363236211356,1.5668442908983964,0.31736572116457507,Iris-setosa
+75,6.284616841066681,2.6821992680985813,4.918905828016114,1.797938830642876,Iris-virginica
+76,5.505450872532633,2.407062795510337,3.724352168504947,0.9950259645844413,Iris-versicolor
+77,6.103355345179223,2.2319444556492165,4.218040846132032,1.0988555660055495,Iris-versicolor
+78,6.325976488235008,3.262701493338057,4.698574361409194,1.5963419647627253,Iris-versicolor
+79,4.829300315189482,3.0,1.4357406601456981,0.1,Iris-setosa
+80,6.343027724353792,2.9528461184526793,5.500721284394817,1.7964943192185558,Iris-virginica
+81,6.490641027401037,3.0,5.768091273158693,2.1934298712370874,Iris-virginica
+82,6.191136198657498,2.862988819520712,5.543044678497901,1.8131270626027618,Iris-virginica
+83,7.9,3.8022652280353135,6.428166982831269,1.9794655589336114,Iris-virginica
+84,5.631885459843415,3.4659434522000474,1.5580690536026105,0.2968973486806062,Iris-setosa
+85,5.791473849253722,2.801355838639336,5.142788732740877,2.3582809802938334,Iris-virginica
+86,5.54350980200248,3.0,4.534339019585363,1.516408343618192,Iris-versicolor
+87,7.681400471089742,2.809764744858244,6.669994967901676,2.0007218137392466,Iris-virginica
+88,5.031505240439694,3.6519909514389353,1.409197648127478,0.19559030930046722,Iris-setosa
+89,5.087228417226605,3.724374314794031,1.5118543752748954,0.3891161174114022,Iris-setosa
+90,5.907085044147135,3.172195181323924,4.815157824590823,1.798233169891418,Iris-versicolor
+91,5.193035825912846,3.387115384839206,1.396462540289686,0.20265071434690915,Iris-setosa
+92,4.599740841066957,3.632009023135261,1.0,0.20245229551255797,Iris-setosa
+93,6.122152235252256,2.7965552066679025,4.722643476357925,1.2146264140174259,Iris-versicolor
+94,5.629165793819501,2.9559058338124644,4.018683668499706,1.303668713236022,Iris-versicolor
+95,6.058194085186645,3.3831868886613727,4.531899138777584,1.5910828444719272,Iris-versicolor
+96,5.891271211048653,3.0,5.088512211652363,1.8529703876974395,Iris-virginica
+97,6.709646277184273,3.3180704395325815,5.684314139665777,2.5,Iris-virginica
+98,5.995373788738003,2.8900579227928778,4.489149733476529,1.5020419938511107,Iris-versicolor
+99,5.1430115505928224,3.722702004485137,1.4990886732580677,0.42169567790791607,Iris-setosa
+100,6.292466794911208,2.45299442436866,4.990358291110923,1.882298890523313,Iris-virginica
+101,5.110154628296004,3.257035495332108,1.7410265008583865,0.5391283537161056,Iris-setosa
+102,5.529397591064084,3.0,4.469077750721874,1.497543457412788,Iris-versicolor
+103,7.711778909629695,2.802983743385272,6.704047487734317,1.993472378335039,Iris-virginica
+104,6.7429883199750025,2.7862393954899995,4.783755628852525,1.385318438957991,Iris-versicolor
+105,4.797468053809085,3.4070560575683877,1.5705046088134043,0.20024752012403038,Iris-setosa
+106,6.481968317217701,3.0,5.780756910104468,2.176644194047273,Iris-virginica
+107,5.977719884301541,3.4107039573127107,4.493597988824167,1.6217482836586545,Iris-versicolor
+108,6.2154715926945165,2.1856132552538248,4.519156550286473,1.5309527227719046,Iris-versicolor
+109,6.230339467327174,2.851680229933187,4.330876452877948,1.267728512136931,Iris-versicolor
+110,5.892076374133688,3.1947348617872513,4.784066244846283,1.7983357036123315,Iris-versicolor
+111,4.935613100095824,2.4089979254673923,3.3136691890453416,0.971186119749869,Iris-versicolor
+112,6.686453743482135,3.2953000647393744,5.669113645971029,2.084000727592013,Iris-virginica
+113,6.93069632192815,3.0845978092210786,5.141237667455531,2.2721739212148675,Iris-virginica
+114,5.8650418749734055,3.1981542628262076,4.775127665614599,1.805550200456252,Iris-versicolor
+115,6.711663879109247,2.50463965503516,5.854821977530157,1.820613461867272,Iris-virginica
+116,5.994506281453136,3.4226924526863582,4.484803501162098,1.615089275961875,Iris-versicolor
+117,7.700339278005251,2.5970191550909587,6.9,2.3036486447741953,Iris-virginica
+118,7.5603304333247285,3.0,6.513917107476889,2.1078119482466064,Iris-virginica
+119,5.351878396729594,3.388489806853886,1.5085932371816186,0.36965323072283407,Iris-setosa
diff --git a/iris/tab_ddpm/5_4/7/test.csv b/iris/tab_ddpm/5_4/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/7/train.csv b/iris/tab_ddpm/5_4/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/7/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/7/val.csv b/iris/tab_ddpm/5_4/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/8/synth.csv b/iris/tab_ddpm/5_4/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9fe97ba06f8577767cb77e488893f1b0ab343caa
--- /dev/null
+++ b/iris/tab_ddpm/5_4/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.729249496088027,3.1095228281290845,5.594712399713853,2.109008718766074,Iris-virginica
+1,5.52699412029796,3.0,4.532473817460325,1.4979543537895088,Iris-versicolor
+2,5.36528040559156,3.3767129323224463,1.5089970103167274,0.3166224925674033,Iris-setosa
+3,5.235732739333443,3.662020222564436,1.4729009290766544,0.20019159114560214,Iris-setosa
+4,6.099905939951479,2.799148651157062,4.683220304962564,1.1989288382946959,Iris-versicolor
+5,5.976718356200985,2.7930503977881083,4.652755299620128,1.198893897524235,Iris-versicolor
+6,6.024029532744571,2.208901487265025,4.07125309189464,1.009652330594738,Iris-versicolor
+7,5.495429808968333,3.4293850431167674,1.5242825115423977,0.4288485627175341,Iris-setosa
+8,4.972100104443809,2.0,3.3440726826817775,1.0131572285255608,Iris-versicolor
+9,6.728420971163619,3.1326733891398493,5.667871768232052,2.0397655633479745,Iris-virginica
+10,4.882261727374577,2.404989152776649,3.3095615669260763,0.9576616377856986,Iris-versicolor
+11,7.720573956690745,2.7980820229981513,6.727740832722658,2.0116762876260617,Iris-virginica
+12,4.511621732068227,2.2932638528094684,1.3055605172482148,0.2990720062959547,Iris-setosa
+13,6.183830340523651,3.408914110632225,5.369545885991675,2.281046013201494,Iris-virginica
+14,5.071338039722173,3.539469386807263,1.392863058478203,0.19931782313266333,Iris-setosa
+15,6.277190463612135,2.2609874462421233,4.418349005582593,1.3226652714285294,Iris-versicolor
+16,5.009024283968708,3.403791784517357,1.575312281590901,0.43422680183886775,Iris-setosa
+17,5.4481380994794995,2.4254776321656166,3.7215703086946377,1.00237511505728,Iris-versicolor
+18,5.525141641761186,3.0,4.481751049883918,1.5242564565745391,Iris-versicolor
+19,4.882327865051804,3.0,1.3716498292152395,0.19858327237827955,Iris-setosa
+20,5.878733148732213,2.717385787103905,5.054970165578304,1.9094917141759775,Iris-virginica
+21,5.820109058476953,2.696627088970198,5.114720727483977,1.9123543520822583,Iris-virginica
+22,5.784116549528472,2.6810976753905935,5.094756805335673,1.8859731229550496,Iris-virginica
+23,6.652673745217961,3.273590343378025,5.7677746340832154,2.4999995854204715,Iris-virginica
+24,4.603785606872081,3.6697118009862373,1.0,0.19772394458886886,Iris-setosa
+25,5.687274969582847,2.657228225027168,4.283147585178351,1.1165487980212836,Iris-versicolor
+26,5.407764461337563,3.4099577994288057,1.8025959256377295,0.2017545087530308,Iris-setosa
+27,4.723605815328524,3.3715677341494277,1.5268451004996244,0.19811117128199968,Iris-setosa
+28,6.786085314870262,2.7978265948996346,4.772418610884936,1.4003251379186101,Iris-versicolor
+29,5.798474279256226,2.785306226985743,5.09428202160227,2.370486933793241,Iris-virginica
+30,7.698464879853779,2.6023528399098783,6.9,2.3058496973721954,Iris-virginica
+31,4.894811241938209,3.3959294360115635,1.5689359149650501,0.24443115011480565,Iris-setosa
+32,4.811095522382961,3.396336489293344,1.752079086169416,0.2015050189346217,Iris-setosa
+33,5.793828906361774,2.6962787218223134,5.089483772163868,1.913824414433327,Iris-virginica
+34,4.907355264349717,2.4249145165188137,3.2884544791273607,1.0295819153617074,Iris-versicolor
+35,7.7098753249177285,2.6018742248188858,6.9,2.307943390930571,Iris-virginica
+36,7.722848626056388,2.797794802960715,6.730559277068285,1.9929770111968943,Iris-virginica
+37,5.145257106326557,3.457735821861018,1.3832236480972253,0.19986119506117034,Iris-setosa
+38,6.81390769277885,2.7976298378566504,4.822309688772312,1.4055795931034794,Iris-versicolor
+39,4.993059497960471,3.0,1.7226330754597532,0.20301856915761263,Iris-setosa
+40,6.045000000748339,2.922513018140793,4.536937999614994,1.4722385075311477,Iris-versicolor
+41,5.401072988485783,3.86725209963498,1.3519329810825962,0.3820388534154515,Iris-setosa
+42,5.3032143612729605,3.0,4.482099426685596,1.5085663714730166,Iris-versicolor
+43,6.68442646936809,3.0,4.992774802490915,1.7079447831486452,Iris-versicolor
+44,6.424666919205686,3.1715779775230617,5.081476248623599,1.9891825791390512,Iris-virginica
+45,5.645715389406564,3.702830747457675,1.5978123825954298,0.2671198354122121,Iris-setosa
+46,4.971675193724389,2.4229803330939066,3.5905010395524806,1.0132722728127965,Iris-versicolor
+47,6.248548198354834,2.868974289059808,5.584117688616616,1.8015237395120571,Iris-virginica
+48,5.7925710669758645,2.770959696512931,4.127871975115509,1.0396959601099778,Iris-versicolor
+49,4.400000676046079,3.2150044866524348,1.345890305133922,0.20489653070738156,Iris-setosa
+50,5.869774074105888,3.2023704761089826,4.787831146179205,1.8127951587636622,Iris-versicolor
+51,4.822511549498145,3.0,1.408919773344661,0.10000010480884614,Iris-setosa
+52,6.1958207598248425,3.4017449148231385,5.460783819887549,2.2767841044952113,Iris-virginica
+53,4.400000467147209,3.2083884986857876,1.2951573330509936,0.20156512015367653,Iris-setosa
+54,5.318913054266759,3.63423908214036,1.5196901676285801,0.20035799127606754,Iris-setosa
+55,6.169130775541983,2.2478153919584547,4.271313790804387,1.1435968374770291,Iris-versicolor
+56,6.066950850549198,2.9355868306531288,4.55620943064439,1.5241764749082551,Iris-versicolor
+57,5.561698120948762,2.6683613867895883,4.411718817087848,1.2319698702305422,Iris-versicolor
+58,7.591636701112876,3.0,6.568968210394007,2.1252074631391364,Iris-virginica
+59,5.902094577978168,3.226458618077174,4.800563099550681,1.810692886865251,Iris-versicolor
+60,4.878264706810355,3.375756878576367,1.881406097789103,0.202850281238794,Iris-setosa
+61,6.464407912761729,3.0,5.814164247156425,2.20969376654002,Iris-virginica
+62,5.6571485404632496,3.0,4.052439454311153,1.281103868333382,Iris-versicolor
+63,6.698981113777366,3.0927875591465663,4.710538137323605,1.503972055750613,Iris-versicolor
+64,5.185994067428496,3.401146328049568,1.3994406688703123,0.2017067553162659,Iris-setosa
+65,5.1011427867257435,3.28817000635192,1.6869903330203833,0.43790975895102013,Iris-setosa
+66,5.498665796003686,3.0,4.418484106213894,1.4965397540295913,Iris-versicolor
+67,5.89527276405692,3.0,5.10791926396143,1.7998993739403382,Iris-virginica
+68,6.084647460418288,2.2164754571785252,4.103378683696418,1.0457616557814915,Iris-versicolor
+69,7.6881361899336635,2.5881732538172506,6.9,2.2878982075266805,Iris-virginica
+70,6.286939799843535,3.4031078755434314,5.381911039832937,2.272301154452461,Iris-virginica
+71,5.899270444500981,3.186315519899361,4.809760356608297,1.8144051454105465,Iris-versicolor
+72,5.685094469183551,3.0,4.213887616696284,1.2009072334066166,Iris-versicolor
+73,4.599351494584811,3.5459343599250195,1.00000062576284,0.20082533611436756,Iris-setosa
+74,4.684058554975252,3.1038609152844288,1.4227254722349398,0.2025865400922993,Iris-setosa
+75,5.585139463584984,2.475544189659521,3.8726560251768256,1.0970800555842635,Iris-versicolor
+76,6.471410600465352,3.1898015298383524,5.070536618370865,1.9719916405629963,Iris-virginica
+77,5.482953164788524,3.0,4.494685222384131,1.4968360010980317,Iris-versicolor
+78,5.79424756577802,2.801466553161875,5.135107742320574,2.3907317877274274,Iris-virginica
+79,7.096179215268944,3.0,5.900240065095896,2.166947656533011,Iris-virginica
+80,4.870646262285405,3.0,1.4016915662921472,0.20514360295234882,Iris-setosa
+81,5.964270166055156,2.7867858391560816,4.6675646698703135,1.1456214402542824,Iris-versicolor
+82,5.867643222307326,3.2239717867606217,4.7811084718295795,1.7824640134110807,Iris-versicolor
+83,5.6489903537758135,3.0,4.212466258393772,1.2586586614187363,Iris-versicolor
+84,7.076546262631727,3.1532219044765672,6.115272479720782,2.2835507578282033,Iris-virginica
+85,6.006948119066738,3.4026808472245396,4.528642231216359,1.5890870877071024,Iris-versicolor
+86,4.8912823244638695,3.0,1.4064914936623887,0.19711390960928082,Iris-setosa
+87,7.697780878553409,2.6137423761639793,6.9,2.3087931008754783,Iris-virginica
+88,5.940767795885248,2.907746716222209,4.489819269260021,1.4832831687135186,Iris-versicolor
+89,4.994610832165834,2.0000004755700163,3.5228209245096296,0.9498570494813552,Iris-versicolor
+90,5.199422289213076,3.3261672045410906,1.5692154162261878,0.45203989327886407,Iris-setosa
+91,4.810326583269544,3.0,1.3861093696734965,0.36761340353531874,Iris-setosa
+92,6.563098326518961,3.0880423614009254,4.807537569488676,1.5917456748998344,Iris-versicolor
+93,6.663498299987088,3.0256224936753586,4.591813285090382,1.4451119330230193,Iris-versicolor
+94,4.504566612165969,2.3440683966457474,1.288853939741231,0.31635176212212196,Iris-setosa
+95,6.039748673337182,2.2078719940853175,4.019379284780402,1.0123233047315878,Iris-versicolor
+96,6.197144679576583,3.3301551121948743,4.6421481505397875,1.6225966513140246,Iris-versicolor
+97,5.386024399333591,3.4019239614176646,1.6368002287322374,0.20050775844951513,Iris-setosa
+98,5.052694569044687,3.5620561673698328,1.4207114821558189,0.20522914085807345,Iris-setosa
+99,5.045403453499488,3.3219184222789306,1.6370671336168392,0.403215023254711,Iris-setosa
+100,4.495654697740418,2.2875715994664936,1.293123289566573,0.31654867065068415,Iris-setosa
+101,5.528858080413914,3.492538426005766,1.5533208733055501,0.3965083522758058,Iris-setosa
+102,4.775731786830521,3.0,1.3969049277461654,0.312884699096572,Iris-setosa
+103,5.476688349502694,4.2,1.40877550664578,0.19552795652195723,Iris-setosa
+104,5.813885275135075,2.778566625333254,5.0735712827720585,2.2896173067603094,Iris-virginica
+105,6.696361322362019,3.064927567015323,4.726811855984403,1.5405893251026437,Iris-versicolor
+106,6.69702730176434,3.0,4.990696102197564,1.7129013544790974,Iris-versicolor
+107,4.979105335209864,3.5952012828780306,1.404734159318116,0.19682924079392194,Iris-setosa
+108,4.797431800775641,3.4074299105596926,1.7200119911178888,0.19624614236871996,Iris-setosa
+109,4.803576235150935,3.0,1.4047108835771602,0.10000009218550812,Iris-setosa
+110,7.708720980304702,2.5822901750051632,6.9,2.296010864744772,Iris-virginica
+111,5.049856890574731,3.538638551232888,1.3915798677292748,0.19518228714885155,Iris-setosa
+112,7.624102885572656,3.0,6.625418289473672,2.0782614184881343,Iris-virginica
+113,6.547613108365094,3.0,4.367242307861846,1.3669567380229166,Iris-versicolor
+114,5.69108288946579,2.877389092613674,4.163993560048368,1.3070822043749244,Iris-versicolor
+115,6.235317136750632,2.2031582950288904,4.5186712321538804,1.4811109131237812,Iris-versicolor
+116,7.361746615541218,2.9825328884156286,6.278730811908024,2.002957824700669,Iris-virginica
+117,6.900041104718202,3.0829711517717553,5.095364635311246,2.3153658960611088,Iris-virginica
+118,6.22461827048674,2.2268337802600655,4.48513369737868,1.4496108894976647,Iris-versicolor
+119,6.365077180875435,2.8786263548448523,4.314286780043045,1.2907870758944795,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/8/test.csv b/iris/tab_ddpm/5_4/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/8/train.csv b/iris/tab_ddpm/5_4/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/8/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/8/val.csv b/iris/tab_ddpm/5_4/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/9/synth.csv b/iris/tab_ddpm/5_4/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dd8008a97e0267a797f6d376cb689b03dbdc1d56
--- /dev/null
+++ b/iris/tab_ddpm/5_4/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.39409373204287,3.370585332459347,1.6839563254891963,0.20635497400815114,Iris-setosa
+1,7.703216390460835,2.575660773992177,6.899998937008936,2.28367862074356,Iris-virginica
+2,5.086924931345383,2.476924359334568,3.8026137277497645,1.0638969608351654,Iris-versicolor
+3,5.2629801146060515,3.3160030492667567,1.826929491668544,0.20299444910229805,Iris-setosa
+4,5.368446839427198,3.3913536466898755,1.691014541925196,0.19972002647172782,Iris-setosa
+5,5.674177662895079,3.0,4.174085998004651,1.2043820196258304,Iris-versicolor
+6,4.896885984436831,3.1111447769450638,1.4944477242672547,0.1000001108289485,Iris-setosa
+7,5.068194266368636,3.615916317668486,1.4059909835580418,0.20342943745438496,Iris-setosa
+8,5.429673674300094,3.899687405131171,1.3622519243940605,0.3501237795965848,Iris-setosa
+9,5.637653561039073,2.856740750712199,4.4273401800707495,1.314711852105752,Iris-versicolor
+10,5.951728992650245,2.1994849683576128,4.063777615200682,0.922824209141387,Iris-versicolor
+11,5.208606187139248,3.4065718733874837,1.399188543930014,0.2007892466751876,Iris-setosa
+12,5.893346210708938,3.1985004611163,4.79735310946118,1.801688881273046,Iris-versicolor
+13,5.9950750160937725,3.4157991950716426,4.509201787638734,1.6183250948178043,Iris-versicolor
+14,7.5342511674109955,2.8562433031019347,6.507481611239046,1.8270708052631544,Iris-virginica
+15,5.391044366766961,3.8761200276406087,1.327122569754736,0.4227993899049444,Iris-setosa
+16,4.953655692734182,3.545047396032709,1.3967084801932543,0.19637562122413182,Iris-setosa
+17,6.696304888822403,3.206102024134062,5.866069267894624,2.288254950850162,Iris-virginica
+18,6.6504558554238375,3.3199194050556096,5.6124760959347455,2.1068025293235033,Iris-virginica
+19,6.481009572706128,2.9650669332095827,4.32231537299055,1.349660511096025,Iris-versicolor
+20,5.815258348986126,2.8715441289702714,4.5122092812180075,1.3881571152714258,Iris-versicolor
+21,4.810120744563223,3.392409442675588,1.8080335283318598,0.20800936574862872,Iris-setosa
+22,6.421345030861092,2.9138276586839,4.326676626366766,1.337461263100122,Iris-versicolor
+23,5.610541110105588,2.894449689638509,3.660279175325511,1.2920118371241345,Iris-versicolor
+24,4.78888293702507,3.4004485466418024,1.6687394657058998,0.20161743795077972,Iris-setosa
+25,4.8958984344442,3.095753655490894,1.500889880971788,0.10000011517763112,Iris-setosa
+26,7.713630282642351,2.804495853879563,6.708599639548666,1.995339780617386,Iris-virginica
+27,6.7062920991597315,3.0,5.029709599962657,1.702497902809646,Iris-versicolor
+28,4.4,3.2190407004691597,1.3121868678606714,0.2017783620431165,Iris-setosa
+29,6.157734147652893,2.8115870521736204,4.67161652766769,1.2471006098149542,Iris-versicolor
+30,4.8043913963115745,3.0,1.400978264245781,0.29712139296714485,Iris-setosa
+31,6.928335335233305,3.1103818384571587,5.089129393769144,2.3191081437818846,Iris-virginica
+32,5.208823207282067,3.407641916567967,1.4071955965236576,0.20352973465720067,Iris-setosa
+33,7.616159779081055,3.0,6.6594594042780155,2.107703267675212,Iris-virginica
+34,7.8999987686193,3.831084059639463,6.393115352172415,2.015916339024164,Iris-virginica
+35,6.355319504668022,3.262289008386695,5.154814780421914,2.0533219619849,Iris-virginica
+36,5.231542903348185,3.673376238906446,1.4605526004646578,0.19833710472295496,Iris-setosa
+37,6.534180106774639,3.1838595870708386,5.096029518012008,2.0046865918519163,Iris-virginica
+38,5.75069501259442,2.6683526003225126,3.9912760096169766,1.03374624782809,Iris-versicolor
+39,5.177492725684339,3.7451875528036083,1.5066990911530478,0.36750514566146175,Iris-setosa
+40,6.341544450944126,2.852094881120386,4.398895829640777,1.2567536616789614,Iris-versicolor
+41,5.6415929210773745,3.0,4.54982883314655,1.4992862158361202,Iris-versicolor
+42,5.841247617777905,2.6907166839399737,5.106211522091725,1.9108249600096283,Iris-virginica
+43,4.504942199190745,2.2971320376368016,1.3045352005077342,0.3221139477066322,Iris-setosa
+44,5.567471672511309,3.0,4.474770652907898,1.4691531046781572,Iris-versicolor
+45,5.815025557912681,2.7028731429406245,5.1011591566785786,1.8841397792565198,Iris-virginica
+46,5.933513863590536,3.175246175467204,4.817890654640621,1.8081746104745027,Iris-versicolor
+47,7.70507405428617,2.597019528238244,6.9,2.314982143342213,Iris-virginica
+48,6.474465381366125,3.2341636408465297,5.098954268889187,2.021579946009849,Iris-virginica
+49,7.692131861376933,2.80487436491148,6.689755909052186,2.004909343414096,Iris-virginica
+50,5.027308265034435,3.6472816665809016,1.4082578538193449,0.20253027323960715,Iris-setosa
+51,6.702495709719885,3.3338359666416935,5.673562557885531,2.5,Iris-virginica
+52,6.335614150327103,2.2847624860871383,4.408908230062825,1.3232652392367195,Iris-versicolor
+53,6.374009927915446,2.8952726270113027,4.274061272239414,1.2841950161668685,Iris-versicolor
+54,6.476803409863077,3.2470211495393815,5.090945392706554,2.057872791149323,Iris-virginica
+55,5.303774051190244,3.3556944981031798,1.802074918157678,0.23326581605645053,Iris-setosa
+56,5.371006710033706,3.417446467967146,1.476321729365325,0.20244482653605114,Iris-setosa
+57,4.598850759936339,3.2068059337696297,1.410475219946389,0.20112037202904537,Iris-setosa
+58,5.399755513116602,3.4129017675640716,1.640136495140144,0.19767328009230595,Iris-setosa
+59,6.6714616582757795,3.291890940987931,5.735257396099303,2.5,Iris-virginica
+60,5.289423323989738,3.642200074067876,1.4839195503984977,0.19451924257131162,Iris-setosa
+61,5.790091850375249,2.6899926687413873,5.115965393159756,1.9032649191143718,Iris-virginica
+62,6.4668076104472645,3.0,5.796201835858483,2.183914012496223,Iris-virginica
+63,5.533097782526041,2.4068061288949543,3.7160568550795468,1.0037629964267394,Iris-versicolor
+64,5.505416845880923,2.5773982250247975,4.372983508308973,1.168187539637578,Iris-versicolor
+65,7.216966737430009,3.0,6.010595413683834,2.0822921641911307,Iris-virginica
+66,5.415808815680261,3.397585144935118,1.5107734947245999,0.48758232562846426,Iris-setosa
+67,5.829887199762761,2.688438667717348,5.09474347317264,1.9097903657721196,Iris-virginica
+68,4.4,3.193676958893923,1.3025578308472903,0.20196954343274567,Iris-setosa
+69,4.890000794568349,2.389995005480902,3.2300848339871857,1.0297029121630539,Iris-versicolor
+70,5.214177077208366,3.4047910771205907,1.4174077588930603,0.1955749811821616,Iris-setosa
+71,6.073344304853886,2.2384958828296986,4.114151458270924,1.041282495182604,Iris-versicolor
+72,6.593752825871447,3.0,5.893807235903415,2.179763321451746,Iris-virginica
+73,6.124411282634642,3.0,4.57950730360915,1.3660312130784669,Iris-versicolor
+74,6.6832534706360835,3.287105648024906,5.696172588250828,2.4999992355034975,Iris-virginica
+75,5.009325431915018,3.6551166627875062,1.3990223553026058,0.20527295304921828,Iris-setosa
+76,6.298976212579901,2.720396127988097,4.891830938955797,1.8093204887934906,Iris-virginica
+77,5.8004828925582625,2.692827171768939,5.093805698710096,1.9009854744149728,Iris-virginica
+78,4.991911845336132,2.0000005098961333,3.4963729714064358,0.9104568660387509,Iris-versicolor
+79,6.804414046183215,3.196816606126534,5.8907960548942295,2.2998989067253954,Iris-virginica
+80,7.224220414293416,3.0,6.147684417645837,2.1592342433710683,Iris-virginica
+81,4.807859072137084,3.4014191620777896,1.881417681764809,0.20268098872982923,Iris-setosa
+82,6.681096084519099,2.5091541851364885,5.791446156514232,1.8116358591421116,Iris-virginica
+83,5.333694114151922,3.7236401368882297,1.5022527033370454,0.19888032430051694,Iris-setosa
+84,5.663346798550012,2.8849645792383036,3.765186742820556,1.2907695909491614,Iris-versicolor
+85,5.121820102844425,3.4918635146053796,1.3930147954319974,0.2006215234906632,Iris-setosa
+86,6.502873387852358,2.982651901633236,4.3242451070541374,1.3499667208815456,Iris-versicolor
+87,5.666539615297379,3.0,4.160102525508503,1.209883396698137,Iris-versicolor
+88,4.801009121582369,3.0,1.4398546474208618,0.1,Iris-setosa
+89,7.704320669762558,2.6197837550696956,6.899997973821151,2.3040603134044013,Iris-virginica
+90,5.6219670075673145,3.782321119262077,1.5586132202332783,0.29885253920887395,Iris-setosa
+91,5.699479824641074,3.0,4.456977634053703,1.4651047737965202,Iris-versicolor
+92,4.591174851943274,3.6132766991861547,1.0,0.2035095993829538,Iris-setosa
+93,5.808721895232155,2.7027409038685586,5.1049090523617355,1.8999412191524845,Iris-virginica
+94,6.497165267885249,2.811898430917634,4.645773997301428,1.346989541964248,Iris-versicolor
+95,7.0028526208967,3.0,5.618098615679559,2.1670805801624127,Iris-virginica
+96,5.032861370464831,3.5791168876753954,1.3927780978499937,0.19874372785672167,Iris-setosa
+97,5.019835140667567,3.619620845235802,1.4029757134963452,0.20411735739789183,Iris-setosa
+98,5.907821078094448,2.2662899131136967,4.024948800540463,1.040319758716263,Iris-versicolor
+99,6.287020061570948,3.2974491888399577,4.673280401757703,1.6295305781465363,Iris-versicolor
+100,5.133135731982894,3.2973425432985013,1.8454629494267845,0.493828115405181,Iris-setosa
+101,5.92163126570624,3.1724253254911132,4.772615957323839,1.8153208242773715,Iris-versicolor
+102,6.074840209544918,2.802992840762291,4.677097126564023,1.1708209080649747,Iris-versicolor
+103,6.6781982536216145,3.2940720899932314,5.619694227787046,2.113836238031387,Iris-virginica
+104,6.63233131623784,3.0,4.878701517244712,1.6132463667376276,Iris-versicolor
+105,6.199954288220819,2.2014657223482073,4.501767660310689,1.475803801854437,Iris-versicolor
+106,6.073158834053298,2.9002631876547,4.5190795697982225,1.525659341263899,Iris-versicolor
+107,5.706295360650623,2.780470903882024,4.292731089044539,1.228419213916648,Iris-versicolor
+108,6.703377790406313,3.0,5.025840513491378,1.7129749216124681,Iris-versicolor
+109,4.828838885867951,3.0,1.3791473252192945,0.3134148551308717,Iris-setosa
+110,6.3032063612043805,2.4787684754524055,5.018509004888553,1.9139449305364944,Iris-virginica
+111,5.445876353103423,3.3758637018343105,1.9008725027999376,0.20300620786570306,Iris-setosa
+112,7.687364250327303,2.610188472188944,6.9,2.2864353783558555,Iris-virginica
+113,5.571768572292378,2.508819680523519,3.9593056674466296,1.1285476573773672,Iris-versicolor
+114,6.7087980308601765,3.0,4.971572657552813,1.682829491698595,Iris-versicolor
+115,6.0132894764603355,2.886497323948832,4.479131586954385,1.4913089368069539,Iris-versicolor
+116,6.633243336737567,3.0,4.4398190498203105,1.4239377005391103,Iris-versicolor
+117,5.008780510826495,3.6238982788693077,1.4059745798367091,0.20262621587181082,Iris-setosa
+118,6.29590944626726,2.5378627691261966,4.979573289709192,1.8855779755625446,Iris-virginica
+119,5.088230732206069,3.696430785403216,1.500217257250338,0.39044070449589685,Iris-setosa
diff --git a/iris/tab_ddpm/5_4/9/test.csv b/iris/tab_ddpm/5_4/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/9/train.csv b/iris/tab_ddpm/5_4/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/5_4/9/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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_4/9/val.csv b/iris/tab_ddpm/5_4/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/5_4/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/5_4/params.json b/iris/tab_ddpm/5_4/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad9511be7bc223ac6a477bd52d511f1951fc0fb3
--- /dev/null
+++ b/iris/tab_ddpm/5_4/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:736f90396b11be64d38e50cf131306b3dc9b4746a61359007654bac099c45411
+size 331
diff --git a/iris/tab_ddpm/5_4/tab_ddpm_eval.ipynb b/iris/tab_ddpm/5_4/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..4415be07e84e89d48f41d184928a92af1e297fa3
--- /dev/null
+++ b/iris/tab_ddpm/5_4/tab_ddpm_eval.ipynb
@@ -0,0 +1,2048 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "02073bc9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:20:56.775909Z",
+     "iopub.status.busy": "2024-07-22T02:20:56.775635Z",
+     "iopub.status.idle": "2024-07-22T02:21:09.657108Z",
+     "shell.execute_reply": "2024-07-22T02:21:09.655980Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.893258,
+     "end_time": "2024-07-22T02:21:09.659599",
+     "exception": false,
+     "start_time": "2024-07-22T02:20:56.766341",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\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       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "35cb43d0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:09.682165Z",
+     "iopub.status.busy": "2024-07-22T02:21:09.681834Z",
+     "iopub.status.idle": "2024-07-22T02:21:09.689720Z",
+     "shell.execute_reply": "2024-07-22T02:21:09.688868Z"
+    },
+    "papermill": {
+     "duration": 0.021302,
+     "end_time": "2024-07-22T02:21:09.691589",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:09.670287",
+     "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": "98c2b626",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009617,
+     "end_time": "2024-07-22T02:21:09.711858",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:09.702241",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "eeec02ca",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:09.732122Z",
+     "iopub.status.busy": "2024-07-22T02:21:09.731872Z",
+     "iopub.status.idle": "2024-07-22T02:21:09.738995Z",
+     "shell.execute_reply": "2024-07-22T02:21:09.738196Z"
+    },
+    "papermill": {
+     "duration": 0.019521,
+     "end_time": "2024-07-22T02:21:09.740912",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:09.721391",
+     "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": "15b0c4b9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:09.761512Z",
+     "iopub.status.busy": "2024-07-22T02:21:09.761232Z",
+     "iopub.status.idle": "2024-07-22T02:21:09.766452Z",
+     "shell.execute_reply": "2024-07-22T02:21:09.765539Z"
+    },
+    "papermill": {
+     "duration": 0.018028,
+     "end_time": "2024-07-22T02:21:09.768538",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:09.750510",
+     "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 = 4\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/5_4\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.6\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "048303f5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:09.790040Z",
+     "iopub.status.busy": "2024-07-22T02:21:09.789716Z",
+     "iopub.status.idle": "2024-07-22T02:21:09.795282Z",
+     "shell.execute_reply": "2024-07-22T02:21:09.794390Z"
+    },
+    "papermill": {
+     "duration": 0.018424,
+     "end_time": "2024-07-22T02:21:09.797145",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:09.778721",
+     "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": "298a5083",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:09.817874Z",
+     "iopub.status.busy": "2024-07-22T02:21:09.817585Z",
+     "iopub.status.idle": "2024-07-22T02:21:11.075101Z",
+     "shell.execute_reply": "2024-07-22T02:21:11.074198Z"
+    },
+    "papermill": {
+     "duration": 1.270274,
+     "end_time": "2024-07-22T02:21:11.077255",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:09.806981",
+     "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": "14a39be2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:11.099562Z",
+     "iopub.status.busy": "2024-07-22T02:21:11.099262Z",
+     "iopub.status.idle": "2024-07-22T02:21:12.080559Z",
+     "shell.execute_reply": "2024-07-22T02:21:12.079538Z"
+    },
+    "papermill": {
+     "duration": 0.995034,
+     "end_time": "2024-07-22T02:21:12.082747",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:11.087713",
+     "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": "e79e4025",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:12.105573Z",
+     "iopub.status.busy": "2024-07-22T02:21:12.105272Z",
+     "iopub.status.idle": "2024-07-22T02:21:12.114483Z",
+     "shell.execute_reply": "2024-07-22T02:21:12.113676Z"
+    },
+    "papermill": {
+     "duration": 0.023055,
+     "end_time": "2024-07-22T02:21:12.116498",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:12.093443",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/5_4\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": "dd866fc9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:12.140801Z",
+     "iopub.status.busy": "2024-07-22T02:21:12.140105Z",
+     "iopub.status.idle": "2024-07-22T02:21:12.494040Z",
+     "shell.execute_reply": "2024-07-22T02:21:12.493087Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.368651,
+     "end_time": "2024-07-22T02:21:12.496373",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:12.127722",
+     "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": "02f85627",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:12.519864Z",
+     "iopub.status.busy": "2024-07-22T02:21:12.519315Z",
+     "iopub.status.idle": "2024-07-22T02:21:14.111572Z",
+     "shell.execute_reply": "2024-07-22T02:21:14.110791Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.606561,
+     "end_time": "2024-07-22T02:21:14.113931",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:12.507370",
+     "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": "9aab09f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:14.139109Z",
+     "iopub.status.busy": "2024-07-22T02:21:14.138701Z",
+     "iopub.status.idle": "2024-07-22T02:21:14.147041Z",
+     "shell.execute_reply": "2024-07-22T02:21:14.146162Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023132,
+     "end_time": "2024-07-22T02:21:14.149133",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:14.126001",
+     "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": "831f6122",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:14.172359Z",
+     "iopub.status.busy": "2024-07-22T02:21:14.171825Z",
+     "iopub.status.idle": "2024-07-22T02:21:14.176095Z",
+     "shell.execute_reply": "2024-07-22T02:21:14.175269Z"
+    },
+    "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": 0.018228,
+     "end_time": "2024-07-22T02:21:14.178270",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:14.160042",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "ecf1bd04",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:14.201530Z",
+     "iopub.status.busy": "2024-07-22T02:21:14.200970Z",
+     "iopub.status.idle": "2024-07-22T02:21:14.314070Z",
+     "shell.execute_reply": "2024-07-22T02:21:14.313349Z"
+    },
+    "papermill": {
+     "duration": 0.126862,
+     "end_time": "2024-07-22T02:21:14.316253",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:14.189391",
+     "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": "4d91ebb9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:14.341376Z",
+     "iopub.status.busy": "2024-07-22T02:21:14.341081Z",
+     "iopub.status.idle": "2024-07-22T02:21:18.626177Z",
+     "shell.execute_reply": "2024-07-22T02:21:18.625373Z"
+    },
+    "papermill": {
+     "duration": 4.300234,
+     "end_time": "2024-07-22T02:21:18.628560",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:14.328326",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:21:16.079301: 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 02:21:16.079355: 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 02:21:16.080892: 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": "6ddeea09",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:18.652885Z",
+     "iopub.status.busy": "2024-07-22T02:21:18.652280Z",
+     "iopub.status.idle": "2024-07-22T02:21:18.657921Z",
+     "shell.execute_reply": "2024-07-22T02:21:18.657042Z"
+    },
+    "papermill": {
+     "duration": 0.019796,
+     "end_time": "2024-07-22T02:21:18.659859",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:18.640063",
+     "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": "2911d835",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:18.684948Z",
+     "iopub.status.busy": "2024-07-22T02:21:18.684663Z",
+     "iopub.status.idle": "2024-07-22T02:21:21.368782Z",
+     "shell.execute_reply": "2024-07-22T02:21:21.367998Z"
+    },
+    "papermill": {
+     "duration": 2.699521,
+     "end_time": "2024-07-22T02:21:21.371228",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:18.671707",
+     "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": "b92f87b9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:21.398428Z",
+     "iopub.status.busy": "2024-07-22T02:21:21.397582Z",
+     "iopub.status.idle": "2024-07-22T02:21:21.404332Z",
+     "shell.execute_reply": "2024-07-22T02:21:21.403507Z"
+    },
+    "papermill": {
+     "duration": 0.022443,
+     "end_time": "2024-07-22T02:21:21.406456",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:21.384013",
+     "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": "f6529a09",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:21.431351Z",
+     "iopub.status.busy": "2024-07-22T02:21:21.430860Z",
+     "iopub.status.idle": "2024-07-22T02:21:21.914137Z",
+     "shell.execute_reply": "2024-07-22T02:21:21.913356Z"
+    },
+    "papermill": {
+     "duration": 0.49842,
+     "end_time": "2024-07-22T02:21:21.916562",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:21.418142",
+     "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": "2e340b79",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:21.944007Z",
+     "iopub.status.busy": "2024-07-22T02:21:21.943705Z",
+     "iopub.status.idle": "2024-07-22T02:21:21.949453Z",
+     "shell.execute_reply": "2024-07-22T02:21:21.948548Z"
+    },
+    "papermill": {
+     "duration": 0.021949,
+     "end_time": "2024-07-22T02:21:21.951376",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:21.929427",
+     "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": "6da12465",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:21.975945Z",
+     "iopub.status.busy": "2024-07-22T02:21:21.975378Z",
+     "iopub.status.idle": "2024-07-22T02:21:22.021632Z",
+     "shell.execute_reply": "2024-07-22T02:21:22.020963Z"
+    },
+    "papermill": {
+     "duration": 0.060681,
+     "end_time": "2024-07-22T02:21:22.023542",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:21.962861",
+     "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": "3d5b893f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:22.049885Z",
+     "iopub.status.busy": "2024-07-22T02:21:22.049596Z",
+     "iopub.status.idle": "2024-07-22T02:21:22.054868Z",
+     "shell.execute_reply": "2024-07-22T02:21:22.054052Z"
+    },
+    "papermill": {
+     "duration": 0.020927,
+     "end_time": "2024-07-22T02:21:22.056798",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:22.035871",
+     "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": "48ef3aca",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:22.081255Z",
+     "iopub.status.busy": "2024-07-22T02:21:22.080976Z",
+     "iopub.status.idle": "2024-07-22T02:21:22.085751Z",
+     "shell.execute_reply": "2024-07-22T02:21:22.085015Z"
+    },
+    "papermill": {
+     "duration": 0.019151,
+     "end_time": "2024-07-22T02:21:22.087588",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:22.068437",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "06b4372f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:22.111970Z",
+     "iopub.status.busy": "2024-07-22T02:21:22.111702Z",
+     "iopub.status.idle": "2024-07-22T02:21:22.117243Z",
+     "shell.execute_reply": "2024-07-22T02:21:22.116381Z"
+    },
+    "papermill": {
+     "duration": 0.020049,
+     "end_time": "2024-07-22T02:21:22.119234",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:22.099185",
+     "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": "de023568",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:22.144063Z",
+     "iopub.status.busy": "2024-07-22T02:21:22.143796Z",
+     "iopub.status.idle": "2024-07-22T02:21:22.149778Z",
+     "shell.execute_reply": "2024-07-22T02:21:22.149066Z"
+    },
+    "papermill": {
+     "duration": 0.020512,
+     "end_time": "2024-07-22T02:21:22.151659",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:22.131147",
+     "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": "868c8244",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:22.177691Z",
+     "iopub.status.busy": "2024-07-22T02:21:22.177335Z",
+     "iopub.status.idle": "2024-07-22T02:21:22.187000Z",
+     "shell.execute_reply": "2024-07-22T02:21:22.186229Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.024643,
+     "end_time": "2024-07-22T02:21:22.188830",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:22.164187",
+     "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": "1aab5ff0",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:21:22.213461Z",
+     "iopub.status.busy": "2024-07-22T02:21:22.213212Z",
+     "iopub.status.idle": "2024-07-22T02:25:13.663791Z",
+     "shell.execute_reply": "2024-07-22T02:25:13.662894Z"
+    },
+    "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": 231.465956,
+     "end_time": "2024-07-22T02:25:13.666475",
+     "exception": false,
+     "start_time": "2024-07-22T02:21:22.200519",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/50898 MLoss: 0.0 GLoss: 0.3485 Sum: 0.3485\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/50898 MLoss: 0.0 GLoss: 0.3007 Sum: 0.3007\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/50898 MLoss: 0.0 GLoss: 0.285 Sum: 0.285\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/50898 MLoss: 0.0 GLoss: 0.2769 Sum: 0.2769\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/50898 MLoss: 0.0 GLoss: 0.2694 Sum: 0.2694\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/50898 MLoss: 0.0 GLoss: 0.2614 Sum: 0.2614\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/50898 MLoss: 0.0 GLoss: 0.2579 Sum: 0.2579\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/50898 MLoss: 0.0 GLoss: 0.253 Sum: 0.253\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/50898 MLoss: 0.0 GLoss: 0.2488 Sum: 0.2488\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/50898 MLoss: 0.0 GLoss: 0.2469 Sum: 0.2469\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/50898 MLoss: 0.0 GLoss: 0.2401 Sum: 0.2401\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/50898 MLoss: 0.0 GLoss: 0.2394 Sum: 0.2394\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/50898 MLoss: 0.0 GLoss: 0.2359 Sum: 0.2359\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/50898 MLoss: 0.0 GLoss: 0.2314 Sum: 0.2314\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/50898 MLoss: 0.0 GLoss: 0.2311 Sum: 0.2311\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/50898 MLoss: 0.0 GLoss: 0.2291 Sum: 0.2291\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/50898 MLoss: 0.0 GLoss: 0.2295 Sum: 0.2295\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/50898 MLoss: 0.0 GLoss: 0.2245 Sum: 0.2245\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/50898 MLoss: 0.0 GLoss: 0.2232 Sum: 0.2232\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/50898 MLoss: 0.0 GLoss: 0.2248 Sum: 0.2248\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/50898 MLoss: 0.0 GLoss: 0.2193 Sum: 0.2193\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/50898 MLoss: 0.0 GLoss: 0.2185 Sum: 0.2185\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/50898 MLoss: 0.0 GLoss: 0.2186 Sum: 0.2186\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/50898 MLoss: 0.0 GLoss: 0.2157 Sum: 0.2157\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/50898 MLoss: 0.0 GLoss: 0.215 Sum: 0.215\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/50898 MLoss: 0.0 GLoss: 0.2142 Sum: 0.2142\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/50898 MLoss: 0.0 GLoss: 0.2153 Sum: 0.2153\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/50898 MLoss: 0.0 GLoss: 0.2144 Sum: 0.2144\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/50898 MLoss: 0.0 GLoss: 0.2141 Sum: 0.2141\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/50898 MLoss: 0.0 GLoss: 0.2118 Sum: 0.2118\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/50898 MLoss: 0.0 GLoss: 0.2093 Sum: 0.2093\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/50898 MLoss: 0.0 GLoss: 0.2115 Sum: 0.2115\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/50898 MLoss: 0.0 GLoss: 0.2089 Sum: 0.2089\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/50898 MLoss: 0.0 GLoss: 0.2103 Sum: 0.2103\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/50898 MLoss: 0.0 GLoss: 0.2072 Sum: 0.2072\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/50898 MLoss: 0.0 GLoss: 0.205 Sum: 0.205\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/50898 MLoss: 0.0 GLoss: 0.2062 Sum: 0.2062\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/50898 MLoss: 0.0 GLoss: 0.2065 Sum: 0.2065\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/50898 MLoss: 0.0 GLoss: 0.2051 Sum: 0.2051\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/50898 MLoss: 0.0 GLoss: 0.2014 Sum: 0.2014\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/50898 MLoss: 0.0 GLoss: 0.2026 Sum: 0.2026\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/50898 MLoss: 0.0 GLoss: 0.2008 Sum: 0.2008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/50898 MLoss: 0.0 GLoss: 0.1986 Sum: 0.1986\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/50898 MLoss: 0.0 GLoss: 0.1993 Sum: 0.1993\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/50898 MLoss: 0.0 GLoss: 0.1988 Sum: 0.1988\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/50898 MLoss: 0.0 GLoss: 0.1993 Sum: 0.1993\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/50898 MLoss: 0.0 GLoss: 0.1964 Sum: 0.1964\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/50898 MLoss: 0.0 GLoss: 0.1973 Sum: 0.1973\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/50898 MLoss: 0.0 GLoss: 0.1959 Sum: 0.1959\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/50898 MLoss: 0.0 GLoss: 0.1956 Sum: 0.1956\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": "b04ec4a2",
+   "metadata": {
+    "papermill": {
+     "duration": 0.017182,
+     "end_time": "2024-07-22T02:25:13.701313",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:13.684131",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "60cca88e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:25:13.734219Z",
+     "iopub.status.busy": "2024-07-22T02:25:13.733909Z",
+     "iopub.status.idle": "2024-07-22T02:25:13.741554Z",
+     "shell.execute_reply": "2024-07-22T02:25:13.740798Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.026357,
+     "end_time": "2024-07-22T02:25:13.743396",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:13.717039",
+     "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": "4e3a6e9a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:25:13.776459Z",
+     "iopub.status.busy": "2024-07-22T02:25:13.776156Z",
+     "iopub.status.idle": "2024-07-22T02:25:29.692967Z",
+     "shell.execute_reply": "2024-07-22T02:25:29.691937Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 15.936398,
+     "end_time": "2024-07-22T02:25:29.695445",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:13.759047",
+     "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": "c32e62c3",
+   "metadata": {
+    "papermill": {
+     "duration": 0.017101,
+     "end_time": "2024-07-22T02:25:29.730063",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:29.712962",
+     "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": 276.098382,
+   "end_time": "2024-07-22T02:25:31.472802",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/5_4/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/5_4/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 4,
+    "epoch_scale": 0.6,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/5_4",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:20:55.374420",
+   "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